TianChi_Car_kmeans.ipynb

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  {
   "cell_type": "code",
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>car_ID</th>\n",
       "      <th>symboling</th>\n",
       "      <th>CarName</th>\n",
       "      <th>fueltype</th>\n",
       "      <th>aspiration</th>\n",
       "      <th>doornumber</th>\n",
       "      <th>carbody</th>\n",
       "      <th>drivewheel</th>\n",
       "      <th>enginelocation</th>\n",
       "      <th>wheelbase</th>\n",
       "      <th>...</th>\n",
       "      <th>enginesize</th>\n",
       "      <th>fuelsystem</th>\n",
       "      <th>boreratio</th>\n",
       "      <th>stroke</th>\n",
       "      <th>compressionratio</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>peakrpm</th>\n",
       "      <th>citympg</th>\n",
       "      <th>highwaympg</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>alfa-romero giulia</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>convertible</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>88.6</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.68</td>\n",
       "      <td>9.00</td>\n",
       "      <td>111</td>\n",
       "      <td>5000</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>13495.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>alfa-romero stelvio</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>convertible</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>88.6</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.68</td>\n",
       "      <td>9.00</td>\n",
       "      <td>111</td>\n",
       "      <td>5000</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>16500.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>alfa-romero Quadrifoglio</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>152</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>2.68</td>\n",
       "      <td>3.47</td>\n",
       "      <td>9.00</td>\n",
       "      <td>154</td>\n",
       "      <td>5000</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>16500.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>audi 100 ls</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.8</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>10.00</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>13950.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>audi 100ls</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>4wd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.4</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.00</td>\n",
       "      <td>115</td>\n",
       "      <td>5500</td>\n",
       "      <td>18</td>\n",
       "      <td>22</td>\n",
       "      <td>17450.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>audi fox</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.8</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>15250.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>audi 100ls</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>17710.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>audi 5000</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>18920.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>audi 4000</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>131</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.30</td>\n",
       "      <td>140</td>\n",
       "      <td>5500</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>23875.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>audi 5000s (diesel)</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>4wd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.5</td>\n",
       "      <td>...</td>\n",
       "      <td>131</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.40</td>\n",
       "      <td>7.00</td>\n",
       "      <td>160</td>\n",
       "      <td>5500</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>17859.167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>bmw 320i</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.80</td>\n",
       "      <td>8.80</td>\n",
       "      <td>101</td>\n",
       "      <td>5800</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>16430.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw 320i</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.80</td>\n",
       "      <td>8.80</td>\n",
       "      <td>101</td>\n",
       "      <td>5800</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>16925.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x1</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>164</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>21</td>\n",
       "      <td>28</td>\n",
       "      <td>20970.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x3</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>164</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>21</td>\n",
       "      <td>28</td>\n",
       "      <td>21105.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>bmw z4</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>164</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>24565.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x4</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>209</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>30760.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x5</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>209</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>41315.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x3</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>110.0</td>\n",
       "      <td>...</td>\n",
       "      <td>209</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>36880.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>chevrolet impala</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>88.4</td>\n",
       "      <td>...</td>\n",
       "      <td>61</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.91</td>\n",
       "      <td>3.03</td>\n",
       "      <td>9.50</td>\n",
       "      <td>48</td>\n",
       "      <td>5100</td>\n",
       "      <td>47</td>\n",
       "      <td>53</td>\n",
       "      <td>5151.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>chevrolet monte carlo</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.11</td>\n",
       "      <td>9.60</td>\n",
       "      <td>70</td>\n",
       "      <td>5400</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>6295.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>chevrolet vega 2300</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.11</td>\n",
       "      <td>9.60</td>\n",
       "      <td>70</td>\n",
       "      <td>5400</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>6575.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge rampage</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.41</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>5572.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge challenger se</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6377.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge d200</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.39</td>\n",
       "      <td>7.60</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>7957.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge monaco (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6229.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge colt hardtop</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6692.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge colt (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>7609.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge coronet custom</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.39</td>\n",
       "      <td>7.60</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>8558.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>-1</td>\n",
       "      <td>dodge dart custom</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.3</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.46</td>\n",
       "      <td>8.50</td>\n",
       "      <td>88</td>\n",
       "      <td>5000</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>8921.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>dodge coronet custom (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>95.9</td>\n",
       "      <td>...</td>\n",
       "      <td>156</td>\n",
       "      <td>mfi</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.00</td>\n",
       "      <td>145</td>\n",
       "      <td>5000</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>12964.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>176</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota corona</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>9988.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>177</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota corolla</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>10898.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>178</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota mark ii</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>11248.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>179</td>\n",
       "      <td>3</td>\n",
       "      <td>toyota corolla liftback</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.9</td>\n",
       "      <td>...</td>\n",
       "      <td>171</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.30</td>\n",
       "      <td>161</td>\n",
       "      <td>5200</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>16558.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>180</td>\n",
       "      <td>3</td>\n",
       "      <td>toyota corona</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.9</td>\n",
       "      <td>...</td>\n",
       "      <td>171</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.30</td>\n",
       "      <td>161</td>\n",
       "      <td>5200</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>15998.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>181</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota starlet</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.5</td>\n",
       "      <td>...</td>\n",
       "      <td>171</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.20</td>\n",
       "      <td>156</td>\n",
       "      <td>5200</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>15690.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>182</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyouta tercel</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.5</td>\n",
       "      <td>...</td>\n",
       "      <td>161</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.20</td>\n",
       "      <td>156</td>\n",
       "      <td>5200</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>15750.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>183</td>\n",
       "      <td>2</td>\n",
       "      <td>vokswagen rabbit</td>\n",
       "      <td>diesel</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>52</td>\n",
       "      <td>4800</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>7775.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>184</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen 1131 deluxe sedan</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>7975.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>185</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen model 111</td>\n",
       "      <td>diesel</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>52</td>\n",
       "      <td>4800</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>7995.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>186</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen type 3</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>8195.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>187</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen 411 (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>8495.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>188</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen super beetle</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>37</td>\n",
       "      <td>42</td>\n",
       "      <td>9495.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>189</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>10.00</td>\n",
       "      <td>100</td>\n",
       "      <td>5500</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>9995.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>190</td>\n",
       "      <td>3</td>\n",
       "      <td>vw dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>convertible</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>90</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>29</td>\n",
       "      <td>11595.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>191</td>\n",
       "      <td>3</td>\n",
       "      <td>vw rabbit</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>90</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>29</td>\n",
       "      <td>9980.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>192</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen rabbit</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>13295.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>193</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen rabbit custom</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>33</td>\n",
       "      <td>38</td>\n",
       "      <td>13845.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>194</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>88</td>\n",
       "      <td>5500</td>\n",
       "      <td>25</td>\n",
       "      <td>31</td>\n",
       "      <td>12290.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>195</td>\n",
       "      <td>-2</td>\n",
       "      <td>volvo 145e (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>12940.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>196</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 144ea</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>13415.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>197</td>\n",
       "      <td>-2</td>\n",
       "      <td>volvo 244dl</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>15985.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>198</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 245</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>16515.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>199</td>\n",
       "      <td>-2</td>\n",
       "      <td>volvo 264gl</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.15</td>\n",
       "      <td>7.50</td>\n",
       "      <td>162</td>\n",
       "      <td>5100</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>18420.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>200</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo diesel</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.15</td>\n",
       "      <td>7.50</td>\n",
       "      <td>162</td>\n",
       "      <td>5100</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>18950.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>201</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 145e (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>16845.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>202</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 144ea</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>8.70</td>\n",
       "      <td>160</td>\n",
       "      <td>5300</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>19045.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>203</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 244dl</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>173</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.58</td>\n",
       "      <td>2.87</td>\n",
       "      <td>8.80</td>\n",
       "      <td>134</td>\n",
       "      <td>5500</td>\n",
       "      <td>18</td>\n",
       "      <td>23</td>\n",
       "      <td>21485.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>204</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 246</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>145</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>106</td>\n",
       "      <td>4800</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>22470.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>205</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 264gl</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>22625.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>205 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     car_ID  symboling                       CarName fueltype aspiration  \\\n",
       "0         1          3            alfa-romero giulia      gas        std   \n",
       "1         2          3           alfa-romero stelvio      gas        std   \n",
       "2         3          1      alfa-romero Quadrifoglio      gas        std   \n",
       "3         4          2                   audi 100 ls      gas        std   \n",
       "4         5          2                    audi 100ls      gas        std   \n",
       "5         6          2                      audi fox      gas        std   \n",
       "6         7          1                    audi 100ls      gas        std   \n",
       "7         8          1                     audi 5000      gas        std   \n",
       "8         9          1                     audi 4000      gas      turbo   \n",
       "9        10          0           audi 5000s (diesel)      gas      turbo   \n",
       "10       11          2                      bmw 320i      gas        std   \n",
       "11       12          0                      bmw 320i      gas        std   \n",
       "12       13          0                        bmw x1      gas        std   \n",
       "13       14          0                        bmw x3      gas        std   \n",
       "14       15          1                        bmw z4      gas        std   \n",
       "15       16          0                        bmw x4      gas        std   \n",
       "16       17          0                        bmw x5      gas        std   \n",
       "17       18          0                        bmw x3      gas        std   \n",
       "18       19          2              chevrolet impala      gas        std   \n",
       "19       20          1         chevrolet monte carlo      gas        std   \n",
       "20       21          0           chevrolet vega 2300      gas        std   \n",
       "21       22          1                 dodge rampage      gas        std   \n",
       "22       23          1           dodge challenger se      gas        std   \n",
       "23       24          1                    dodge d200      gas      turbo   \n",
       "24       25          1             dodge monaco (sw)      gas        std   \n",
       "25       26          1            dodge colt hardtop      gas        std   \n",
       "26       27          1               dodge colt (sw)      gas        std   \n",
       "27       28          1          dodge coronet custom      gas      turbo   \n",
       "28       29         -1             dodge dart custom      gas        std   \n",
       "29       30          3     dodge coronet custom (sw)      gas      turbo   \n",
       "..      ...        ...                           ...      ...        ...   \n",
       "175     176         -1                 toyota corona      gas        std   \n",
       "176     177         -1                toyota corolla      gas        std   \n",
       "177     178         -1                toyota mark ii      gas        std   \n",
       "178     179          3       toyota corolla liftback      gas        std   \n",
       "179     180          3                 toyota corona      gas        std   \n",
       "180     181         -1                toyota starlet      gas        std   \n",
       "181     182         -1                toyouta tercel      gas        std   \n",
       "182     183          2              vokswagen rabbit   diesel        std   \n",
       "183     184          2  volkswagen 1131 deluxe sedan      gas        std   \n",
       "184     185          2          volkswagen model 111   diesel        std   \n",
       "185     186          2             volkswagen type 3      gas        std   \n",
       "186     187          2           volkswagen 411 (sw)      gas        std   \n",
