PCA_knn.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "9c53a71c",
      "metadata": {
        "id": "9c53a71c",
        "outputId": "24da4f63-83cd-42de-91bb-841eac2d6133"
      },
      "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>Age</th>\n",
              "      <th>Blood Pressure</th>\n",
              "      <th>Specific Gravity</th>\n",
              "      <th>Albumin</th>\n",
              "      <th>Sugar</th>\n",
              "      <th>Red Blood Cells</th>\n",
              "      <th>Pus Cell</th>\n",
              "      <th>Pus Cell clumps</th>\n",
              "      <th>Bacteria</th>\n",
              "      <th>Blood Glucose Random</th>\n",
              "      <th>Blood Urea</th>\n",
              "      <th>Serum Creatinine</th>\n",
              "      <th>Sodium</th>\n",
              "      <th>Potassium</th>\n",
              "      <th>Hemoglobin</th>\n",
              "      <th>Packed Cell Volume</th>\n",
              "      <th>White Blood Cell Count</th>\n",
              "      <th>Red Blood Cell Count</th>\n",
              "      <th>Hypertension</th>\n",
              "      <th>Diabetes Mellitus</th>\n",
              "      <th>Coronary Artery Disease</th>\n",
              "      <th>Appetite</th>\n",
              "      <th>Pedal Edema</th>\n",
              "      <th>Anemia</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>48.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.005</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>117.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>3.8</td>\n",
              "      <td>111.0</td>\n",
              "      <td>2.5</td>\n",
              "      <td>11.2</td>\n",
              "      <td>32.0</td>\n",
              "      <td>6700.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>53.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>70.0</td>\n",
              "      <td>107.0</td>\n",
              "      <td>7.2</td>\n",
              "      <td>114.0</td>\n",
              "      <td>3.7</td>\n",
              "      <td>9.5</td>\n",
              "      <td>29.0</td>\n",
              "      <td>12100.0</td>\n",
              "      <td>3.7</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>63.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>380.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>2.7</td>\n",
              "      <td>131.0</td>\n",
              "      <td>4.2</td>\n",
              "      <td>10.8</td>\n",
              "      <td>32.0</td>\n",
              "      <td>4500.0</td>\n",
              "      <td>3.8</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>68.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>157.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>130.0</td>\n",
              "      <td>6.4</td>\n",
              "      <td>5.6</td>\n",
              "      <td>16.0</td>\n",
              "      <td>11000.0</td>\n",
              "      <td>2.6</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>61.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.015</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>173.0</td>\n",
              "      <td>148.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>135.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>7.7</td>\n",
              "      <td>24.0</td>\n",
              "      <td>9200.0</td>\n",
              "      <td>3.2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>48.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>95.0</td>\n",
              "      <td>163.0</td>\n",
              "      <td>7.7</td>\n",
              "      <td>136.0</td>\n",
              "      <td>3.8</td>\n",
              "      <td>9.8</td>\n",
              "      <td>32.0</td>\n",
              "      <td>6900.0</td>\n",
              "      <td>3.4</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>69.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>264.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>2.7</td>\n",
              "      <td>130.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>12.5</td>\n",
              "      <td>37.0</td>\n",
              "      <td>9600.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>73.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.005</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>70.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>125.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>29.0</td>\n",
              "      <td>18900.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>73.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>253.0</td>\n",
              "      <td>142.0</td>\n",
              "      <td>4.6</td>\n",
              "      <td>138.0</td>\n",
              "      <td>5.8</td>\n",
              "      <td>10.5</td>\n",
              "      <td>33.0</td>\n",
              "      <td>7200.0</td>\n",
              "      <td>4.3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>46.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>163.0</td>\n",
              "      <td>92.0</td>\n",
              "      <td>3.3</td>\n",
              "      <td>141.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>9.8</td>\n",
              "      <td>28.0</td>\n",
              "      <td>14600.0</td>\n",
              "      <td>3.2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>56.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>1.015</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>129.0</td>\n",
              "      <td>107.0</td>\n",
              "      <td>6.7</td>\n",
              "      <td>131.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>9.1</td>\n",
              "      <td>29.0</td>\n",
              "      <td>6400.0</td>\n",
              "      <td>3.4</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>48.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.005</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>133.0</td>\n",
              "      <td>139.0</td>\n",
              "      <td>8.5</td>\n",
              "      <td>132.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>10.3</td>\n",
              "      <td>36.0</td>\n",
              "      <td>6200.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>59.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>76.0</td>\n",
              "      <td>186.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>135.0</td>\n",
              "      <td>7.6</td>\n",
              "      <td>7.1</td>\n",
              "      <td>22.0</td>\n",
              "      <td>3800.0</td>\n",
              "      <td>2.1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>63.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>280.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>3.2</td>\n",
              "      <td>143.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>13.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>9800.0</td>\n",
              "      <td>4.2</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>56.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.015</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>210.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>1.7</td>\n",
              "      <td>136.0</td>\n",
              "      <td>3.8</td>\n",
              "      <td>16.1</td>\n",
              "      <td>52.0</td>\n",
              "      <td>12500.0</td>\n",
              "      <td>5.6</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>71.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>219.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>3.6</td>\n",
              "      <td>133.0</td>\n",
              "      <td>4.4</td>\n",
              "      <td>10.4</td>\n",
              "      <td>33.0</td>\n",
              "      <td>5600.0</td>\n",
              "      <td>3.6</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>73.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>295.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>5.6</td>\n",
              "      <td>140.0</td>\n",
              "      <td>2.9</td>\n",
              "      <td>9.2</td>\n",
              "      <td>30.0</td>\n",
              "      <td>7000.0</td>\n",
              "      <td>3.2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>71.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.015</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>118.0</td>\n",
              "      <td>125.0</td>\n",
              "      <td>5.3</td>\n",
              "      <td>136.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>11.4</td>\n",
              "      <td>35.0</td>\n",
              "      <td>15200.0</td>\n",