       "187     188          2       volkswagen super beetle   diesel      turbo   \n",
       "188     189          2             volkswagen dasher      gas        std   \n",
       "189     190          3                     vw dasher      gas        std   \n",
       "190     191          3                     vw rabbit      gas        std   \n",
       "191     192          0             volkswagen rabbit      gas        std   \n",
       "192     193          0      volkswagen rabbit custom   diesel      turbo   \n",
       "193     194          0             volkswagen dasher      gas        std   \n",
       "194     195         -2               volvo 145e (sw)      gas        std   \n",
       "195     196         -1                   volvo 144ea      gas        std   \n",
       "196     197         -2                   volvo 244dl      gas        std   \n",
       "197     198         -1                     volvo 245      gas        std   \n",
       "198     199         -2                   volvo 264gl      gas      turbo   \n",
       "199     200         -1                  volvo diesel      gas      turbo   \n",
       "200     201         -1               volvo 145e (sw)      gas        std   \n",
       "201     202         -1                   volvo 144ea      gas      turbo   \n",
       "202     203         -1                   volvo 244dl      gas        std   \n",
       "203     204         -1                     volvo 246   diesel      turbo   \n",
       "204     205         -1                   volvo 264gl      gas      turbo   \n",
       "\n",
       "    doornumber      carbody drivewheel enginelocation  wheelbase    ...      \\\n",
       "0          two  convertible        rwd          front       88.6    ...       \n",
       "1          two  convertible        rwd          front       88.6    ...       \n",
       "2          two    hatchback        rwd          front       94.5    ...       \n",
       "3         four        sedan        fwd          front       99.8    ...       \n",
       "4         four        sedan        4wd          front       99.4    ...       \n",
       "5          two        sedan        fwd          front       99.8    ...       \n",
       "6         four        sedan        fwd          front      105.8    ...       \n",
       "7         four        wagon        fwd          front      105.8    ...       \n",
       "8         four        sedan        fwd          front      105.8    ...       \n",
       "9          two    hatchback        4wd          front       99.5    ...       \n",
       "10         two        sedan        rwd          front      101.2    ...       \n",
       "11        four        sedan        rwd          front      101.2    ...       \n",
       "12         two        sedan        rwd          front      101.2    ...       \n",
       "13        four        sedan        rwd          front      101.2    ...       \n",
       "14        four        sedan        rwd          front      103.5    ...       \n",
       "15        four        sedan        rwd          front      103.5    ...       \n",
       "16         two        sedan        rwd          front      103.5    ...       \n",
       "17        four        sedan        rwd          front      110.0    ...       \n",
       "18         two    hatchback        fwd          front       88.4    ...       \n",
       "19         two    hatchback        fwd          front       94.5    ...       \n",
       "20        four        sedan        fwd          front       94.5    ...       \n",
       "21         two    hatchback        fwd          front       93.7    ...       \n",
       "22         two    hatchback        fwd          front       93.7    ...       \n",
       "23         two    hatchback        fwd          front       93.7    ...       \n",
       "24        four    hatchback        fwd          front       93.7    ...       \n",
       "25        four        sedan        fwd          front       93.7    ...       \n",
       "26        four        sedan        fwd          front       93.7    ...       \n",
       "27         two        sedan        fwd          front       93.7    ...       \n",
       "28        four        wagon        fwd          front      103.3    ...       \n",
       "29         two    hatchback        fwd          front       95.9    ...       \n",
       "..         ...          ...        ...            ...        ...    ...       \n",
       "175       four    hatchback        fwd          front      102.4    ...       \n",
       "176       four        sedan        fwd          front      102.4    ...       \n",
       "177       four    hatchback        fwd          front      102.4    ...       \n",
       "178        two    hatchback        rwd          front      102.9    ...       \n",
       "179        two    hatchback        rwd          front      102.9    ...       \n",
       "180       four        sedan        rwd          front      104.5    ...       \n",
       "181       four        wagon        rwd          front      104.5    ...       \n",
       "182        two        sedan        fwd          front       97.3    ...       \n",
       "183        two        sedan        fwd          front       97.3    ...       \n",
       "184       four        sedan        fwd          front       97.3    ...       \n",
       "185       four        sedan        fwd          front       97.3    ...       \n",
       "186       four        sedan        fwd          front       97.3    ...       \n",
       "187       four        sedan        fwd          front       97.3    ...       \n",
       "188       four        sedan        fwd          front       97.3    ...       \n",
       "189        two  convertible        fwd          front       94.5    ...       \n",
       "190        two    hatchback        fwd          front       94.5    ...       \n",
       "191       four        sedan        fwd          front      100.4    ...       \n",
       "192       four        sedan        fwd          front      100.4    ...       \n",
       "193       four        wagon        fwd          front      100.4    ...       \n",
       "194       four        sedan        rwd          front      104.3    ...       \n",
       "195       four        wagon        rwd          front      104.3    ...       \n",
       "196       four        sedan        rwd          front      104.3    ...       \n",
       "197       four        wagon        rwd          front      104.3    ...       \n",
       "198       four        sedan        rwd          front      104.3    ...       \n",
       "199       four        wagon        rwd          front      104.3    ...       \n",
       "200       four        sedan        rwd          front      109.1    ...       \n",
       "201       four        sedan        rwd          front      109.1    ...       \n",
       "202       four        sedan        rwd          front      109.1    ...       \n",
       "203       four        sedan        rwd          front      109.1    ...       \n",
       "204       four        sedan        rwd          front      109.1    ...       \n",
       "\n",
       "     enginesize  fuelsystem  boreratio  stroke compressionratio horsepower  \\\n",
       "0           130        mpfi       3.47    2.68             9.00        111   \n",
       "1           130        mpfi       3.47    2.68             9.00        111   \n",
       "2           152        mpfi       2.68    3.47             9.00        154   \n",
       "3           109        mpfi       3.19    3.40            10.00        102   \n",
       "4           136        mpfi       3.19    3.40             8.00        115   \n",
       "5           136        mpfi       3.19    3.40             8.50        110   \n",
       "6           136        mpfi       3.19    3.40             8.50        110   \n",
       "7           136        mpfi       3.19    3.40             8.50        110   \n",
       "8           131        mpfi       3.13    3.40             8.30        140   \n",
       "9           131        mpfi       3.13    3.40             7.00        160   \n",
       "10          108        mpfi       3.50    2.80             8.80        101   \n",
       "11          108        mpfi       3.50    2.80             8.80        101   \n",
       "12          164        mpfi       3.31    3.19             9.00        121   \n",
       "13          164        mpfi       3.31    3.19             9.00        121   \n",
       "14          164        mpfi       3.31    3.19             9.00        121   \n",
       "15          209        mpfi       3.62    3.39             8.00        182   \n",
       "16          209        mpfi       3.62    3.39             8.00        182   \n",
       "17          209        mpfi       3.62    3.39             8.00        182   \n",
       "18           61        2bbl       2.91    3.03             9.50         48   \n",
       "19           90        2bbl       3.03    3.11             9.60         70   \n",
       "20           90        2bbl       3.03    3.11             9.60         70   \n",
       "21           90        2bbl       2.97    3.23             9.41         68   \n",
       "22           90        2bbl       2.97    3.23             9.40         68   \n",
       "23           98        mpfi       3.03    3.39             7.60        102   \n",
       "24           90        2bbl       2.97    3.23             9.40         68   \n",
       "25           90        2bbl       2.97    3.23             9.40         68   \n",
       "26           90        2bbl       2.97    3.23             9.40         68   \n",
       "27           98        mpfi       3.03    3.39             7.60        102   \n",
       "28          122        2bbl       3.34    3.46             8.50         88   \n",
       "29          156         mfi       3.60    3.90             7.00        145   \n",
       "..          ...         ...        ...     ...              ...        ...   \n",
       "175         122        mpfi       3.31    3.54             8.70         92   \n",
       "176         122        mpfi       3.31    3.54             8.70         92   \n",
       "177         122        mpfi       3.31    3.54             8.70         92   \n",
       "178         171        mpfi       3.27    3.35             9.30        161   \n",
       "179         171        mpfi       3.27    3.35             9.30        161   \n",
       "180         171        mpfi       3.27    3.35             9.20        156   \n",
       "181         161        mpfi       3.27    3.35             9.20        156   \n",
       "182          97         idi       3.01    3.40            23.00         52   \n",
       "183         109        mpfi       3.19    3.40             9.00         85   \n",
       "184          97         idi       3.01    3.40            23.00         52   \n",
       "185         109        mpfi       3.19    3.40             9.00         85   \n",
       "186         109        mpfi       3.19    3.40             9.00         85   \n",
       "187          97         idi       3.01    3.40            23.00         68   \n",
       "188         109        mpfi       3.19    3.40            10.00        100   \n",
       "189         109        mpfi       3.19    3.40             8.50         90   \n",
       "190         109        mpfi       3.19    3.40             8.50         90   \n",
       "191         136        mpfi       3.19    3.40             8.50        110   \n",
       "192          97         idi       3.01    3.40            23.00         68   \n",
       "193         109        mpfi       3.19    3.40             9.00         88   \n",
       "194         141        mpfi       3.78    3.15             9.50        114   \n",
       "195         141        mpfi       3.78    3.15             9.50        114   \n",
       "196         141        mpfi       3.78    3.15             9.50        114   \n",
       "197         141        mpfi       3.78    3.15             9.50        114   \n",
       "198         130        mpfi       3.62    3.15             7.50        162   \n",
       "199         130        mpfi       3.62    3.15             7.50        162   \n",
       "200         141        mpfi       3.78    3.15             9.50        114   \n",
       "201         141        mpfi       3.78    3.15             8.70        160   \n",
       "202         173        mpfi       3.58    2.87             8.80        134   \n",
       "203         145         idi       3.01    3.40            23.00        106   \n",
       "204         141        mpfi       3.78    3.15             9.50        114   \n",
       "\n",
       "     peakrpm citympg  highwaympg      price  \n",
       "0       5000      21          27  13495.000  \n",
       "1       5000      21          27  16500.000  \n",
       "2       5000      19          26  16500.000  \n",
       "3       5500      24          30  13950.000  \n",
       "4       5500      18          22  17450.000  \n",
       "5       5500      19          25  15250.000  \n",
       "6       5500      19          25  17710.000  \n",
       "7       5500      19          25  18920.000  \n",
       "8       5500      17          20  23875.000  \n",
       "9       5500      16          22  17859.167  \n",
       "10      5800      23          29  16430.000  \n",
       "11      5800      23          29  16925.000  \n",
       "12      4250      21          28  20970.000  \n",
       "13      4250      21          28  21105.000  \n",
       "14      4250      20          25  24565.000  \n",
       "15      5400      16          22  30760.000  \n",
       "16      5400      16          22  41315.000  \n",
       "17      5400      15          20  36880.000  \n",
       "18      5100      47          53   5151.000  \n",
       "19      5400      38          43   6295.000  \n",
       "20      5400      38          43   6575.000  \n",
       "21      5500      37          41   5572.000  \n",
       "22      5500      31          38   6377.000  \n",
       "23      5500      24          30   7957.000  \n",
       "24      5500      31          38   6229.000  \n",
       "25      5500      31          38   6692.000  \n",
       "26      5500      31          38   7609.000  \n",
       "27      5500      24          30   8558.000  \n",
       "28      5000      24          30   8921.000  \n",
       "29      5000      19          24  12964.000  \n",
       "..       ...     ...         ...        ...  \n",
       "175     4200      27          32   9988.000  \n",
       "176     4200      27          32  10898.000  \n",
       "177     4200      27          32  11248.000  \n",
       "178     5200      20          24  16558.000  \n",
       "179     5200      19          24  15998.000  \n",
       "180     5200      20          24  15690.000  \n",
       "181     5200      19          24  15750.000  \n",
       "182     4800      37          46   7775.000  \n",
       "183     5250      27          34   7975.000  \n",
       "184     4800      37          46   7995.000  \n",
       "185     5250      27          34   8195.000  \n",
       "186     5250      27          34   8495.000  \n",
       "187     4500      37          42   9495.000  \n",
       "188     5500      26          32   9995.000  \n",
       "189     5500      24          29  11595.000  \n",
       "190     5500      24          29   9980.000  \n",
       "191     5500      19          24  13295.000  \n",
       "192     4500      33          38  13845.000  \n",
       "193     5500      25          31  12290.000  \n",
       "194     5400      23          28  12940.000  \n",
       "195     5400      23          28  13415.000  \n",
       "196     5400      24          28  15985.000  \n",
       "197     5400      24          28  16515.000  \n",
       "198     5100      17          22  18420.000  \n",
       "199     5100      17          22  18950.000  \n",
       "200     5400      23          28  16845.000  \n",
       "201     5300      19          25  19045.000  \n",
       "202     5500      18          23  21485.000  \n",
       "203     4800      26          27  22470.000  \n",
       "204     5400      19          25  22625.000  \n",
       "\n",
       "[205 rows x 26 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 数据加载\n",
    "data = pd.read_csv('./car_price.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用KMeans进行聚类,导入库\n",
    "from sklearn.cluster import KMeans\n",
    "#预处理\n",
    "from sklearn import preprocessing\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "import pandas as pd\n",
    "#矩阵运算\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>car_ID</th>\n",
       "      <th>symboling</th>\n",
       "      <th>CarName</th>\n",
       "      <th>fueltype</th>\n",
       "      <th>aspiration</th>\n",
       "      <th>doornumber</th>\n",
       "      <th>carbody</th>\n",
       "      <th>drivewheel</th>\n",
       "      <th>enginelocation</th>\n",
       "      <th>wheelbase</th>\n",
       "      <th>...</th>\n",
       "      <th>enginesize</th>\n",
       "      <th>fuelsystem</th>\n",
       "      <th>boreratio</th>\n",
       "      <th>stroke</th>\n",
       "      <th>compressionratio</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>peakrpm</th>\n",
       "      <th>citympg</th>\n",
       "      <th>highwaympg</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>alfa-romero giulia</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>convertible</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>88.6</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.68</td>\n",
       "      <td>9.00</td>\n",
       "      <td>111</td>\n",
       "      <td>5000</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>13495.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>alfa-romero stelvio</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>convertible</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>88.6</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.68</td>\n",
       "      <td>9.00</td>\n",
       "      <td>111</td>\n",
       "      <td>5000</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>16500.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>alfa-romero Quadrifoglio</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>152</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>2.68</td>\n",
       "      <td>3.47</td>\n",
       "      <td>9.00</td>\n",
       "      <td>154</td>\n",
       "      <td>5000</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>16500.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>audi 100 ls</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.8</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>10.00</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>13950.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>audi 100ls</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>4wd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.4</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.00</td>\n",
       "      <td>115</td>\n",
       "      <td>5500</td>\n",
       "      <td>18</td>\n",
       "      <td>22</td>\n",
       "      <td>17450.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>audi fox</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.8</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>15250.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>audi 100ls</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>17710.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>audi 5000</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>18920.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>audi 4000</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>131</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.30</td>\n",
       "      <td>140</td>\n",
       "      <td>5500</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>23875.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>audi 5000s (diesel)</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>4wd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.5</td>\n",
       "      <td>...</td>\n",
       "      <td>131</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.40</td>\n",
       "      <td>7.00</td>\n",
       "      <td>160</td>\n",
       "      <td>5500</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>17859.167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>bmw 320i</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.80</td>\n",
       "      <td>8.80</td>\n",
       "      <td>101</td>\n",
       "      <td>5800</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>16430.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw 320i</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.80</td>\n",
       "      <td>8.80</td>\n",
       "      <td>101</td>\n",
       "      <td>5800</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>16925.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x1</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>164</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>21</td>\n",
       "      <td>28</td>\n",
       "      <td>20970.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x3</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>164</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>21</td>\n",
       "      <td>28</td>\n",
       "      <td>21105.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>bmw z4</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>164</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>24565.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x4</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>209</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>30760.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x5</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>209</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>41315.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x3</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>110.0</td>\n",
       "      <td>...</td>\n",
       "      <td>209</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>36880.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>chevrolet impala</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>88.4</td>\n",
       "      <td>...</td>\n",
       "      <td>61</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.91</td>\n",
       "      <td>3.03</td>\n",
       "      <td>9.50</td>\n",
       "      <td>48</td>\n",
       "      <td>5100</td>\n",
       "      <td>47</td>\n",
       "      <td>53</td>\n",
       "      <td>5151.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>chevrolet monte carlo</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.11</td>\n",
       "      <td>9.60</td>\n",
       "      <td>70</td>\n",
       "      <td>5400</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>6295.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>chevrolet vega 2300</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.11</td>\n",
       "      <td>9.60</td>\n",
       "      <td>70</td>\n",
       "      <td>5400</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>6575.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge rampage</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.41</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>5572.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge challenger se</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6377.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge d200</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.39</td>\n",
       "      <td>7.60</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>7957.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge monaco (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6229.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge colt hardtop</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6692.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge colt (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>7609.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge coronet custom</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.39</td>\n",
       "      <td>7.60</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>8558.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>-1</td>\n",
       "      <td>dodge dart custom</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.3</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.46</td>\n",
       "      <td>8.50</td>\n",
       "      <td>88</td>\n",
       "      <td>5000</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>8921.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>dodge coronet custom (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>95.9</td>\n",
       "      <td>...</td>\n",
       "      <td>156</td>\n",
       "      <td>mfi</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.00</td>\n",
       "      <td>145</td>\n",
       "      <td>5000</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>12964.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>176</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota corona</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>9988.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>177</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota corolla</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>10898.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>178</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota mark ii</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>11248.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>179</td>\n",
       "      <td>3</td>\n",
       "      <td>toyota corolla liftback</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.9</td>\n",
       "      <td>...</td>\n",
       "      <td>171</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.30</td>\n",
       "      <td>161</td>\n",
       "      <td>5200</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>16558.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>180</td>\n",
       "      <td>3</td>\n",
       "      <td>toyota corona</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.9</td>\n",
       "      <td>...</td>\n",
       "      <td>171</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.30</td>\n",
       "      <td>161</td>\n",
       "      <td>5200</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>15998.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>181</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota starlet</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.5</td>\n",
       "      <td>...</td>\n",
       "      <td>171</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.20</td>\n",
       "      <td>156</td>\n",
       "      <td>5200</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>15690.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>182</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyouta tercel</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.5</td>\n",
       "      <td>...</td>\n",
       "      <td>161</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.20</td>\n",
       "      <td>156</td>\n",
       "      <td>5200</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>15750.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>183</td>\n",
       "      <td>2</td>\n",
       "      <td>vokswagen rabbit</td>\n",
       "      <td>diesel</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>52</td>\n",
       "      <td>4800</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>7775.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>184</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen 1131 deluxe sedan</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>7975.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>185</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen model 111</td>\n",
       "      <td>diesel</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>52</td>\n",
       "      <td>4800</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>7995.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>186</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen type 3</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>8195.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>187</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen 411 (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>8495.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>188</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen super beetle</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>37</td>\n",
       "      <td>42</td>\n",
       "      <td>9495.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>189</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>10.00</td>\n",
       "      <td>100</td>\n",
       "      <td>5500</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>9995.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>190</td>\n",
       "      <td>3</td>\n",
       "      <td>vw dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>convertible</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>90</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>29</td>\n",
       "      <td>11595.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>191</td>\n",
       "      <td>3</td>\n",
       "      <td>vw rabbit</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>90</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>29</td>\n",
       "      <td>9980.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>192</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen rabbit</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>13295.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>193</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen rabbit custom</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>33</td>\n",
       "      <td>38</td>\n",
       "      <td>13845.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>194</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>88</td>\n",
       "      <td>5500</td>\n",
       "      <td>25</td>\n",
       "      <td>31</td>\n",
       "      <td>12290.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>195</td>\n",
       "      <td>-2</td>\n",
       "      <td>volvo 145e (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>12940.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>196</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 144ea</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>13415.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>197</td>\n",
       "      <td>-2</td>\n",
       "      <td>volvo 244dl</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>15985.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>198</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 245</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>16515.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>199</td>\n",
       "      <td>-2</td>\n",
       "      <td>volvo 264gl</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.15</td>\n",
       "      <td>7.50</td>\n",
       "      <td>162</td>\n",
       "      <td>5100</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>18420.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>200</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo diesel</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.15</td>\n",
       "      <td>7.50</td>\n",
       "      <td>162</td>\n",
       "      <td>5100</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>18950.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>201</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 145e (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>16845.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>202</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 144ea</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>8.70</td>\n",
       "      <td>160</td>\n",
       "      <td>5300</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>19045.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>203</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 244dl</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>173</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.58</td>\n",
       "      <td>2.87</td>\n",
       "      <td>8.80</td>\n",
       "      <td>134</td>\n",
       "      <td>5500</td>\n",
       "      <td>18</td>\n",
       "      <td>23</td>\n",
       "      <td>21485.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>204</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 246</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>145</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>106</td>\n",
       "      <td>4800</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>22470.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>205</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 264gl</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>22625.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>205 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     car_ID  symboling                       CarName fueltype aspiration  \\\n",
       "0         1          3            alfa-romero giulia      gas        std   \n",
       "1         2          3           alfa-romero stelvio      gas        std   \n",
       "2         3          1      alfa-romero Quadrifoglio      gas        std   \n",
       "3         4          2                   audi 100 ls      gas        std   \n",
       "4         5          2                    audi 100ls      gas        std   \n",
       "5         6          2                      audi fox      gas        std   \n",
       "6         7          1                    audi 100ls      gas        std   \n",
       "7         8          1                     audi 5000      gas        std   \n",
       "8         9          1                     audi 4000      gas      turbo   \n",
       "9        10          0           audi 5000s (diesel)      gas      turbo   \n",
       "10       11          2                      bmw 320i      gas        std   \n",
       "11       12          0                      bmw 320i      gas        std   \n",
       "12       13          0                        bmw x1      gas        std   \n",
       "13       14          0                        bmw x3      gas        std   \n",
       "14       15          1                        bmw z4      gas        std   \n",
       "15       16          0                        bmw x4      gas        std   \n",
       "16       17          0                        bmw x5      gas        std   \n",
       "17       18          0                        bmw x3      gas        std   \n",
       "18       19          2              chevrolet impala      gas        std   \n",
       "19       20          1         chevrolet monte carlo      gas        std   \n",
       "20       21          0           chevrolet vega 2300      gas        std   \n",
       "21       22          1                 dodge rampage      gas        std   \n",
       "22       23          1           dodge challenger se      gas        std   \n",
       "23       24          1                    dodge d200      gas      turbo   \n",
       "24       25          1             dodge monaco (sw)      gas        std   \n",
       "25       26          1            dodge colt hardtop      gas        std   \n",
       "26       27          1               dodge colt (sw)      gas        std   \n",
       "27       28          1          dodge coronet custom      gas      turbo   \n",
       "28       29         -1             dodge dart custom      gas        std   \n",
       "29       30          3     dodge coronet custom (sw)      gas      turbo   \n",
       "..      ...        ...                           ...      ...        ...   \n",
       "175     176         -1                 toyota corona      gas        std   \n",
       "176     177         -1                toyota corolla      gas        std   \n",
       "177     178         -1                toyota mark ii      gas        std   \n",
       "178     179          3       toyota corolla liftback      gas        std   \n",
       "179     180          3                 toyota corona      gas        std   \n",
       "180     181         -1                toyota starlet      gas        std   \n",
       "181     182         -1                toyouta tercel      gas        std   \n",
       "182     183          2              vokswagen rabbit   diesel        std   \n",
       "183     184          2  volkswagen 1131 deluxe sedan      gas        std   \n",
       "184     185          2          volkswagen model 111   diesel        std   \n",
       "185     186          2             volkswagen type 3      gas        std   \n",
       "186     187          2           volkswagen 411 (sw)      gas        std   \n",
       "187     188          2       volkswagen super beetle   diesel      turbo   \n",
       "188     189          2             volkswagen dasher      gas        std   \n",
       "189     190          3                     vw dasher      gas        std   \n",
       "190     191          3                     vw rabbit      gas        std   \n",
       "191     192          0             volkswagen rabbit      gas        std   \n",
       "192     193          0      volkswagen rabbit custom   diesel      turbo   \n",
       "193     194          0             volkswagen dasher      gas        std   \n",
       "194     195         -2               volvo 145e (sw)      gas        std   \n",
       "195     196         -1                   volvo 144ea      gas        std   \n",
       "196     197         -2                   volvo 244dl      gas        std   \n",
       "197     198         -1                     volvo 245      gas        std   \n",
       "198     199         -2                   volvo 264gl      gas      turbo   \n",
       "199     200         -1                  volvo diesel      gas      turbo   \n",
       "200     201         -1               volvo 145e (sw)      gas        std   \n",
       "201     202         -1                   volvo 144ea      gas      turbo   \n",
       "202     203         -1                   volvo 244dl      gas        std   \n",
       "203     204         -1                     volvo 246   diesel      turbo   \n",
       "204     205         -1                   volvo 264gl      gas      turbo   \n",
       "\n",
       "    doornumber      carbody drivewheel enginelocation  wheelbase    ...      \\\n",
       "0          two  convertible        rwd          front       88.6    ...       \n",
       "1          two  convertible        rwd          front       88.6    ...       \n",
       "2          two    hatchback        rwd          front       94.5    ...       \n",
       "3         four        sedan        fwd          front       99.8    ...       \n",
       "4         four        sedan        4wd          front       99.4    ...       \n",
       "5          two        sedan        fwd          front       99.8    ...       \n",
       "6         four        sedan        fwd          front      105.8    ...       \n",
       "7         four        wagon        fwd          front      105.8    ...       \n",
       "8         four        sedan        fwd          front      105.8    ...       \n",
       "9          two    hatchback        4wd          front       99.5    ...       \n",
       "10         two        sedan        rwd          front      101.2    ...       \n",
       "11        four        sedan        rwd          front      101.2    ...       \n",
       "12         two        sedan        rwd          front      101.2    ...       \n",
       "13        four        sedan        rwd          front      101.2    ...       \n",
       "14        four        sedan        rwd          front      103.5    ...       \n",
       "15        four        sedan        rwd          front      103.5    ...       \n",
       "16         two        sedan        rwd          front      103.5    ...       \n",
       "17        four        sedan        rwd          front      110.0    ...       \n",
       "18         two    hatchback        fwd          front       88.4    ...       \n",
       "19         two    hatchback        fwd          front       94.5    ...       \n",
       "20        four        sedan        fwd          front       94.5    ...       \n",
       "21         two    hatchback        fwd          front       93.7    ...       \n",
       "22         two    hatchback        fwd          front       93.7    ...       \n",
       "23         two    hatchback        fwd          front       93.7    ...       \n",