              "      <td>4.3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>52.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>1.015</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>224.0</td>\n",
              "      <td>166.0</td>\n",
              "      <td>5.6</td>\n",
              "      <td>133.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>8.1</td>\n",
              "      <td>23.0</td>\n",
              "      <td>5000.0</td>\n",
              "      <td>2.9</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>50.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>128.0</td>\n",
              "      <td>208.0</td>\n",
              "      <td>9.2</td>\n",
              "      <td>134.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>8.2</td>\n",
              "      <td>22.0</td>\n",
              "      <td>16300.0</td>\n",
              "      <td>2.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>70.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>1.015</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>118.0</td>\n",
              "      <td>125.0</td>\n",
              "      <td>5.3</td>\n",
              "      <td>136.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>12.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>8400.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>60.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>105.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>2.3</td>\n",
              "      <td>136.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>11.1</td>\n",
              "      <td>33.0</td>\n",
              "      <td>10500.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>60.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>288.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>1.7</td>\n",
              "      <td>130.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>7.9</td>\n",
              "      <td>25.0</td>\n",
              "      <td>15200.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>55.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>273.0</td>\n",
              "      <td>235.0</td>\n",
              "      <td>14.2</td>\n",
              "      <td>132.0</td>\n",
              "      <td>3.4</td>\n",
              "      <td>8.3</td>\n",
              "      <td>22.0</td>\n",
              "      <td>14600.0</td>\n",
              "      <td>2.9</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>62.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>122.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>1.7</td>\n",
              "      <td>136.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>12.6</td>\n",
              "      <td>39.0</td>\n",
              "      <td>7900.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>59.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>303.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>1.3</td>\n",
              "      <td>122.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>10.4</td>\n",
              "      <td>35.0</td>\n",
              "      <td>10900.0</td>\n",
              "      <td>4.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>83.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>102.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>2.6</td>\n",
              "      <td>115.0</td>\n",
              "      <td>5.7</td>\n",
              "      <td>8.7</td>\n",
              "      <td>26.0</td>\n",
              "      <td>12800.0</td>\n",
              "      <td>3.1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>21.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>107.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>1.7</td>\n",
              "      <td>125.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>8.3</td>\n",
              "      <td>23.0</td>\n",
              "      <td>12400.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>45.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>117.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>2.2</td>\n",
              "      <td>136.0</td>\n",
              "      <td>3.8</td>\n",
              "      <td>10.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>19100.0</td>\n",
              "      <td>3.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>64.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>239.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>4.3</td>\n",
              "      <td>137.0</td>\n",
              "      <td>5.4</td>\n",
              "      <td>9.5</td>\n",
              "      <td>29.0</td>\n",
              "      <td>7500.0</td>\n",
              "      <td>3.4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>6.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>94.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>135.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>9.9</td>\n",
              "      <td>30.0</td>\n",
              "      <td>16700.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>49.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>129.0</td>\n",
              "      <td>158.0</td>\n",
              "      <td>11.8</td>\n",
              "      <td>122.0</td>\n",
              "      <td>3.2</td>\n",
              "      <td>8.1</td>\n",
              "      <td>24.0</td>\n",
              "      <td>9600.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>59.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>252.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>3.2</td>\n",
              "      <td>137.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>11.2</td>\n",
              "      <td>30.0</td>\n",
              "      <td>26400.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>59.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>1.015</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>255.0</td>\n",
              "      <td>132.0</td>\n",
              "      <td>12.8</td>\n",
              "      <td>135.0</td>\n",
              "      <td>5.7</td>\n",
              "      <td>7.3</td>\n",
              "      <td>20.0</td>\n",
              "      <td>9800.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>40.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.015</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>253.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>11.9</td>\n",
              "      <td>132.0</td>\n",
              "      <td>5.6</td>\n",
              "      <td>10.9</td>\n",
              "      <td>31.0</td>\n",
              "      <td>8800.0</td>\n",
              "      <td>3.4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>55.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>214.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>137.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>10.9</td>\n",
              "      <td>34.0</td>\n",
              "      <td>7400.0</td>\n",
              "      <td>3.7</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>60.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>490.0</td>\n",
              "      <td>95.0</td>\n",
              "      <td>2.7</td>\n",
              "      <td>131.0</td>\n",
              "      <td>3.8</td>\n",
              "      <td>11.5</td>\n",
              "      <td>35.0</td>\n",
              "      <td>12000.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>64.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>1.015</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>163.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>7.2</td>\n",
              "      <td>140.0</td>\n",
              "      <td>4.6</td>\n",
              "      <td>7.9</td>\n",
              "      <td>26.0</td>\n",
              "      <td>7500.0</td>\n",
              "      <td>3.4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>59.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>241.0</td>\n",
              "      <td>191.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>114.0</td>\n",
              "      <td>2.9</td>\n",
              "      <td>9.6</td>\n",
              "      <td>31.0</td>\n",
              "      <td>15700.0</td>\n",
              "      <td>3.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>69.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>214.0</td>\n",
              "      <td>96.0</td>\n",
              "      <td>6.3</td>\n",
              "      <td>120.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>9.4</td>\n",
              "      <td>28.0</td>\n",
              "      <td>11500.0</td>\n",
              "      <td>3.3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>48.0</td>\n",