       "24        four    hatchback        fwd          front       93.7    ...       \n",
       "25        four        sedan        fwd          front       93.7    ...       \n",
       "26        four        sedan        fwd          front       93.7    ...       \n",
       "27         two        sedan        fwd          front       93.7    ...       \n",
       "28        four        wagon        fwd          front      103.3    ...       \n",
       "29         two    hatchback        fwd          front       95.9    ...       \n",
       "..         ...          ...        ...            ...        ...    ...       \n",
       "175       four    hatchback        fwd          front      102.4    ...       \n",
       "176       four        sedan        fwd          front      102.4    ...       \n",
       "177       four    hatchback        fwd          front      102.4    ...       \n",
       "178        two    hatchback        rwd          front      102.9    ...       \n",
       "179        two    hatchback        rwd          front      102.9    ...       \n",
       "180       four        sedan        rwd          front      104.5    ...       \n",
       "181       four        wagon        rwd          front      104.5    ...       \n",
       "182        two        sedan        fwd          front       97.3    ...       \n",
       "183        two        sedan        fwd          front       97.3    ...       \n",
       "184       four        sedan        fwd          front       97.3    ...       \n",
       "185       four        sedan        fwd          front       97.3    ...       \n",
       "186       four        sedan        fwd          front       97.3    ...       \n",
       "187       four        sedan        fwd          front       97.3    ...       \n",
       "188       four        sedan        fwd          front       97.3    ...       \n",
       "189        two  convertible        fwd          front       94.5    ...       \n",
       "190        two    hatchback        fwd          front       94.5    ...       \n",
       "191       four        sedan        fwd          front      100.4    ...       \n",
       "192       four        sedan        fwd          front      100.4    ...       \n",
       "193       four        wagon        fwd          front      100.4    ...       \n",
       "194       four        sedan        rwd          front      104.3    ...       \n",
       "195       four        wagon        rwd          front      104.3    ...       \n",
       "196       four        sedan        rwd          front      104.3    ...       \n",
       "197       four        wagon        rwd          front      104.3    ...       \n",
       "198       four        sedan        rwd          front      104.3    ...       \n",
       "199       four        wagon        rwd          front      104.3    ...       \n",
       "200       four        sedan        rwd          front      109.1    ...       \n",
       "201       four        sedan        rwd          front      109.1    ...       \n",
       "202       four        sedan        rwd          front      109.1    ...       \n",
       "203       four        sedan        rwd          front      109.1    ...       \n",
       "204       four        sedan        rwd          front      109.1    ...       \n",
       "\n",
       "     enginesize  fuelsystem  boreratio  stroke compressionratio horsepower  \\\n",
       "0           130        mpfi       3.47    2.68             9.00        111   \n",
       "1           130        mpfi       3.47    2.68             9.00        111   \n",
       "2           152        mpfi       2.68    3.47             9.00        154   \n",
       "3           109        mpfi       3.19    3.40            10.00        102   \n",
       "4           136        mpfi       3.19    3.40             8.00        115   \n",
       "5           136        mpfi       3.19    3.40             8.50        110   \n",
       "6           136        mpfi       3.19    3.40             8.50        110   \n",
       "7           136        mpfi       3.19    3.40             8.50        110   \n",
       "8           131        mpfi       3.13    3.40             8.30        140   \n",
       "9           131        mpfi       3.13    3.40             7.00        160   \n",
       "10          108        mpfi       3.50    2.80             8.80        101   \n",
       "11          108        mpfi       3.50    2.80             8.80        101   \n",
       "12          164        mpfi       3.31    3.19             9.00        121   \n",
       "13          164        mpfi       3.31    3.19             9.00        121   \n",
       "14          164        mpfi       3.31    3.19             9.00        121   \n",
       "15          209        mpfi       3.62    3.39             8.00        182   \n",
       "16          209        mpfi       3.62    3.39             8.00        182   \n",
       "17          209        mpfi       3.62    3.39             8.00        182   \n",
       "18           61        2bbl       2.91    3.03             9.50         48   \n",
       "19           90        2bbl       3.03    3.11             9.60         70   \n",
       "20           90        2bbl       3.03    3.11             9.60         70   \n",
       "21           90        2bbl       2.97    3.23             9.41         68   \n",
       "22           90        2bbl       2.97    3.23             9.40         68   \n",
       "23           98        mpfi       3.03    3.39             7.60        102   \n",
       "24           90        2bbl       2.97    3.23             9.40         68   \n",
       "25           90        2bbl       2.97    3.23             9.40         68   \n",
       "26           90        2bbl       2.97    3.23             9.40         68   \n",
       "27           98        mpfi       3.03    3.39             7.60        102   \n",
       "28          122        2bbl       3.34    3.46             8.50         88   \n",
       "29          156         mfi       3.60    3.90             7.00        145   \n",
       "..          ...         ...        ...     ...              ...        ...   \n",
       "175         122        mpfi       3.31    3.54             8.70         92   \n",
       "176         122        mpfi       3.31    3.54             8.70         92   \n",
       "177         122        mpfi       3.31    3.54             8.70         92   \n",
       "178         171        mpfi       3.27    3.35             9.30        161   \n",
       "179         171        mpfi       3.27    3.35             9.30        161   \n",
       "180         171        mpfi       3.27    3.35             9.20        156   \n",
       "181         161        mpfi       3.27    3.35             9.20        156   \n",
       "182          97         idi       3.01    3.40            23.00         52   \n",
       "183         109        mpfi       3.19    3.40             9.00         85   \n",
       "184          97         idi       3.01    3.40            23.00         52   \n",
       "185         109        mpfi       3.19    3.40             9.00         85   \n",
       "186         109        mpfi       3.19    3.40             9.00         85   \n",
       "187          97         idi       3.01    3.40            23.00         68   \n",
       "188         109        mpfi       3.19    3.40            10.00        100   \n",
       "189         109        mpfi       3.19    3.40             8.50         90   \n",
       "190         109        mpfi       3.19    3.40             8.50         90   \n",
       "191         136        mpfi       3.19    3.40             8.50        110   \n",
       "192          97         idi       3.01    3.40            23.00         68   \n",
       "193         109        mpfi       3.19    3.40             9.00         88   \n",
       "194         141        mpfi       3.78    3.15             9.50        114   \n",
       "195         141        mpfi       3.78    3.15             9.50        114   \n",
       "196         141        mpfi       3.78    3.15             9.50        114   \n",
       "197         141        mpfi       3.78    3.15             9.50        114   \n",
       "198         130        mpfi       3.62    3.15             7.50        162   \n",
       "199         130        mpfi       3.62    3.15             7.50        162   \n",
       "200         141        mpfi       3.78    3.15             9.50        114   \n",
       "201         141        mpfi       3.78    3.15             8.70        160   \n",
       "202         173        mpfi       3.58    2.87             8.80        134   \n",
       "203         145         idi       3.01    3.40            23.00        106   \n",
       "204         141        mpfi       3.78    3.15             9.50        114   \n",
       "\n",
       "     peakrpm citympg  highwaympg      price  \n",
       "0       5000      21          27  13495.000  \n",
       "1       5000      21          27  16500.000  \n",
       "2       5000      19          26  16500.000  \n",
       "3       5500      24          30  13950.000  \n",
       "4       5500      18          22  17450.000  \n",
       "5       5500      19          25  15250.000  \n",
       "6       5500      19          25  17710.000  \n",
       "7       5500      19          25  18920.000  \n",
       "8       5500      17          20  23875.000  \n",
       "9       5500      16          22  17859.167  \n",
       "10      5800      23          29  16430.000  \n",
       "11      5800      23          29  16925.000  \n",
       "12      4250      21          28  20970.000  \n",
       "13      4250      21          28  21105.000  \n",
       "14      4250      20          25  24565.000  \n",
       "15      5400      16          22  30760.000  \n",
       "16      5400      16          22  41315.000  \n",
       "17      5400      15          20  36880.000  \n",
       "18      5100      47          53   5151.000  \n",
       "19      5400      38          43   6295.000  \n",
       "20      5400      38          43   6575.000  \n",
       "21      5500      37          41   5572.000  \n",
       "22      5500      31          38   6377.000  \n",
       "23      5500      24          30   7957.000  \n",
       "24      5500      31          38   6229.000  \n",
       "25      5500      31          38   6692.000  \n",
       "26      5500      31          38   7609.000  \n",
       "27      5500      24          30   8558.000  \n",
       "28      5000      24          30   8921.000  \n",
       "29      5000      19          24  12964.000  \n",
       "..       ...     ...         ...        ...  \n",
       "175     4200      27          32   9988.000  \n",
       "176     4200      27          32  10898.000  \n",
       "177     4200      27          32  11248.000  \n",
       "178     5200      20          24  16558.000  \n",
       "179     5200      19          24  15998.000  \n",
       "180     5200      20          24  15690.000  \n",
       "181     5200      19          24  15750.000  \n",
       "182     4800      37          46   7775.000  \n",
       "183     5250      27          34   7975.000  \n",
       "184     4800      37          46   7995.000  \n",
       "185     5250      27          34   8195.000  \n",
       "186     5250      27          34   8495.000  \n",
       "187     4500      37          42   9495.000  \n",
       "188     5500      26          32   9995.000  \n",
       "189     5500      24          29  11595.000  \n",
       "190     5500      24          29   9980.000  \n",
       "191     5500      19          24  13295.000  \n",
       "192     4500      33          38  13845.000  \n",
       "193     5500      25          31  12290.000  \n",
       "194     5400      23          28  12940.000  \n",
       "195     5400      23          28  13415.000  \n",
       "196     5400      24          28  15985.000  \n",
       "197     5400      24          28  16515.000  \n",
       "198     5100      17          22  18420.000  \n",
       "199     5100      17          22  18950.000  \n",
       "200     5400      23          28  16845.000  \n",
       "201     5300      19          25  19045.000  \n",
       "202     5500      18          23  21485.000  \n",
       "203     4800      26          27  22470.000  \n",
       "204     5400      19          25  22625.000  \n",
       "\n",
       "[205 rows x 26 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 建立训练集\n",
    "train_x = data[[\"car_ID\",\"symboling\",\"CarName\", \"fueltype\", \"aspiration\", \"doornumber\",\n",
    "                    \"carbody\", \"drivewheel\", \"enginelocation\", \"wheelbase\", \"carlength\",\"carwidth\",\n",
    "                    \"carheight\", \"curbweight\", \"enginetype\", \"cylindernumber\", \"enginesize\",\"fuelsystem\",\n",
    "                    \"boreratio\", \"stroke\", \"compressionratio\", \"horsepower\", \"peakrpm\",\"citympg\",\n",
    "                    \"highwaympg\", \"price\"]]\n",
    "train_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>car_ID</th>\n",
       "      <th>symboling</th>\n",
       "      <th>CarName</th>\n",
       "      <th>fueltype</th>\n",
       "      <th>aspiration</th>\n",
       "      <th>doornumber</th>\n",
       "      <th>carbody</th>\n",
       "      <th>drivewheel</th>\n",
       "      <th>enginelocation</th>\n",
       "      <th>wheelbase</th>\n",
       "      <th>...</th>\n",
       "      <th>enginesize</th>\n",
       "      <th>fuelsystem</th>\n",
       "      <th>boreratio</th>\n",
       "      <th>stroke</th>\n",
       "      <th>compressionratio</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>peakrpm</th>\n",
       "      <th>citympg</th>\n",
       "      <th>highwaympg</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>88.6</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>5</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.68</td>\n",
       "      <td>9.00</td>\n",
       "      <td>111</td>\n",
       "      <td>5000</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>13495.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>88.6</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>5</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.68</td>\n",
       "      <td>9.00</td>\n",
       "      <td>111</td>\n",
       "      <td>5000</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>16500.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>152</td>\n",
       "      <td>5</td>\n",
       "      <td>2.68</td>\n",
       "      <td>3.47</td>\n",
       "      <td>9.00</td>\n",
       "      <td>154</td>\n",
       "      <td>5000</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>16500.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>99.8</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>10.00</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>13950.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.4</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.00</td>\n",
       "      <td>115</td>\n",
       "      <td>5500</td>\n",
       "      <td>18</td>\n",
       "      <td>22</td>\n",
       "      <td>17450.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>99.8</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>15250.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>17710.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>18920.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>131</td>\n",
       "      <td>5</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.30</td>\n",
       "      <td>140</td>\n",
       "      <td>5500</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>23875.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.5</td>\n",
       "      <td>...</td>\n",
       "      <td>131</td>\n",
       "      <td>5</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.40</td>\n",
       "      <td>7.00</td>\n",
       "      <td>160</td>\n",
       "      <td>5500</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>17859.167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>5</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.80</td>\n",
       "      <td>8.80</td>\n",
       "      <td>101</td>\n",
       "      <td>5800</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>16430.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>5</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.80</td>\n",
       "      <td>8.80</td>\n",
       "      <td>101</td>\n",
       "      <td>5800</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>16925.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>164</td>\n",
       "      <td>5</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>21</td>\n",
       "      <td>28</td>\n",
       "      <td>20970.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>164</td>\n",
       "      <td>5</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>21</td>\n",
       "      <td>28</td>\n",
       "      <td>21105.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>164</td>\n",
       "      <td>5</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>24565.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>209</td>\n",
       "      <td>5</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>30760.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>209</td>\n",
       "      <td>5</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>41315.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>...</td>\n",
       "      <td>209</td>\n",
       "      <td>5</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>36880.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>88.4</td>\n",
       "      <td>...</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>2.91</td>\n",
       "      <td>3.03</td>\n",
       "      <td>9.50</td>\n",
       "      <td>48</td>\n",
       "      <td>5100</td>\n",
       "      <td>47</td>\n",
       "      <td>53</td>\n",
       "      <td>5151.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.11</td>\n",
       "      <td>9.60</td>\n",
       "      <td>70</td>\n",
       "      <td>5400</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>6295.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.11</td>\n",
       "      <td>9.60</td>\n",
       "      <td>70</td>\n",
       "      <td>5400</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>6575.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.41</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>5572.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6377.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>5</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.39</td>\n",
       "      <td>7.60</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>7957.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6229.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6692.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>7609.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>5</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.39</td>\n",
       "      <td>7.60</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>8558.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>-1</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>103.3</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>1</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.46</td>\n",
       "      <td>8.50</td>\n",
       "      <td>88</td>\n",
       "      <td>5000</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>8921.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>...</td>\n",
       "      <td>156</td>\n",
       "      <td>4</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.00</td>\n",
       "      <td>145</td>\n",
       "      <td>5000</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>12964.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>176</td>\n",
       "      <td>-1</td>\n",
       "      <td>120</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>5</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>9988.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>177</td>\n",
       "      <td>-1</td>\n",
       "      <td>115</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>5</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>10898.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>178</td>\n",
       "      <td>-1</td>\n",
       "      <td>125</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>5</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>11248.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>179</td>\n",
       "      <td>3</td>\n",
       "      <td>118</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>102.9</td>\n",
       "      <td>...</td>\n",
       "      <td>171</td>\n",
       "      <td>5</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.30</td>\n",
       "      <td>161</td>\n",
       "      <td>5200</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>16558.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>180</td>\n",
       "      <td>3</td>\n",
       "      <td>120</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>102.9</td>\n",
       "      <td>...</td>\n",
       "      <td>171</td>\n",
       "      <td>5</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.30</td>\n",
       "      <td>161</td>\n",
       "      <td>5200</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>15998.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>181</td>\n",
       "      <td>-1</td>\n",
       "      <td>126</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>104.5</td>\n",
       "      <td>...</td>\n",
       "      <td>171</td>\n",
       "      <td>5</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.20</td>\n",
       "      <td>156</td>\n",
       "      <td>5200</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>15690.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>182</td>\n",
       "      <td>-1</td>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>104.5</td>\n",
       "      <td>...</td>\n",
       "      <td>161</td>\n",
       "      <td>5</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.20</td>\n",
       "      <td>156</td>\n",
       "      <td>5200</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>15750.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>183</td>\n",
       "      <td>2</td>\n",
       "      <td>129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>3</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>52</td>\n",
       "      <td>4800</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>7775.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>184</td>\n",
       "      <td>2</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>7975.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>185</td>\n",
       "      <td>2</td>\n",
       "      <td>133</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>3</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>52</td>\n",
       "      <td>4800</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>7995.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>186</td>\n",
       "      <td>2</td>\n",
       "      <td>137</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>8195.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>187</td>\n",
       "      <td>2</td>\n",
       "      <td>131</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>8495.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>188</td>\n",
       "      <td>2</td>\n",
       "      <td>136</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>3</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>37</td>\n",
       "      <td>42</td>\n",
       "      <td>9495.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>189</td>\n",
       "      <td>2</td>\n",
       "      <td>132</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>10.00</td>\n",
       "      <td>100</td>\n",
       "      <td>5500</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>9995.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>190</td>\n",
       "      <td>3</td>\n",
       "      <td>145</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>90</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>29</td>\n",
       "      <td>11595.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>191</td>\n",
       "      <td>3</td>\n",
       "      <td>146</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>90</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>29</td>\n",
       "      <td>9980.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>192</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>13295.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>193</td>\n",
       "      <td>0</td>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>3</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>33</td>\n",
       "      <td>38</td>\n",
       "      <td>13845.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>194</td>\n",
       "      <td>0</td>\n",
       "      <td>132</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>88</td>\n",
       "      <td>5500</td>\n",
       "      <td>25</td>\n",
       "      <td>31</td>\n",
       "      <td>12290.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>195</td>\n",
       "      <td>-2</td>\n",
       "      <td>139</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>5</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>12940.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>196</td>\n",
       "      <td>-1</td>\n",
       "      <td>138</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>5</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>13415.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>197</td>\n",
       "      <td>-2</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>5</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>15985.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>198</td>\n",
       "      <td>-1</td>\n",
       "      <td>141</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>5</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>16515.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>199</td>\n",
       "      <td>-2</td>\n",
       "      <td>143</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>5</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.15</td>\n",
       "      <td>7.50</td>\n",
       "      <td>162</td>\n",
       "      <td>5100</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>18420.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>200</td>\n",
       "      <td>-1</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>5</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.15</td>\n",
       "      <td>7.50</td>\n",
       "      <td>162</td>\n",
       "      <td>5100</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>18950.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>201</td>\n",
       "      <td>-1</td>\n",
       "      <td>139</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>5</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>16845.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>202</td>\n",
       "      <td>-1</td>\n",
       "      <td>138</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>5</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>8.70</td>\n",
       "      <td>160</td>\n",
       "      <td>5300</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>19045.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>203</td>\n",
       "      <td>-1</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>173</td>\n",
       "      <td>5</td>\n",
       "      <td>3.58</td>\n",
       "      <td>2.87</td>\n",
       "      <td>8.80</td>\n",
       "      <td>134</td>\n",
       "      <td>5500</td>\n",
       "      <td>18</td>\n",
       "      <td>23</td>\n",
       "      <td>21485.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>204</td>\n",
       "      <td>-1</td>\n",
       "      <td>142</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>145</td>\n",
       "      <td>3</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>106</td>\n",
       "      <td>4800</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>22470.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>205</td>\n",
       "      <td>-1</td>\n",
       "      <td>143</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>141</td>\n",
       "      <td>5</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>22625.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>205 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     car_ID  symboling  CarName  fueltype  aspiration  doornumber  carbody  \\\n",
       "0         1          3        2         1           0           1        0   \n",
       "1         2          3        3         1           0           1        0   \n",
       "2         3          1        1         1           0           1        2   \n",
       "3         4          2        4         1           0           0        3   \n",
       "4         5          2        5         1           0           0        3   \n",
       "5         6          2        9         1           0           1        3   \n",
       "6         7          1        5         1           0           0        3   \n",
       "7         8          1        7         1           0           0        4   \n",
       "8         9          1        6         1           1           0        3   \n",
       "9        10          0        8         1           1           1        2   \n",
       "10       11          2       10         1           0           1        3   \n",
       "11       12          0       10         1           0           0        3   \n",
       "12       13          0       11         1           0           1        3   \n",
       "13       14          0       12         1           0           0        3   \n",
       "14       15          1       15         1           0           0        3   \n",
       "15       16          0       13         1           0           0        3   \n",
       "16       17          0       14         1           0           1        3   \n",
       "17       18          0       12         1           0           0        3   \n",
       "18       19          2       24         1           0           1        2   \n",
       "19       20          1       25         1           0           1        2   \n",
       "20       21          0       26         1           0           0        3   \n",
       "21       22          1       35         1           0           1        2   \n",
       "22       23          1       27         1           0           1        2   \n",
       "23       24          1       32         1           1           1        2   \n",
       "24       25          1       34         1           0           0        2   \n",
       "25       26          1       29         1           0           0        3   \n",
       "26       27          1       28         1           0           0        3   \n",
       "27       28          1       30         1           1           1        3   \n",
       "28       29         -1       33         1           0           0        4   \n",
       "29       30          3       31         1           1           1        2   \n",
       "..      ...        ...      ...       ...         ...         ...      ...   \n",
       "175     176         -1      120         1           0           0        2   \n",
       "176     177         -1      115         1           0           0        3   \n",
       "177     178         -1      125         1           0           0        2   \n",
       "178     179          3      118         1           0           1        2   \n",
       "179     180          3      120         1           0           1        2   \n",
       "180     181         -1      126         1           0           0        3   \n",
       "181     182         -1      128         1           0           0        4   \n",
       "182     183          2      129         0           0           1        3   \n",
       "183     184          2      130         1           0           1        3   \n",
       "184     185          2      133         0           0           0        3   \n",
       "185     186          2      137         1           0           0        3   \n",
       "186     187          2      131         1           0           0        3   \n",
       "187     188          2      136         0           1           0        3   \n",
       "188     189          2      132         1           0           0        3   \n",
       "189     190          3      145         1           0           1        0   \n",
       "190     191          3      146         1           0           1        2   \n",
       "191     192          0      134         1           0           0        3   \n",
       "192     193          0      135         0           1           0        3   \n",
       "193     194          0      132         1           0           0        4   \n",
       "194     195         -2      139         1           0           0        3   \n",
       "195     196         -1      138         1           0           0        4   \n",
       "196     197         -2      140         1           0           0        3   \n",
       "197     198         -1      141         1           0           0        4   \n",
       "198     199         -2      143         1           1           0        3   \n",
       "199     200         -1      144         1           1           0        4   \n",
       "200     201         -1      139         1           0           0        3   \n",
       "201     202         -1      138         1           1           0        3   \n",
       "202     203         -1      140         1           0           0        3   \n",
       "203     204         -1      142         0           1           0        3   \n",
       "204     205         -1      143         1           1           0        3   \n",
       "\n",
       "     drivewheel  enginelocation  wheelbase    ...      enginesize  fuelsystem  \\\n",
       "0             2               0       88.6    ...             130           5   \n",
       "1             2               0       88.6    ...             130           5   \n",
       "2             2               0       94.5    ...             152           5   \n",
       "3             1               0       99.8    ...             109           5   \n",
       "4             0               0       99.4    ...             136           5   \n",
       "5             1               0       99.8    ...             136           5   \n",
       "6             1               0      105.8    ...             136           5   \n",
       "7             1               0      105.8    ...             136           5   \n",
       "8             1               0      105.8    ...             131           5   \n",
       "9             0               0       99.5    ...             131           5   \n",
       "10            2               0      101.2    ...             108           5   \n",
       "11            2               0      101.2    ...             108           5   \n",
       "12            2               0      101.2    ...             164           5   \n",
       "13            2               0      101.2    ...             164           5   \n",
       "14            2               0      103.5    ...             164           5   \n",
       "15            2               0      103.5    ...             209           5   \n",
       "16            2               0      103.5    ...             209           5   \n",
       "17            2               0      110.0    ...             209           5   \n",
       "18            1               0       88.4    ...              61           1   \n",
       "19            1               0       94.5    ...              90           1   \n",
       "20            1               0       94.5    ...              90           1   \n",
       "21            1               0       93.7    ...              90           1   \n",
       "22            1               0       93.7    ...              90           1   \n",
       "23            1               0       93.7    ...              98           5   \n",
       "24            1               0       93.7    ...              90           1   \n",
       "25            1               0       93.7    ...              90           1   \n",
       "26            1               0       93.7    ...              90           1   \n",
       "27            1               0       93.7    ...              98           5   \n",
       "28            1               0      103.3    ...             122           1   \n",
       "29            1               0       95.9    ...             156           4   \n",
       "..          ...             ...        ...    ...             ...         ...   \n",
       "175           1               0      102.4    ...             122           5   \n",
       "176           1               0      102.4    ...             122           5   \n",
       "177           1               0      102.4    ...             122           5   \n",
       "178           2               0      102.9    ...             171           5   \n",
       "179           2               0      102.9    ...             171           5   \n",
       "180           2               0      104.5    ...             171           5   \n",
       "181           2               0      104.5    ...             161           5   \n",
       "182           1               0       97.3    ...              97           3   \n",
       "183           1               0       97.3    ...             109           5   \n",
       "184           1               0       97.3    ...              97           3   \n",
       "185           1               0       97.3    ...             109           5   \n",
       "186           1               0       97.3    ...             109           5   \n",
       "187           1               0       97.3    ...              97           3   \n",
       "188           1               0       97.3    ...             109           5   \n",
       "189           1               0       94.5    ...             109           5   \n",
       "190           1               0       94.5    ...             109           5   \n",
       "191           1               0      100.4    ...             136           5   \n",
       "192           1               0      100.4    ...              97           3   \n",
       "193           1               0      100.4    ...             109           5   \n",
       "194           2               0      104.3    ...             141           5   \n",
       "195           2               0      104.3    ...             141           5   \n",
       "196           2               0      104.3    ...             141           5   \n",
       "197           2               0      104.3    ...             141           5   \n",
       "198           2               0      104.3    ...             130           5   \n",
       "199           2               0      104.3    ...             130           5   \n",
       "200           2               0      109.1    ...             141           5   \n",
       "201           2               0      109.1    ...             141           5   \n",
       "202           2               0      109.1    ...             173           5   \n",
       "203           2               0      109.1    ...             145           3   \n",
       "204           2               0      109.1    ...             141           5   \n",
       "\n",
       "     boreratio  stroke  compressionratio  horsepower  peakrpm  citympg  \\\n",
       "0         3.47    2.68              9.00         111     5000       21   \n",
       "1         3.47    2.68              9.00         111     5000       21   \n",
       "2         2.68    3.47              9.00         154     5000       19   \n",
       "3         3.19    3.40             10.00         102     5500       24   \n",
       "4         3.19    3.40              8.00         115     5500       18   \n",
       "5         3.19    3.40              8.50         110     5500       19   \n",
       "6         3.19    3.40              8.50         110     5500       19   \n",
       "7         3.19    3.40              8.50         110     5500       19   \n",
       "8         3.13    3.40              8.30         140     5500       17   \n",
       "9         3.13    3.40              7.00         160     5500       16   \n",
       "10        3.50    2.80              8.80         101     5800       23   \n",