              "      <td>110.0</td>\n",
              "      <td>1.015</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>106.0</td>\n",
              "      <td>215.0</td>\n",
              "      <td>15.2</td>\n",
              "      <td>120.0</td>\n",
              "      <td>5.7</td>\n",
              "      <td>8.6</td>\n",
              "      <td>26.0</td>\n",
              "      <td>5000.0</td>\n",
              "      <td>2.5</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>59.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>424.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>1.7</td>\n",
              "      <td>138.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>12.6</td>\n",
              "      <td>37.0</td>\n",
              "      <td>10200.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>56.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>1.010</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>176.0</td>\n",
              "      <td>309.0</td>\n",
              "      <td>13.3</td>\n",
              "      <td>124.0</td>\n",
              "      <td>6.5</td>\n",
              "      <td>3.1</td>\n",
              "      <td>9.0</td>\n",
              "      <td>5400.0</td>\n",
              "      <td>2.1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>40.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>140.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>135.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>10400.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>23.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>70.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>4.6</td>\n",
              "      <td>17.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>9800.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>45.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>82.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>147.0</td>\n",
              "      <td>4.4</td>\n",
              "      <td>15.9</td>\n",
              "      <td>46.0</td>\n",
              "      <td>9100.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>57.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>119.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>135.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>15.4</td>\n",
              "      <td>42.0</td>\n",
              "      <td>6200.0</td>\n",
              "      <td>6.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>51.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>99.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>135.0</td>\n",
              "      <td>3.7</td>\n",
              "      <td>13.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>8300.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>34.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>121.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>144.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>13.6</td>\n",
              "      <td>52.0</td>\n",
              "      <td>9200.0</td>\n",
              "      <td>6.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>60.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>131.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>146.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>14.5</td>\n",
              "      <td>41.0</td>\n",
              "      <td>10700.0</td>\n",
              "      <td>5.1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>38.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>91.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>135.0</td>\n",
              "      <td>3.7</td>\n",
              "      <td>14.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>9100.0</td>\n",
              "      <td>5.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>42.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>98.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>140.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>13.9</td>\n",
              "      <td>44.0</td>\n",
              "      <td>8400.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>35.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>104.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>135.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.1</td>\n",
              "      <td>45.0</td>\n",
              "      <td>4300.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>30.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>131.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>147.0</td>\n",
              "      <td>3.8</td>\n",
              "      <td>14.1</td>\n",
              "      <td>45.0</td>\n",
              "      <td>9400.0</td>\n",
              "      <td>5.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>49.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>122.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>139.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>17.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>5600.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55</th>\n",
              "      <td>55.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>118.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>135.0</td>\n",
              "      <td>3.6</td>\n",
              "      <td>15.5</td>\n",
              "      <td>43.0</td>\n",
              "      <td>7200.0</td>\n",
              "      <td>5.4</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56</th>\n",
              "      <td>45.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>117.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>137.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.2</td>\n",
              "      <td>45.0</td>\n",
              "      <td>8600.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>42.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>132.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>140.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>14.4</td>\n",
              "      <td>50.0</td>\n",
              "      <td>5000.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58</th>\n",
              "      <td>50.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>97.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>150.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>14.2</td>\n",
              "      <td>48.0</td>\n",
              "      <td>10500.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>55.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>133.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>135.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>13.2</td>\n",
              "      <td>41.0</td>\n",
              "      <td>6800.0</td>\n",
              "      <td>5.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60</th>\n",
              "      <td>48.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>122.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>146.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>13.9</td>\n",
              "      <td>48.0</td>\n",
              "      <td>9500.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>25.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>121.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>142.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>15.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>6900.0</td>\n",
              "      <td>5.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>62</th>\n",
              "      <td>23.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>111.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>145.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>14.3</td>\n",
              "      <td>41.0</td>\n",
              "      <td>7200.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>30.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>96.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>144.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>13.8</td>\n",
              "      <td>42.0</td>\n",
              "      <td>9000.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>56.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>139.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>135.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>14.8</td>\n",
              "      <td>42.0</td>\n",
              "      <td>5600.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>52.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>125.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>139.0</td>\n",
              "      <td>4.6</td>\n",
              "      <td>16.5</td>\n",
              "      <td>43.0</td>\n",
              "      <td>4700.0</td>\n",