       "11        3.50    2.80              8.80         101     5800       23   \n",
       "12        3.31    3.19              9.00         121     4250       21   \n",
       "13        3.31    3.19              9.00         121     4250       21   \n",
       "14        3.31    3.19              9.00         121     4250       20   \n",
       "15        3.62    3.39              8.00         182     5400       16   \n",
       "16        3.62    3.39              8.00         182     5400       16   \n",
       "17        3.62    3.39              8.00         182     5400       15   \n",
       "18        2.91    3.03              9.50          48     5100       47   \n",
       "19        3.03    3.11              9.60          70     5400       38   \n",
       "20        3.03    3.11              9.60          70     5400       38   \n",
       "21        2.97    3.23              9.41          68     5500       37   \n",
       "22        2.97    3.23              9.40          68     5500       31   \n",
       "23        3.03    3.39              7.60         102     5500       24   \n",
       "24        2.97    3.23              9.40          68     5500       31   \n",
       "25        2.97    3.23              9.40          68     5500       31   \n",
       "26        2.97    3.23              9.40          68     5500       31   \n",
       "27        3.03    3.39              7.60         102     5500       24   \n",
       "28        3.34    3.46              8.50          88     5000       24   \n",
       "29        3.60    3.90              7.00         145     5000       19   \n",
       "..         ...     ...               ...         ...      ...      ...   \n",
       "175       3.31    3.54              8.70          92     4200       27   \n",
       "176       3.31    3.54              8.70          92     4200       27   \n",
       "177       3.31    3.54              8.70          92     4200       27   \n",
       "178       3.27    3.35              9.30         161     5200       20   \n",
       "179       3.27    3.35              9.30         161     5200       19   \n",
       "180       3.27    3.35              9.20         156     5200       20   \n",
       "181       3.27    3.35              9.20         156     5200       19   \n",
       "182       3.01    3.40             23.00          52     4800       37   \n",
       "183       3.19    3.40              9.00          85     5250       27   \n",
       "184       3.01    3.40             23.00          52     4800       37   \n",
       "185       3.19    3.40              9.00          85     5250       27   \n",
       "186       3.19    3.40              9.00          85     5250       27   \n",
       "187       3.01    3.40             23.00          68     4500       37   \n",
       "188       3.19    3.40             10.00         100     5500       26   \n",
       "189       3.19    3.40              8.50          90     5500       24   \n",
       "190       3.19    3.40              8.50          90     5500       24   \n",
       "191       3.19    3.40              8.50         110     5500       19   \n",
       "192       3.01    3.40             23.00          68     4500       33   \n",
       "193       3.19    3.40              9.00          88     5500       25   \n",
       "194       3.78    3.15              9.50         114     5400       23   \n",
       "195       3.78    3.15              9.50         114     5400       23   \n",
       "196       3.78    3.15              9.50         114     5400       24   \n",
       "197       3.78    3.15              9.50         114     5400       24   \n",
       "198       3.62    3.15              7.50         162     5100       17   \n",
       "199       3.62    3.15              7.50         162     5100       17   \n",
       "200       3.78    3.15              9.50         114     5400       23   \n",
       "201       3.78    3.15              8.70         160     5300       19   \n",
       "202       3.58    2.87              8.80         134     5500       18   \n",
       "203       3.01    3.40             23.00         106     4800       26   \n",
       "204       3.78    3.15              9.50         114     5400       19   \n",
       "\n",
       "     highwaympg      price  \n",
       "0            27  13495.000  \n",
       "1            27  16500.000  \n",
       "2            26  16500.000  \n",
       "3            30  13950.000  \n",
       "4            22  17450.000  \n",
       "5            25  15250.000  \n",
       "6            25  17710.000  \n",
       "7            25  18920.000  \n",
       "8            20  23875.000  \n",
       "9            22  17859.167  \n",
       "10           29  16430.000  \n",
       "11           29  16925.000  \n",
       "12           28  20970.000  \n",
       "13           28  21105.000  \n",
       "14           25  24565.000  \n",
       "15           22  30760.000  \n",
       "16           22  41315.000  \n",
       "17           20  36880.000  \n",
       "18           53   5151.000  \n",
       "19           43   6295.000  \n",
       "20           43   6575.000  \n",
       "21           41   5572.000  \n",
       "22           38   6377.000  \n",
       "23           30   7957.000  \n",
       "24           38   6229.000  \n",
       "25           38   6692.000  \n",
       "26           38   7609.000  \n",
       "27           30   8558.000  \n",
       "28           30   8921.000  \n",
       "29           24  12964.000  \n",
       "..          ...        ...  \n",
       "175          32   9988.000  \n",
       "176          32  10898.000  \n",
       "177          32  11248.000  \n",
       "178          24  16558.000  \n",
       "179          24  15998.000  \n",
       "180          24  15690.000  \n",
       "181          24  15750.000  \n",
       "182          46   7775.000  \n",
       "183          34   7975.000  \n",
       "184          46   7995.000  \n",
       "185          34   8195.000  \n",
       "186          34   8495.000  \n",
       "187          42   9495.000  \n",
       "188          32   9995.000  \n",
       "189          29  11595.000  \n",
       "190          29   9980.000  \n",
       "191          24  13295.000  \n",
       "192          38  13845.000  \n",
       "193          31  12290.000  \n",
       "194          28  12940.000  \n",
       "195          28  13415.000  \n",
       "196          28  15985.000  \n",
       "197          28  16515.000  \n",
       "198          22  18420.000  \n",
       "199          22  18950.000  \n",
       "200          28  16845.000  \n",
       "201          25  19045.000  \n",
       "202          23  21485.000  \n",
       "203          27  22470.000  \n",
       "204          25  22625.000  \n",
       "\n",
       "[205 rows x 26 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#将非数值字段转化为数值\n",
    "le = LabelEncoder()\n",
    "columns = ['CarName','fueltype','aspiration','doornumber','carbody','drivewheel','enginelocation','enginetype','cylindernumber','fuelsystem']\n",
    "for column in columns:\n",
    "    #LabelEncoder().transform将标签转换为归一化的编码。fit_transform安装标签编码器并返回编码的标签。\n",
    "    train_x[column] = le.fit_transform(train_x[column])\n",
    "train_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 规范化到 [0,1] 空间\n",
    "min_max_scaler=preprocessing.MinMaxScaler()\n",
    "#MinMaxScaler()将每个要素缩放到给定范围，拟合数据，然后对其进行转换。\n",
    "train_x=min_max_scaler.fit_transform(train_x)\n",
    "pd.DataFrame(train_x).to_csv('temp.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x280ab0dd198>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#选择聚类组数\n",
    "import matplotlib.pyplot as plt\n",
    "sse = []\n",
    "for k in range(1, 11):\n",
    "\tkmeans = KMeans(n_clusters=k)\n",
    "\tkmeans.fit(train_x)\n",
    "\t# 计算inertia簇内误差平方和\n",
    "\tsse.append(kmeans.inertia_)\n",
    "x = range(1, 11)\n",
    "#将图像嵌入在结果中\n",
    "%matplotlib inline\n",
    "plt.xlabel('K')\n",
    "plt.ylabel('SSE')\n",
    "plt.plot(x, sse, 'o-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4, 4, 4, 1, 1, 4, 2, 2, 2, 4, 4, 2, 4, 2, 2, 2, 4, 2, 0, 0, 1, 0,\n",
       "       0, 4, 1, 1, 1, 4, 1, 4, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1,\n",
       "       0, 1, 4, 2, 2, 4, 0, 0, 0, 1, 1, 4, 4, 4, 4, 0, 1, 0, 1, 3, 1, 2,\n",
       "       3, 3, 3, 3, 3, 2, 4, 2, 4, 4, 0, 0, 0, 4, 4, 0, 4, 4, 4, 1, 1, 1,\n",
       "       1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 2, 2, 2, 4, 4, 4, 2, 3, 2,\n",
       "       3, 2, 3, 2, 3, 2, 3, 2, 0, 4, 1, 1, 1, 1, 4, 4, 4, 4, 4, 4, 1, 4,\n",
       "       4, 1, 4, 1, 4, 2, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1,\n",
       "       1, 1, 1, 1, 3, 3, 1, 1, 1, 0, 0, 4, 4, 4, 4, 4, 4, 4, 4, 1, 3, 1,\n",
       "       1, 1, 4, 4, 2, 2, 3, 4, 3, 1, 1, 3, 1, 4, 4, 1, 3, 1, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 3, 2])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# 使用KMeans聚类,分成4类\n",
    "kmeans = KMeans(n_clusters=5)\n",
    "kmeans.fit(train_x)  # 也可以直接fit+predict\n",
    "#predict计算聚类中心并预测每个样本的聚类索引。\n",
    "predict_y = kmeans.predict(train_x)\n",
    "predict_y\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>car_ID</th>\n",
       "      <th>symboling</th>\n",
       "      <th>CarName</th>\n",
       "      <th>fueltype</th>\n",
       "      <th>aspiration</th>\n",
       "      <th>doornumber</th>\n",
       "      <th>carbody</th>\n",
       "      <th>drivewheel</th>\n",
       "      <th>enginelocation</th>\n",
       "      <th>wheelbase</th>\n",
       "      <th>...</th>\n",
       "      <th>fuelsystem</th>\n",
       "      <th>boreratio</th>\n",
       "      <th>stroke</th>\n",
       "      <th>compressionratio</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>peakrpm</th>\n",
       "      <th>citympg</th>\n",
       "      <th>highwaympg</th>\n",
       "      <th>price</th>\n",
       "      <th>聚类结果</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>alfa-romero giulia</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>convertible</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>88.6</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.68</td>\n",
       "      <td>9.00</td>\n",
       "      <td>111</td>\n",
       "      <td>5000</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>13495.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>alfa-romero stelvio</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>convertible</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>88.6</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.68</td>\n",
       "      <td>9.00</td>\n",
       "      <td>111</td>\n",
       "      <td>5000</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>16500.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>alfa-romero Quadrifoglio</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>2.68</td>\n",
       "      <td>3.47</td>\n",
       "      <td>9.00</td>\n",
       "      <td>154</td>\n",
       "      <td>5000</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>16500.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>audi 100 ls</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.8</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>10.00</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>13950.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>audi 100ls</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>4wd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.4</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.00</td>\n",
       "      <td>115</td>\n",
       "      <td>5500</td>\n",
       "      <td>18</td>\n",
       "      <td>22</td>\n",
       "      <td>17450.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>audi fox</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.8</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>15250.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>audi 100ls</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>17710.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>audi 5000</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>18920.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>audi 4000</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>105.8</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.30</td>\n",
       "      <td>140</td>\n",
       "      <td>5500</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>23875.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>audi 5000s (diesel)</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>4wd</td>\n",
       "      <td>front</td>\n",
       "      <td>99.5</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.40</td>\n",
       "      <td>7.00</td>\n",
       "      <td>160</td>\n",
       "      <td>5500</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>17859.167</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>bmw 320i</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.80</td>\n",
       "      <td>8.80</td>\n",
       "      <td>101</td>\n",
       "      <td>5800</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>16430.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw 320i</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.80</td>\n",
       "      <td>8.80</td>\n",
       "      <td>101</td>\n",
       "      <td>5800</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>16925.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x1</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>21</td>\n",
       "      <td>28</td>\n",
       "      <td>20970.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x3</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>101.2</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>21</td>\n",
       "      <td>28</td>\n",
       "      <td>21105.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>bmw z4</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.19</td>\n",
       "      <td>9.00</td>\n",
       "      <td>121</td>\n",
       "      <td>4250</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>24565.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x4</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>30760.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x5</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.5</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>41315.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>bmw x3</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>110.0</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.00</td>\n",
       "      <td>182</td>\n",
       "      <td>5400</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>36880.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>chevrolet impala</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>88.4</td>\n",
       "      <td>...</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.91</td>\n",
       "      <td>3.03</td>\n",
       "      <td>9.50</td>\n",
       "      <td>48</td>\n",
       "      <td>5100</td>\n",
       "      <td>47</td>\n",
       "      <td>53</td>\n",
       "      <td>5151.000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>chevrolet monte carlo</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.11</td>\n",
       "      <td>9.60</td>\n",
       "      <td>70</td>\n",
       "      <td>5400</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>6295.000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>chevrolet vega 2300</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.11</td>\n",
       "      <td>9.60</td>\n",
       "      <td>70</td>\n",
       "      <td>5400</td>\n",
       "      <td>38</td>\n",
       "      <td>43</td>\n",
       "      <td>6575.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge rampage</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.41</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>37</td>\n",
       "      <td>41</td>\n",
       "      <td>5572.000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge challenger se</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6377.000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge d200</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.39</td>\n",
       "      <td>7.60</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>7957.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge monaco (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6229.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge colt hardtop</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>6692.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge colt (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.40</td>\n",
       "      <td>68</td>\n",
       "      <td>5500</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>7609.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>dodge coronet custom</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>93.7</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.39</td>\n",
       "      <td>7.60</td>\n",
       "      <td>102</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>8558.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>-1</td>\n",
       "      <td>dodge dart custom</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>103.3</td>\n",
       "      <td>...</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.46</td>\n",
       "      <td>8.50</td>\n",
       "      <td>88</td>\n",
       "      <td>5000</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>8921.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>dodge coronet custom (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>95.9</td>\n",
       "      <td>...</td>\n",
       "      <td>mfi</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3.90</td>\n",
       "      <td>7.00</td>\n",
       "      <td>145</td>\n",
       "      <td>5000</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>12964.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>176</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota corona</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>9988.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>177</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota corolla</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>10898.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>178</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota mark ii</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.4</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.54</td>\n",
       "      <td>8.70</td>\n",
       "      <td>92</td>\n",
       "      <td>4200</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>11248.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>179</td>\n",
       "      <td>3</td>\n",
       "      <td>toyota corolla liftback</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.9</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.30</td>\n",
       "      <td>161</td>\n",
       "      <td>5200</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>16558.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>180</td>\n",
       "      <td>3</td>\n",
       "      <td>toyota corona</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>102.9</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.30</td>\n",
       "      <td>161</td>\n",
       "      <td>5200</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>15998.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>181</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyota starlet</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.5</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.20</td>\n",
       "      <td>156</td>\n",
       "      <td>5200</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>15690.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>182</td>\n",
       "      <td>-1</td>\n",
       "      <td>toyouta tercel</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.5</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.35</td>\n",
       "      <td>9.20</td>\n",
       "      <td>156</td>\n",
       "      <td>5200</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>15750.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>183</td>\n",
       "      <td>2</td>\n",
       "      <td>vokswagen rabbit</td>\n",
       "      <td>diesel</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>52</td>\n",