              "      <td>4.6</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66</th>\n",
              "      <td>46.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>123.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>135.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>15.7</td>\n",
              "      <td>50.0</td>\n",
              "      <td>6300.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>48.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>112.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>142.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>14.5</td>\n",
              "      <td>44.0</td>\n",
              "      <td>9400.0</td>\n",
              "      <td>6.4</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>68</th>\n",
              "      <td>24.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>140.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>140.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>16.3</td>\n",
              "      <td>48.0</td>\n",
              "      <td>5800.0</td>\n",
              "      <td>5.6</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>55.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>130.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>147.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>15.5</td>\n",
              "      <td>41.0</td>\n",
              "      <td>9100.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>20.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>123.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>135.0</td>\n",
              "      <td>3.8</td>\n",
              "      <td>14.6</td>\n",
              "      <td>44.0</td>\n",
              "      <td>5500.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>33.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>100.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>142.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.9</td>\n",
              "      <td>52.0</td>\n",
              "      <td>6700.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>66.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>94.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>135.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>16.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>5300.0</td>\n",
              "      <td>5.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73</th>\n",
              "      <td>71.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>81.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>145.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>14.7</td>\n",
              "      <td>44.0</td>\n",
              "      <td>9800.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74</th>\n",
              "      <td>42.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>93.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>143.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>16.6</td>\n",
              "      <td>43.0</td>\n",
              "      <td>7100.0</td>\n",
              "      <td>5.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75</th>\n",
              "      <td>47.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>124.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>140.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>14.9</td>\n",
              "      <td>41.0</td>\n",
              "      <td>7000.0</td>\n",
              "      <td>5.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>76</th>\n",
              "      <td>30.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>89.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>139.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.7</td>\n",
              "      <td>52.0</td>\n",
              "      <td>10200.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>41.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>125.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>140.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.8</td>\n",
              "      <td>41.0</td>\n",
              "      <td>6300.0</td>\n",
              "      <td>5.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>34.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>91.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>135.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>13.5</td>\n",
              "      <td>48.0</td>\n",
              "      <td>8600.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>73.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>127.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>150.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>15.1</td>\n",
              "      <td>52.0</td>\n",
              "      <td>11000.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>80</th>\n",
              "      <td>44.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>96.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>147.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>16.9</td>\n",
              "      <td>41.0</td>\n",
              "      <td>7200.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>81</th>\n",
              "      <td>33.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>128.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>135.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>13.1</td>\n",
              "      <td>45.0</td>\n",
              "      <td>6200.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>41.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>122.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>138.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>17.1</td>\n",
              "      <td>41.0</td>\n",
              "      <td>9100.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>83</th>\n",
              "      <td>52.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>128.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>140.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>15.2</td>\n",
              "      <td>52.0</td>\n",
              "      <td>4300.0</td>\n",
              "      <td>5.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84</th>\n",
              "      <td>47.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>137.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>150.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>13.6</td>\n",
              "      <td>44.0</td>\n",
              "      <td>7900.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85</th>\n",
              "      <td>43.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>81.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>135.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>13.9</td>\n",
              "      <td>48.0</td>\n",
              "      <td>6900.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>46.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>102.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>142.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>13.2</td>\n",
              "      <td>44.0</td>\n",
              "      <td>11000.0</td>\n",
              "      <td>5.4</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>87</th>\n",
              "      <td>56.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>132.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>147.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>13.7</td>\n",
              "      <td>45.0</td>\n",
              "      <td>7500.0</td>\n",
              "      <td>5.6</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88</th>\n",
              "      <td>55.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>104.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>142.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>17.3</td>\n",
              "      <td>52.0</td>\n",
              "      <td>8200.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>89</th>\n",
              "      <td>39.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>131.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>145.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>15.6</td>\n",
              "      <td>41.0</td>\n",
              "      <td>9400.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>58.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>102.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>139.0</td>\n",
              "      <td>4.3</td>\n",
              "      <td>15.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>8100.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>91</th>\n",
              "      <td>61.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>120.0</td>\n",