       "      <td>4800</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>7775.000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>184</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen 1131 deluxe sedan</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>7975.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>185</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen model 111</td>\n",
       "      <td>diesel</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>52</td>\n",
       "      <td>4800</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>7995.000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>186</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen type 3</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>8195.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>187</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen 411 (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>8495.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>188</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen super beetle</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>37</td>\n",
       "      <td>42</td>\n",
       "      <td>9495.000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>189</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>10.00</td>\n",
       "      <td>100</td>\n",
       "      <td>5500</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>9995.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>190</td>\n",
       "      <td>3</td>\n",
       "      <td>vw dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>convertible</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>90</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>29</td>\n",
       "      <td>11595.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>191</td>\n",
       "      <td>3</td>\n",
       "      <td>vw rabbit</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>94.5</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>90</td>\n",
       "      <td>5500</td>\n",
       "      <td>24</td>\n",
       "      <td>29</td>\n",
       "      <td>9980.000</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>192</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen rabbit</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>8.50</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>13295.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>193</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen rabbit custom</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>33</td>\n",
       "      <td>38</td>\n",
       "      <td>13845.000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>194</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.40</td>\n",
       "      <td>9.00</td>\n",
       "      <td>88</td>\n",
       "      <td>5500</td>\n",
       "      <td>25</td>\n",
       "      <td>31</td>\n",
       "      <td>12290.000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>195</td>\n",
       "      <td>-2</td>\n",
       "      <td>volvo 145e (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>12940.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>196</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 144ea</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>13415.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>197</td>\n",
       "      <td>-2</td>\n",
       "      <td>volvo 244dl</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>15985.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>198</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 245</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>16515.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>199</td>\n",
       "      <td>-2</td>\n",
       "      <td>volvo 264gl</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.15</td>\n",
       "      <td>7.50</td>\n",
       "      <td>162</td>\n",
       "      <td>5100</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>18420.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>200</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo diesel</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.15</td>\n",
       "      <td>7.50</td>\n",
       "      <td>162</td>\n",
       "      <td>5100</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>18950.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>201</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 145e (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>16845.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>202</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 144ea</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>8.70</td>\n",
       "      <td>160</td>\n",
       "      <td>5300</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>19045.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>203</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 244dl</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.58</td>\n",
       "      <td>2.87</td>\n",
       "      <td>8.80</td>\n",
       "      <td>134</td>\n",
       "      <td>5500</td>\n",
       "      <td>18</td>\n",
       "      <td>23</td>\n",
       "      <td>21485.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>204</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 246</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.40</td>\n",
       "      <td>23.00</td>\n",
       "      <td>106</td>\n",
       "      <td>4800</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>22470.000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>205</td>\n",
       "      <td>-1</td>\n",
       "      <td>volvo 264gl</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>109.1</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.78</td>\n",
       "      <td>3.15</td>\n",
       "      <td>9.50</td>\n",
       "      <td>114</td>\n",
       "      <td>5400</td>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>22625.000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>205 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     car_ID  symboling                       CarName fueltype aspiration  \\\n",
       "0         1          3            alfa-romero giulia      gas        std   \n",
       "1         2          3           alfa-romero stelvio      gas        std   \n",
       "2         3          1      alfa-romero Quadrifoglio      gas        std   \n",
       "3         4          2                   audi 100 ls      gas        std   \n",
       "4         5          2                    audi 100ls      gas        std   \n",
       "5         6          2                      audi fox      gas        std   \n",
       "6         7          1                    audi 100ls      gas        std   \n",
       "7         8          1                     audi 5000      gas        std   \n",
       "8         9          1                     audi 4000      gas      turbo   \n",
       "9        10          0           audi 5000s (diesel)      gas      turbo   \n",
       "10       11          2                      bmw 320i      gas        std   \n",
       "11       12          0                      bmw 320i      gas        std   \n",
       "12       13          0                        bmw x1      gas        std   \n",
       "13       14          0                        bmw x3      gas        std   \n",
       "14       15          1                        bmw z4      gas        std   \n",
       "15       16          0                        bmw x4      gas        std   \n",
       "16       17          0                        bmw x5      gas        std   \n",
       "17       18          0                        bmw x3      gas        std   \n",
       "18       19          2              chevrolet impala      gas        std   \n",
       "19       20          1         chevrolet monte carlo      gas        std   \n",
       "20       21          0           chevrolet vega 2300      gas        std   \n",
       "21       22          1                 dodge rampage      gas        std   \n",
       "22       23          1           dodge challenger se      gas        std   \n",
       "23       24          1                    dodge d200      gas      turbo   \n",
       "24       25          1             dodge monaco (sw)      gas        std   \n",
       "25       26          1            dodge colt hardtop      gas        std   \n",
       "26       27          1               dodge colt (sw)      gas        std   \n",
       "27       28          1          dodge coronet custom      gas      turbo   \n",
       "28       29         -1             dodge dart custom      gas        std   \n",
       "29       30          3     dodge coronet custom (sw)      gas      turbo   \n",
       "..      ...        ...                           ...      ...        ...   \n",
       "175     176         -1                 toyota corona      gas        std   \n",
       "176     177         -1                toyota corolla      gas        std   \n",
       "177     178         -1                toyota mark ii      gas        std   \n",
       "178     179          3       toyota corolla liftback      gas        std   \n",
       "179     180          3                 toyota corona      gas        std   \n",
       "180     181         -1                toyota starlet      gas        std   \n",
       "181     182         -1                toyouta tercel      gas        std   \n",
       "182     183          2              vokswagen rabbit   diesel        std   \n",
       "183     184          2  volkswagen 1131 deluxe sedan      gas        std   \n",
       "184     185          2          volkswagen model 111   diesel        std   \n",
       "185     186          2             volkswagen type 3      gas        std   \n",
       "186     187          2           volkswagen 411 (sw)      gas        std   \n",
       "187     188          2       volkswagen super beetle   diesel      turbo   \n",
       "188     189          2             volkswagen dasher      gas        std   \n",
       "189     190          3                     vw dasher      gas        std   \n",
       "190     191          3                     vw rabbit      gas        std   \n",
       "191     192          0             volkswagen rabbit      gas        std   \n",
       "192     193          0      volkswagen rabbit custom   diesel      turbo   \n",
       "193     194          0             volkswagen dasher      gas        std   \n",
       "194     195         -2               volvo 145e (sw)      gas        std   \n",
       "195     196         -1                   volvo 144ea      gas        std   \n",
       "196     197         -2                   volvo 244dl      gas        std   \n",
       "197     198         -1                     volvo 245      gas        std   \n",
       "198     199         -2                   volvo 264gl      gas      turbo   \n",
       "199     200         -1                  volvo diesel      gas      turbo   \n",
       "200     201         -1               volvo 145e (sw)      gas        std   \n",
       "201     202         -1                   volvo 144ea      gas      turbo   \n",
       "202     203         -1                   volvo 244dl      gas        std   \n",
       "203     204         -1                     volvo 246   diesel      turbo   \n",
       "204     205         -1                   volvo 264gl      gas      turbo   \n",
       "\n",
       "    doornumber      carbody drivewheel enginelocation  wheelbase  ...   \\\n",
       "0          two  convertible        rwd          front       88.6  ...    \n",
       "1          two  convertible        rwd          front       88.6  ...    \n",
       "2          two    hatchback        rwd          front       94.5  ...    \n",
       "3         four        sedan        fwd          front       99.8  ...    \n",
       "4         four        sedan        4wd          front       99.4  ...    \n",
       "5          two        sedan        fwd          front       99.8  ...    \n",
       "6         four        sedan        fwd          front      105.8  ...    \n",
       "7         four        wagon        fwd          front      105.8  ...    \n",
       "8         four        sedan        fwd          front      105.8  ...    \n",
       "9          two    hatchback        4wd          front       99.5  ...    \n",
       "10         two        sedan        rwd          front      101.2  ...    \n",
       "11        four        sedan        rwd          front      101.2  ...    \n",
       "12         two        sedan        rwd          front      101.2  ...    \n",
       "13        four        sedan        rwd          front      101.2  ...    \n",
       "14        four        sedan        rwd          front      103.5  ...    \n",
       "15        four        sedan        rwd          front      103.5  ...    \n",
       "16         two        sedan        rwd          front      103.5  ...    \n",
       "17        four        sedan        rwd          front      110.0  ...    \n",
       "18         two    hatchback        fwd          front       88.4  ...    \n",
       "19         two    hatchback        fwd          front       94.5  ...    \n",
       "20        four        sedan        fwd          front       94.5  ...    \n",
       "21         two    hatchback        fwd          front       93.7  ...    \n",
       "22         two    hatchback        fwd          front       93.7  ...    \n",
       "23         two    hatchback        fwd          front       93.7  ...    \n",
       "24        four    hatchback        fwd          front       93.7  ...    \n",
       "25        four        sedan        fwd          front       93.7  ...    \n",
       "26        four        sedan        fwd          front       93.7  ...    \n",
       "27         two        sedan        fwd          front       93.7  ...    \n",
       "28        four        wagon        fwd          front      103.3  ...    \n",
       "29         two    hatchback        fwd          front       95.9  ...    \n",
       "..         ...          ...        ...            ...        ...  ...    \n",
       "175       four    hatchback        fwd          front      102.4  ...    \n",
       "176       four        sedan        fwd          front      102.4  ...    \n",
       "177       four    hatchback        fwd          front      102.4  ...    \n",
       "178        two    hatchback        rwd          front      102.9  ...    \n",
       "179        two    hatchback        rwd          front      102.9  ...    \n",
       "180       four        sedan        rwd          front      104.5  ...    \n",
       "181       four        wagon        rwd          front      104.5  ...    \n",
       "182        two        sedan        fwd          front       97.3  ...    \n",
       "183        two        sedan        fwd          front       97.3  ...    \n",
       "184       four        sedan        fwd          front       97.3  ...    \n",
       "185       four        sedan        fwd          front       97.3  ...    \n",
       "186       four        sedan        fwd          front       97.3  ...    \n",
       "187       four        sedan        fwd          front       97.3  ...    \n",
       "188       four        sedan        fwd          front       97.3  ...    \n",
       "189        two  convertible        fwd          front       94.5  ...    \n",
       "190        two    hatchback        fwd          front       94.5  ...    \n",
       "191       four        sedan        fwd          front      100.4  ...    \n",
       "192       four        sedan        fwd          front      100.4  ...    \n",
       "193       four        wagon        fwd          front      100.4  ...    \n",
       "194       four        sedan        rwd          front      104.3  ...    \n",
       "195       four        wagon        rwd          front      104.3  ...    \n",
       "196       four        sedan        rwd          front      104.3  ...    \n",
       "197       four        wagon        rwd          front      104.3  ...    \n",
       "198       four        sedan        rwd          front      104.3  ...    \n",
       "199       four        wagon        rwd          front      104.3  ...    \n",
       "200       four        sedan        rwd          front      109.1  ...    \n",
       "201       four        sedan        rwd          front      109.1  ...    \n",
       "202       four        sedan        rwd          front      109.1  ...    \n",
       "203       four        sedan        rwd          front      109.1  ...    \n",
       "204       four        sedan        rwd          front      109.1  ...    \n",
       "\n",
       "     fuelsystem  boreratio  stroke  compressionratio horsepower peakrpm  \\\n",
       "0          mpfi       3.47    2.68              9.00        111    5000   \n",
       "1          mpfi       3.47    2.68              9.00        111    5000   \n",
       "2          mpfi       2.68    3.47              9.00        154    5000   \n",
       "3          mpfi       3.19    3.40             10.00        102    5500   \n",
       "4          mpfi       3.19    3.40              8.00        115    5500   \n",
       "5          mpfi       3.19    3.40              8.50        110    5500   \n",
       "6          mpfi       3.19    3.40              8.50        110    5500   \n",
       "7          mpfi       3.19    3.40              8.50        110    5500   \n",
       "8          mpfi       3.13    3.40              8.30        140    5500   \n",
       "9          mpfi       3.13    3.40              7.00        160    5500   \n",
       "10         mpfi       3.50    2.80              8.80        101    5800   \n",
       "11         mpfi       3.50    2.80              8.80        101    5800   \n",
       "12         mpfi       3.31    3.19              9.00        121    4250   \n",
       "13         mpfi       3.31    3.19              9.00        121    4250   \n",
       "14         mpfi       3.31    3.19              9.00        121    4250   \n",
       "15         mpfi       3.62    3.39              8.00        182    5400   \n",
       "16         mpfi       3.62    3.39              8.00        182    5400   \n",
       "17         mpfi       3.62    3.39              8.00        182    5400   \n",
       "18         2bbl       2.91    3.03              9.50         48    5100   \n",
       "19         2bbl       3.03    3.11              9.60         70    5400   \n",
       "20         2bbl       3.03    3.11              9.60         70    5400   \n",
       "21         2bbl       2.97    3.23              9.41         68    5500   \n",
       "22         2bbl       2.97    3.23              9.40         68    5500   \n",
       "23         mpfi       3.03    3.39              7.60        102    5500   \n",
       "24         2bbl       2.97    3.23              9.40         68    5500   \n",
       "25         2bbl       2.97    3.23              9.40         68    5500   \n",
       "26         2bbl       2.97    3.23              9.40         68    5500   \n",
       "27         mpfi       3.03    3.39              7.60        102    5500   \n",
       "28         2bbl       3.34    3.46              8.50         88    5000   \n",
       "29          mfi       3.60    3.90              7.00        145    5000   \n",
       "..          ...        ...     ...               ...        ...     ...   \n",
       "175        mpfi       3.31    3.54              8.70         92    4200   \n",
       "176        mpfi       3.31    3.54              8.70         92    4200   \n",
       "177        mpfi       3.31    3.54              8.70         92    4200   \n",
       "178        mpfi       3.27    3.35              9.30        161    5200   \n",
       "179        mpfi       3.27    3.35              9.30        161    5200   \n",
       "180        mpfi       3.27    3.35              9.20        156    5200   \n",
       "181        mpfi       3.27    3.35              9.20        156    5200   \n",
       "182         idi       3.01    3.40             23.00         52    4800   \n",
       "183        mpfi       3.19    3.40              9.00         85    5250   \n",
       "184         idi       3.01    3.40             23.00         52    4800   \n",
       "185        mpfi       3.19    3.40              9.00         85    5250   \n",
       "186        mpfi       3.19    3.40              9.00         85    5250   \n",