              "      <td>29.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>137.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>17.4</td>\n",
              "      <td>52.0</td>\n",
              "      <td>7000.0</td>\n",
              "      <td>5.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>92</th>\n",
              "      <td>57.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>105.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>150.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>15.7</td>\n",
              "      <td>44.0</td>\n",
              "      <td>10400.0</td>\n",
              "      <td>6.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93</th>\n",
              "      <td>65.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>109.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>144.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>13.9</td>\n",
              "      <td>48.0</td>\n",
              "      <td>9600.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>43.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>130.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>143.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>15.9</td>\n",
              "      <td>45.0</td>\n",
              "      <td>7800.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>58.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>100.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>140.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>14.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>6700.0</td>\n",
              "      <td>6.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>47.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>109.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>141.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>15.8</td>\n",
              "      <td>41.0</td>\n",
              "      <td>8300.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>30.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>120.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>150.0</td>\n",
              "      <td>4.6</td>\n",
              "      <td>13.4</td>\n",
              "      <td>44.0</td>\n",
              "      <td>10700.0</td>\n",
              "      <td>5.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>98</th>\n",
              "      <td>33.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>80.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>146.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>14.1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>7800.0</td>\n",
              "      <td>5.1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99</th>\n",
              "      <td>59.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>130.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>147.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>13.5</td>\n",
              "      <td>46.0</td>\n",
              "      <td>6700.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>100</th>\n",
              "      <td>23.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>99.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>142.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>17.7</td>\n",
              "      <td>46.0</td>\n",
              "      <td>4300.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>101</th>\n",
              "      <td>60.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>134.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>139.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>14.2</td>\n",
              "      <td>48.0</td>\n",
              "      <td>10700.0</td>\n",
              "      <td>5.6</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>102</th>\n",
              "      <td>44.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>92.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>141.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>14.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>7500.0</td>\n",
              "      <td>6.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>103</th>\n",
              "      <td>62.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>132.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>147.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>17.8</td>\n",
              "      <td>44.0</td>\n",
              "      <td>4700.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>104</th>\n",
              "      <td>25.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>88.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>136.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>13.3</td>\n",
              "      <td>48.0</td>\n",
              "      <td>7000.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>32.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>100.0</td>\n",
              "      <td>29.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>142.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>14.3</td>\n",
              "      <td>43.0</td>\n",
              "      <td>6700.0</td>\n",
              "      <td>5.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>106</th>\n",
              "      <td>63.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>130.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>150.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>13.4</td>\n",
              "      <td>41.0</td>\n",
              "      <td>7300.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107</th>\n",
              "      <td>44.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>95.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>138.0</td>\n",
              "      <td>4.2</td>\n",
              "      <td>15.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>7700.0</td>\n",
              "      <td>6.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>108</th>\n",
              "      <td>37.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>111.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>135.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>16.2</td>\n",
              "      <td>50.0</td>\n",
              "      <td>5500.0</td>\n",
              "      <td>5.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>109</th>\n",
              "      <td>64.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>106.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>150.0</td>\n",
              "      <td>3.3</td>\n",
              "      <td>14.4</td>\n",
              "      <td>42.0</td>\n",
              "      <td>8100.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>110</th>\n",
              "      <td>22.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>97.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>138.0</td>\n",
              "      <td>4.3</td>\n",
              "      <td>13.5</td>\n",
              "      <td>42.0</td>\n",
              "      <td>7900.0</td>\n",
              "      <td>6.4</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111</th>\n",
              "      <td>43.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>108.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>144.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>17.8</td>\n",
              "      <td>43.0</td>\n",
              "      <td>7200.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>112</th>\n",
              "      <td>38.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>99.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>147.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>13.6</td>\n",
              "      <td>44.0</td>\n",
              "      <td>7300.0</td>\n",
              "      <td>6.4</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113</th>\n",
              "      <td>29.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>83.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>139.0</td>\n",
              "      <td>3.3</td>\n",
              "      <td>17.5</td>\n",
              "      <td>40.0</td>\n",
              "      <td>9900.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>114</th>\n",
              "      <td>37.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>109.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>141.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>15.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>7000.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115</th>\n",
              "      <td>39.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>86.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>150.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>13.6</td>\n",