       "187         idi       3.01    3.40             23.00         68    4500   \n",
       "188        mpfi       3.19    3.40             10.00        100    5500   \n",
       "189        mpfi       3.19    3.40              8.50         90    5500   \n",
       "190        mpfi       3.19    3.40              8.50         90    5500   \n",
       "191        mpfi       3.19    3.40              8.50        110    5500   \n",
       "192         idi       3.01    3.40             23.00         68    4500   \n",
       "193        mpfi       3.19    3.40              9.00         88    5500   \n",
       "194        mpfi       3.78    3.15              9.50        114    5400   \n",
       "195        mpfi       3.78    3.15              9.50        114    5400   \n",
       "196        mpfi       3.78    3.15              9.50        114    5400   \n",
       "197        mpfi       3.78    3.15              9.50        114    5400   \n",
       "198        mpfi       3.62    3.15              7.50        162    5100   \n",
       "199        mpfi       3.62    3.15              7.50        162    5100   \n",
       "200        mpfi       3.78    3.15              9.50        114    5400   \n",
       "201        mpfi       3.78    3.15              8.70        160    5300   \n",
       "202        mpfi       3.58    2.87              8.80        134    5500   \n",
       "203         idi       3.01    3.40             23.00        106    4800   \n",
       "204        mpfi       3.78    3.15              9.50        114    5400   \n",
       "\n",
       "     citympg highwaympg      price  聚类结果  \n",
       "0         21         27  13495.000     4  \n",
       "1         21         27  16500.000     4  \n",
       "2         19         26  16500.000     4  \n",
       "3         24         30  13950.000     1  \n",
       "4         18         22  17450.000     1  \n",
       "5         19         25  15250.000     4  \n",
       "6         19         25  17710.000     2  \n",
       "7         19         25  18920.000     2  \n",
       "8         17         20  23875.000     2  \n",
       "9         16         22  17859.167     4  \n",
       "10        23         29  16430.000     4  \n",
       "11        23         29  16925.000     2  \n",
       "12        21         28  20970.000     4  \n",
       "13        21         28  21105.000     2  \n",
       "14        20         25  24565.000     2  \n",
       "15        16         22  30760.000     2  \n",
       "16        16         22  41315.000     4  \n",
       "17        15         20  36880.000     2  \n",
       "18        47         53   5151.000     0  \n",
       "19        38         43   6295.000     0  \n",
       "20        38         43   6575.000     1  \n",
       "21        37         41   5572.000     0  \n",
       "22        31         38   6377.000     0  \n",
       "23        24         30   7957.000     4  \n",
       "24        31         38   6229.000     1  \n",
       "25        31         38   6692.000     1  \n",
       "26        31         38   7609.000     1  \n",
       "27        24         30   8558.000     4  \n",
       "28        24         30   8921.000     1  \n",
       "29        19         24  12964.000     4  \n",
       "..       ...        ...        ...   ...  \n",
       "175       27         32   9988.000     1  \n",
       "176       27         32  10898.000     1  \n",
       "177       27         32  11248.000     1  \n",
       "178       20         24  16558.000     4  \n",
       "179       19         24  15998.000     4  \n",
       "180       20         24  15690.000     2  \n",
       "181       19         24  15750.000     2  \n",
       "182       37         46   7775.000     3  \n",
       "183       27         34   7975.000     4  \n",
       "184       37         46   7995.000     3  \n",
       "185       27         34   8195.000     1  \n",
       "186       27         34   8495.000     1  \n",
       "187       37         42   9495.000     3  \n",
       "188       26         32   9995.000     1  \n",
       "189       24         29  11595.000     4  \n",
       "190       24         29   9980.000     4  \n",
       "191       19         24  13295.000     1  \n",
       "192       33         38  13845.000     3  \n",
       "193       25         31  12290.000     1  \n",
       "194       23         28  12940.000     2  \n",
       "195       23         28  13415.000     2  \n",
       "196       24         28  15985.000     2  \n",
       "197       24         28  16515.000     2  \n",
       "198       17         22  18420.000     2  \n",
       "199       17         22  18950.000     2  \n",
       "200       23         28  16845.000     2  \n",
       "201       19         25  19045.000     2  \n",
       "202       18         23  21485.000     2  \n",
       "203       26         27  22470.000     3  \n",
       "204       19         25  22625.000     2  \n",
       "\n",
       "[205 rows x 27 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 合并聚类结果，插入到原数据中,axis： 需要合并链接的轴，0是行，1是列 \n",
    "result = pd.concat((data,pd.DataFrame(predict_y)),axis=1)\n",
    "# 将结果列重命名为'聚类结果'\n",
    "result.rename({0:u'聚类结果'},axis=1,inplace=True)\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>car_ID</th>\n",
       "      <th>symboling</th>\n",
       "      <th>CarName</th>\n",
       "      <th>fueltype</th>\n",
       "      <th>aspiration</th>\n",
       "      <th>doornumber</th>\n",
       "      <th>carbody</th>\n",
       "      <th>drivewheel</th>\n",
       "      <th>enginelocation</th>\n",
       "      <th>wheelbase</th>\n",
       "      <th>...</th>\n",
       "      <th>fuelsystem</th>\n",
       "      <th>boreratio</th>\n",
       "      <th>stroke</th>\n",
       "      <th>compressionratio</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>peakrpm</th>\n",
       "      <th>citympg</th>\n",
       "      <th>highwaympg</th>\n",
       "      <th>price</th>\n",
       "      <th>聚类结果</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>183</td>\n",
       "      <td>2</td>\n",
       "      <td>vokswagen rabbit</td>\n",
       "      <td>diesel</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>52</td>\n",
       "      <td>4800</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>7775.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>184</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen 1131 deluxe sedan</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>two</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>7975.0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>185</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen model 111</td>\n",
       "      <td>diesel</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>52</td>\n",
       "      <td>4800</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>7995.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>186</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen type 3</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>8195.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>187</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen 411 (sw)</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>85</td>\n",
       "      <td>5250</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>8495.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>188</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen super beetle</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>37</td>\n",
       "      <td>42</td>\n",
       "      <td>9495.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>189</td>\n",
       "      <td>2</td>\n",
       "      <td>volkswagen dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.4</td>\n",
       "      <td>10.0</td>\n",
       "      <td>100</td>\n",
       "      <td>5500</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>9995.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>192</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen rabbit</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.4</td>\n",
       "      <td>8.5</td>\n",
       "      <td>110</td>\n",
       "      <td>5500</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>13295.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>193</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen rabbit custom</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>33</td>\n",
       "      <td>38</td>\n",
       "      <td>13845.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>194</td>\n",
       "      <td>0</td>\n",
       "      <td>volkswagen dasher</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>100.4</td>\n",
       "      <td>...</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>88</td>\n",
       "      <td>5500</td>\n",
       "      <td>25</td>\n",
       "      <td>31</td>\n",
       "      <td>12290.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     car_ID  symboling                       CarName fueltype aspiration  \\\n",
       "182     183          2              vokswagen rabbit   diesel        std   \n",
       "183     184          2  volkswagen 1131 deluxe sedan      gas        std   \n",
       "184     185          2          volkswagen model 111   diesel        std   \n",
       "185     186          2             volkswagen type 3      gas        std   \n",
       "186     187          2           volkswagen 411 (sw)      gas        std   \n",
       "187     188          2       volkswagen super beetle   diesel      turbo   \n",
       "188     189          2             volkswagen dasher      gas        std   \n",
       "191     192          0             volkswagen rabbit      gas        std   \n",
       "192     193          0      volkswagen rabbit custom   diesel      turbo   \n",
       "193     194          0             volkswagen dasher      gas        std   \n",
       "\n",
       "    doornumber carbody drivewheel enginelocation  wheelbase  ...   fuelsystem  \\\n",
       "182        two   sedan        fwd          front       97.3  ...          idi   \n",
       "183        two   sedan        fwd          front       97.3  ...         mpfi   \n",
       "184       four   sedan        fwd          front       97.3  ...          idi   \n",
       "185       four   sedan        fwd          front       97.3  ...         mpfi   \n",
       "186       four   sedan        fwd          front       97.3  ...         mpfi   \n",
       "187       four   sedan        fwd          front       97.3  ...          idi   \n",
       "188       four   sedan        fwd          front       97.3  ...         mpfi   \n",
       "191       four   sedan        fwd          front      100.4  ...         mpfi   \n",
       "192       four   sedan        fwd          front      100.4  ...          idi   \n",
       "193       four   wagon        fwd          front      100.4  ...         mpfi   \n",
       "\n",
       "     boreratio  stroke  compressionratio horsepower peakrpm  citympg  \\\n",
       "182       3.01     3.4              23.0         52    4800       37   \n",
       "183       3.19     3.4               9.0         85    5250       27   \n",
       "184       3.01     3.4              23.0         52    4800       37   \n",
       "185       3.19     3.4               9.0         85    5250       27   \n",
       "186       3.19     3.4               9.0         85    5250       27   \n",
       "187       3.01     3.4              23.0         68    4500       37   \n",
       "188       3.19     3.4              10.0        100    5500       26   \n",
       "191       3.19     3.4               8.5        110    5500       19   \n",
       "192       3.01     3.4              23.0         68    4500       33   \n",
       "193       3.19     3.4               9.0         88    5500       25   \n",
       "\n",
       "    highwaympg    price  聚类结果  \n",
       "182         46   7775.0     3  \n",
       "183         34   7975.0     4  \n",
       "184         46   7995.0     3  \n",
       "185         34   8195.0     1  \n",
       "186         34   8495.0     1  \n",
       "187         42   9495.0     3  \n",
       "188         32   9995.0     1  \n",
       "191         24  13295.0     1  \n",
       "192         38  13845.0     3  \n",
       "193         31  12290.0     1  \n",
       "\n",
       "[10 rows x 27 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 找出vokswagen汽车的聚类结果\n",
    "label = result[result.CarName.str.contains('vokswagen')]['聚类结果']\n",
    "label\n",
    "#练习，多个关键词搜索，join() 方法用于将序列中的元素（必须是str）以指定的字符连接生成一个新的字符串。\n",
    "List = ['vokswagen','volkswagen']\n",
    "mask = result.CarName.str.contains('|'.join(List))\n",
    "selected_data = result[mask]\n",
    "selected_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CarName</th>\n",
       "      <th>wheelbase</th>\n",
       "      <th>price</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>carbody</th>\n",
       "      <th>fueltype</th>\n",
       "      <th>聚类结果</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>buick skyhawk</td>\n",
       "      <td>115.6</td>\n",
       "      <td>31600.0</td>\n",
       "      <td>123</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>buick electra 225 custom</td>\n",
       "      <td>110.0</td>\n",
       "      <td>25552.0</td>\n",
       "      <td>123</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>volvo 246</td>\n",
       "      <td>109.1</td>\n",
       "      <td>22470.0</td>\n",
       "      <td>106</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>mazda rx-7 gs</td>\n",
       "      <td>104.9</td>\n",
       "      <td>18344.0</td>\n",
       "      <td>72</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>peugeot 504</td>\n",
       "      <td>107.9</td>\n",
       "      <td>17950.0</td>\n",
       "      <td>95</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>peugeot 604sl</td>\n",
       "      <td>107.9</td>\n",
       "      <td>16900.0</td>\n",
       "      <td>95</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>volkswagen rabbit custom</td>\n",
       "      <td>100.4</td>\n",
       "      <td>13845.0</td>\n",
       "      <td>68</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>peugeot 304</td>\n",
       "      <td>107.9</td>\n",
       "      <td>13200.0</td>\n",
       "      <td>95</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>mazda glc deluxe</td>\n",
       "      <td>98.8</td>\n",
       "      <td>10795.0</td>\n",
       "      <td>64</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>toyota celica gt</td>\n",
       "      <td>102.4</td>\n",
       "      <td>10698.0</td>\n",
       "      <td>73</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>volkswagen super beetle</td>\n",
       "      <td>97.3</td>\n",
       "      <td>9495.0</td>\n",
       "      <td>68</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>volkswagen model 111</td>\n",
       "      <td>97.3</td>\n",
       "      <td>7995.0</td>\n",
       "      <td>52</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>toyota corona</td>\n",
       "      <td>95.7</td>\n",
       "      <td>7898.0</td>\n",
       "      <td>56</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>vokswagen rabbit</td>\n",
       "      <td>97.3</td>\n",
       "      <td>7775.0</td>\n",
       "      <td>52</td>\n",
       "      <td>sedan</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      CarName  wheelbase    price  horsepower carbody  \\\n",
       "70              buick skyhawk      115.6  31600.0         123   sedan   \n",
       "67   buick electra 225 custom      110.0  25552.0         123   sedan   \n",
       "203                 volvo 246      109.1  22470.0         106   sedan   \n",
       "66              mazda rx-7 gs      104.9  18344.0          72   sedan   \n",
       "116               peugeot 504      107.9  17950.0          95   sedan   \n",
       "112             peugeot 604sl      107.9  16900.0          95   sedan   \n",
       "192  volkswagen rabbit custom      100.4  13845.0          68   sedan   \n",
       "108               peugeot 304      107.9  13200.0          95   sedan   \n",
       "63           mazda glc deluxe       98.8  10795.0          64   sedan   \n",
       "174          toyota celica gt      102.4  10698.0          73   sedan   \n",
       "187   volkswagen super beetle       97.3   9495.0          68   sedan   \n",
       "184      volkswagen model 111       97.3   7995.0          52   sedan   \n",
       "158             toyota corona       95.7   7898.0          56   sedan   \n",
       "182          vokswagen rabbit       97.3   7775.0          52   sedan   \n",
       "\n",
       "    fueltype  聚类结果  \n",
       "70    diesel     3  \n",
       "67    diesel     3  \n",
       "203   diesel     3  \n",
       "66    diesel     3  \n",
       "116   diesel     3  \n",
       "112   diesel     3  \n",
       "192   diesel     3  \n",
       "108   diesel     3  \n",
       "63    diesel     3  \n",
       "174   diesel     3  \n",
       "187   diesel     3  \n",
       "184   diesel     3  \n",
       "158   diesel     3  \n",
       "182   diesel     3  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Vokswagen 轿车 竞品按价格排序\n",
    "#lambda 是为了减少单行函数的定义而存在的,lambda作为一个表达式，定义了一个匿名函数，上例的代码x为入口参数，x['聚类结果']==3and 'sedan' in x['carbody']为函数体，\n",
    "#将函数应用到由各列或行形成的一维数组上。DataFrame的apply方法可以实现此功能。默认情况下会以列为单位,axis = 1以行为单位\n",
    "#[[]]选择多列时用双括号\n",
    "result[result.apply(lambda x : x['聚类结果'] ==3 and 'sedan' in x['carbody'],axis = 1)][['CarName',\"wheelbase\", \"price\",'horsepower','carbody','fueltype','聚类结果']].sort_values('price',ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CarName</th>\n",
       "      <th>wheelbase</th>\n",
       "      <th>price</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>carbody</th>\n",
       "      <th>fueltype</th>\n",
       "      <th>聚类结果</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>buick century luxus (sw)</td>\n",
       "      <td>110.0</td>\n",
       "      <td>28248.0</td>\n",
       "      <td>123</td>\n",
       "      <td>wagon</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>peugeot 505s turbo diesel</td>\n",
       "      <td>114.2</td>\n",
       "      <td>17075.0</td>\n",
       "      <td>95</td>\n",
       "      <td>wagon</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>peugeot 504</td>\n",
       "      <td>114.2</td>\n",
       "      <td>13860.0</td>\n",
       "      <td>95</td>\n",
       "      <td>wagon</td>\n",
       "      <td>diesel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       CarName  wheelbase    price  horsepower carbody  \\\n",
       "68    buick century luxus (sw)      110.0  28248.0         123   wagon   \n",
       "114  peugeot 505s turbo diesel      114.2  17075.0          95   wagon   \n",
       "110                peugeot 504      114.2  13860.0          95   wagon   \n",
       "\n",
       "    fueltype  聚类结果  \n",
       "68    diesel     3  \n",
       "114   diesel     3  \n",
       "110   diesel     3  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Vokswagen wagon 竞品按价格排序\n",
    "result[result.apply(lambda x : x['聚类结果'] ==3 and 'wagon' in x['carbody'],axis =1)][['CarName',\"wheelbase\", \"price\",'horsepower','carbody','fueltype','聚类结果']].sort_values('price',ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "竞品车如下所示\n",
      "63              mazda glc deluxe\n",
      "66                 mazda rx-7 gs\n",
      "67      buick electra 225 custom\n",
      "68      buick century luxus (sw)\n",
      "69                 buick century\n",
      "70                 buick skyhawk\n",
      "108                  peugeot 304\n",
      "110                  peugeot 504\n",
      "112                peugeot 604sl\n",
      "114    peugeot 505s turbo diesel\n",
      "116                  peugeot 504\n",
      "158                toyota corona\n",
      "159               toyota corolla\n",
      "174             toyota celica gt\n",
      "182             vokswagen rabbit\n",
      "184         volkswagen model 111\n",
      "187      volkswagen super beetle\n",
      "192     volkswagen rabbit custom\n",
      "203                    volvo 246\n",
      "Name: CarName, dtype: object\n"
     ]
    }
   ],
   "source": [
    "#显示竞品车总体聚类结果\n",
    "benchmark = result[result['聚类结果']==3].CarName\n",
    "print(\"竞品车如下所示\")\n",
    "print(benchmark)"
   ]
  }
 ],
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