              "      <td>51.0</td>\n",
              "      <td>5800.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>32.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>102.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.4</td>\n",
              "      <td>147.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>14.6</td>\n",
              "      <td>41.0</td>\n",
              "      <td>6800.0</td>\n",
              "      <td>5.1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>23.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>95.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>145.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>6300.0</td>\n",
              "      <td>4.6</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>118</th>\n",
              "      <td>34.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>87.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>144.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>17.1</td>\n",
              "      <td>47.0</td>\n",
              "      <td>7400.0</td>\n",
              "      <td>6.1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>66.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>107.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>140.0</td>\n",
              "      <td>3.6</td>\n",
              "      <td>13.6</td>\n",
              "      <td>42.0</td>\n",
              "      <td>11000.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120</th>\n",
              "      <td>47.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>117.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>138.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>13.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>5200.0</td>\n",
              "      <td>5.6</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>74.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>88.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>147.0</td>\n",
              "      <td>3.7</td>\n",
              "      <td>17.2</td>\n",
              "      <td>53.0</td>\n",
              "      <td>6000.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>35.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>105.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>135.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>14.7</td>\n",
              "      <td>43.0</td>\n",
              "      <td>5800.0</td>\n",
              "      <td>6.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>29.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>70.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>138.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>13.7</td>\n",
              "      <td>54.0</td>\n",
              "      <td>5400.0</td>\n",
              "      <td>5.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>33.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>89.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>144.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>10300.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>73.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>118.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>137.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>14.8</td>\n",
              "      <td>45.0</td>\n",
              "      <td>9300.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>60.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>81.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>141.0</td>\n",
              "      <td>3.6</td>\n",
              "      <td>15.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>10500.0</td>\n",
              "      <td>5.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>127</th>\n",
              "      <td>68.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>125.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>139.0</td>\n",
              "      <td>3.8</td>\n",
              "      <td>17.4</td>\n",
              "      <td>50.0</td>\n",
              "      <td>6700.0</td>\n",
              "      <td>6.1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>128</th>\n",
              "      <td>30.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>82.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>146.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>14.9</td>\n",
              "      <td>45.0</td>\n",
              "      <td>9400.0</td>\n",
              "      <td>5.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>129</th>\n",
              "      <td>75.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>107.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>144.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>13.6</td>\n",
              "      <td>46.0</td>\n",
              "      <td>10300.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>130</th>\n",
              "      <td>69.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>83.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>139.0</td>\n",
              "      <td>3.7</td>\n",
              "      <td>16.2</td>\n",
              "      <td>50.0</td>\n",
              "      <td>9300.0</td>\n",
              "      <td>5.4</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>131</th>\n",
              "      <td>28.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>79.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>145.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>17.6</td>\n",
              "      <td>51.0</td>\n",
              "      <td>6500.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>72.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>109.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>150.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>15.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>10500.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>61.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>133.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>142.0</td>\n",
              "      <td>3.6</td>\n",
              "      <td>13.7</td>\n",
              "      <td>47.0</td>\n",
              "      <td>9200.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>79.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>111.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>146.0</td>\n",
              "      <td>3.6</td>\n",
              "      <td>16.3</td>\n",
              "      <td>40.0</td>\n",
              "      <td>8000.0</td>\n",
              "      <td>6.4</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>70.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>74.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>143.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>15.1</td>\n",
              "      <td>48.0</td>\n",
              "      <td>9700.0</td>\n",
              "      <td>5.6</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>58.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>88.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>147.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>16.4</td>\n",
              "      <td>53.0</td>\n",
              "      <td>9100.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>137</th>\n",
              "      <td>64.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>97.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>145.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>13.8</td>\n",
              "      <td>49.0</td>\n",
              "      <td>6400.0</td>\n",
              "      <td>4.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>138</th>\n",
              "      <td>62.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>78.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>138.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>16.1</td>\n",
              "      <td>50.0</td>\n",
              "      <td>5400.0</td>\n",
              "      <td>5.7</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>139</th>\n",
              "      <td>59.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>113.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>139.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>15.3</td>\n",
              "      <td>54.0</td>\n",
              "      <td>6500.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>140</th>\n",
              "      <td>48.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>75.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>137.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.8</td>\n",
              "      <td>51.0</td>\n",
              "      <td>6000.0</td>\n",
              "      <td>6.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>141</th>\n",
              "      <td>80.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>119.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>141.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>13.9</td>\n",
              "      <td>49.0</td>\n",
              "      <td>5100.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>142</th>\n",
              "      <td>57.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>132.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>150.0</td>\n",
              "      <td>4.7</td>\n",
              "      <td>15.4</td>\n",
              "      <td>42.0</td>\n",
              "      <td>11000.0</td>\n",
              "      <td>4.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>143</th>\n",
              "      <td>63.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>113.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>146.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>16.5</td>\n",
              "      <td>52.0</td>\n",
              "      <td>8000.0</td>\n",
              "      <td>5.1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>144</th>\n",
              "      <td>46.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>100.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>142.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>16.4</td>\n",
              "      <td>43.0</td>\n",
              "      <td>5700.0</td>\n",
              "      <td>6.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>145</th>\n",
              "      <td>15.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>93.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.9</td>\n",
              "      <td>136.0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>16.7</td>\n",
              "      <td>50.0</td>\n",
              "      <td>6200.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>146</th>\n",
              "      <td>51.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>94.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>144.0</td>\n",
              "      <td>3.7</td>\n",
              "      <td>15.5</td>\n",
              "      <td>46.0</td>\n",
              "      <td>9500.0</td>\n",
              "      <td>6.4</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>147</th>\n",
              "      <td>41.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>112.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>140.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>7200.0</td>\n",
              "      <td>5.8</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>148</th>\n",
              "      <td>52.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>99.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>135.0</td>\n",
              "      <td>3.7</td>\n",
              "      <td>15.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>6300.0</td>\n",
              "      <td>5.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>149</th>\n",
              "      <td>36.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>85.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>142.0</td>\n",
              "      <td>4.1</td>\n",
              "      <td>15.6</td>\n",
              "      <td>44.0</td>\n",
              "      <td>5800.0</td>\n",
              "      <td>6.3</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>150</th>\n",
              "      <td>57.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>133.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>147.0</td>\n",
              "      <td>4.3</td>\n",
              "      <td>14.8</td>\n",
              "      <td>46.0</td>\n",
              "      <td>6600.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>151</th>\n",
              "      <td>43.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>117.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>0.7</td>\n",
              "      <td>141.0</td>\n",
              "      <td>4.4</td>\n",
              "      <td>13.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>7400.0</td>\n",
              "      <td>5.4</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>152</th>\n",
              "      <td>50.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>137.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>139.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>14.1</td>\n",
              "      <td>45.0</td>\n",
              "      <td>9500.0</td>\n",
              "      <td>4.6</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>153</th>\n",
              "      <td>55.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>140.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>0.5</td>\n",
              "      <td>150.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>15.7</td>\n",
              "      <td>47.0</td>\n",
              "      <td>6700.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154</th>\n",
              "      <td>42.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>75.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>141.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>16.5</td>\n",
              "      <td>54.0</td>\n",
              "      <td>7800.0</td>\n",
              "      <td>6.2</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>155</th>\n",
              "      <td>12.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.020</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>100.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>137.0</td>\n",
              "      <td>4.4</td>\n",
              "      <td>15.8</td>\n",
              "      <td>49.0</td>\n",
              "      <td>6600.0</td>\n",
              "      <td>5.4</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>156</th>\n",
              "      <td>17.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>114.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>135.0</td>\n",
              "      <td>4.9</td>\n",
              "      <td>14.2</td>\n",
              "      <td>51.0</td>\n",
              "      <td>7200.0</td>\n",
              "      <td>5.9</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>157</th>\n",
              "      <td>58.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.025</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>131.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>141.0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>15.8</td>\n",
              "      <td>53.0</td>\n",
              "      <td>6800.0</td>\n",
              "      <td>6.1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      Age  Blood Pressure  Specific Gravity  Albumin  Sugar  Red Blood Cells  \\\n",
              "0    48.0            70.0             1.005      4.0    0.0                1   \n",
              "1    53.0            90.0             1.020      2.0    0.0               -1   \n",
              "2    63.0            70.0             1.010      3.0    0.0               -1   \n",
              "3    68.0            80.0             1.010      3.0    2.0                1   \n",
              "4    61.0            80.0             1.015      2.0    0.0               -1   \n",
              "5    48.0            80.0             1.025      4.0    0.0                1   \n",
              "6    69.0            70.0             1.010      3.0    4.0                1   \n",
              "7    73.0            70.0             1.005      0.0    0.0                1   \n",
              "8    73.0            80.0             1.020      2.0    0.0               -1   \n",
              "9    46.0            60.0             1.010      1.0    0.0                1   \n",
              "10   56.0            90.0             1.015      2.0    0.0               -1   \n",
              "11   48.0            80.0             1.005      4.0    0.0               -1   \n",
              "12   59.0            70.0             1.010      3.0    0.0                1   \n",
              "13   63.0           100.0             1.010      2.0    2.0                1   \n",
              "14   56.0            70.0             1.015      4.0    1.0               -1   \n",
              "15   71.0            70.0             1.010      3.0    0.0                1   \n",
              "16   73.0           100.0             1.010      3.0    2.0               -1   \n",
              "17   71.0            60.0             1.015      4.0    0.0                1   \n",
              "18   52.0            90.0             1.015      4.0    3.0                1   \n",
              "19   50.0            90.0             1.010      2.0    0.0                1   \n",
              "20   70.0           100.0             1.015      4.0    0.0                1   \n",
              "21   60.0            90.0             1.010      2.0    0.0               -1   \n",
              "22   60.0            60.0             1.010      3.0    1.0                1   \n",
              "23   55.0            90.0             1.010      2.0    1.0               -1   \n",
              "24   62.0            70.0             1.025      3.0    0.0                1   \n",
              "25   59.0            80.0             1.010      1.0    0.0               -1   \n",
              "26   83.0            70.0             1.020      3.0    0.0                1   \n",
              "27   21.0            90.0             1.010      4.0    0.0                1   \n",
              "28   45.0            70.0             1.025      2.0    0.0                1   \n",
              "29   64.0            60.0             1.010      4.0    1.0               -1   \n",
              "30    6.0            60.0             1.010      4.0    0.0               -1   \n",
              "31   49.0           100.0             1.010      3.0    0.0               -1   \n",
              "32   59.0           100.0             1.020      4.0    2.0                1   \n",
              "33   59.0           100.0             1.015      4.0    2.0                1   \n",
              "34   40.0            70.0             1.015      3.0    4.0                1   \n",
              "35   55.0            80.0             1.010      3.0    1.0                1   \n",
              "36   60.0            90.0             1.010      3.0    5.0               -1   \n",
              "37   64.0           100.0             1.015      4.0    2.0               -1   \n",
              "38   59.0            50.0             1.010      3.0    0.0                1   \n",
              "39   69.0            70.0             1.010      4.0    3.0                1   \n",
              "40   48.0           110.0             1.015      3.0    0.0               -1   \n",
              "41   59.0            70.0             1.010      1.0    3.0               -1   \n",
              "42   56.0            90.0             1.010      4.0    1.0                1   \n",
              "43   40.0            80.0             1.025      0.0    0.0                1   \n",
              "44   23.0            80.0             1.025      0.0    0.0                1   \n",
              "45   45.0            80.0             1.025      0.0    0.0                1   \n",
              "46   57.0            80.0             1.025      0.0    0.0                1   \n",
              "47   51.0            60.0             1.025      0.0    0.0                1   \n",
              "48   34.0            80.0             1.025      0.0    0.0                1   \n",
              "49   60.0            80.0             1.025      0.0    0.0                1   \n",
              "50   38.0            60.0             1.020      0.0    0.0                1   \n",
              "51   42.0            80.0             1.020      0.0    0.0                1   \n",
              "52   35.0            80.0             1.020      0.0    0.0                1   \n",
              "53   30.0            80.0             1.020      0.0    0.0                1   \n",
              "54   49.0            80.0             1.020      0.0    0.0                1   \n",
              "55   55.0            80.0             1.020      0.0    0.0                1   \n",
              "56   45.0            80.0             1.020      0.0    0.0                1   \n",
              "57   42.0            80.0             1.020      0.0    0.0                1   \n",
              "58   50.0            80.0             1.020      0.0    0.0                1   \n",
              "59   55.0            80.0             1.020      0.0    0.0                1   \n",
              "60   48.0            80.0             1.025      0.0    0.0                1   \n",
              "61   25.0            80.0             1.025      0.0    0.0                1   \n",
              "62   23.0            80.0             1.025      0.0    0.0                1   \n",
              "63   30.0            80.0             1.025      0.0    0.0                1   \n",
              "64   56.0            80.0             1.025      0.0    0.0                1   \n",
              "65   52.0            80.0             1.020      0.0    0.0                1   \n",
              "66   46.0            60.0             1.025      0.0    0.0                1   \n",
              "67   48.0            60.0             1.020      0.0    0.0                1   \n",
              "68   24.0            70.0             1.025      0.0    0.0                1   \n",
              "69   55.0            80.0             1.025      0.0    0.0                1   \n",
              "70   20.0            70.0             1.020      0.0    0.0                1   \n",
              "71   33.0            80.0             1.025      0.0    0.0                1   \n",
              "72   66.0            70.0             1.020      0.0    0.0                1   \n",
              "73   71.0            70.0             1.020      0.0    0.0                1   \n",
              "74   42.0            70.0             1.020      0.0    0.0                1   \n",
              "75   47.0            80.0             1.025      0.0    0.0                1   \n",
              "76   30.0            80.0             1.020      0.0    0.0                1   \n",
              "77   41.0            70.0             1.020      0.0    0.0                1   \n",
              "78   34.0            60.0             1.020      0.0    0.0                1   \n",
              "79   73.0            60.0             1.020      0.0    0.0                1   \n",
              "80   44.0            60.0             1.025      0.0    0.0                1   \n",
              "81   33.0            80.0             1.025      0.0    0.0                1   \n",
              "82   41.0            80.0             1.020      0.0    0.0                1   \n",
              "83   52.0            80.0             1.020      0.0    0.0                1   \n",
              "84   47.0            60.0             1.020      0.0    0.0                1   \n",
              "85   43.0            80.0             1.025      0.0    0.0                1   \n",
              "86   46.0            60.0             1.020      0.0    0.0                1   \n",
              "87   56.0            60.0             1.025      0.0    0.0                1   \n",
              "88   55.0            80.0             1.020      0.0    0.0                1   \n",
              "89   39.0            70.0             1.025      0.0    0.0                1   \n",
              "90   58.0            70.0             1.020      0.0    0.0                1   \n",
              "91   61.0            70.0             1.025      0.0    0.0                1   \n",
              "92   57.0            60.0             1.020      0.0    0.0                1   \n",
              "93   65.0            60.0             1.020      0.0    0.0                1   \n",
              "94   43.0            80.0             1.025      0.0    0.0                1   \n",
              "95   58.0            80.0             1.020      0.0    0.0                1   \n",
              "96   47.0            60.0             1.020      0.0    0.0                1   \n",
              "97   30.0            60.0             1.025      0.0    0.0                1   \n",
              "98   33.0            60.0             1.025      0.0    0.0                1   \n",
              "99   59.0            70.0             1.025      0.0    0.0                1   \n",
              "100  23.0            80.0             1.020      0.0    0.0                1   \n",
              "101  60.0            60.0             1.020      0.0    0.0                1   \n",
              "102  44.0            70.0             1.025      0.0    0.0                1   \n",
              "103  62.0            80.0             1.020      0.0    0.0                1   \n",
              "104  25.0            70.0             1.020      0.0    0.0                1   \n",
              "105  32.0            70.0             1.025      0.0    0.0                1   \n",
              "106  63.0            70.0             1.025      0.0    0.0                1   \n",
              "107  44.0            60.0             1.020      0.0    0.0                1   \n",
              "108  37.0            60.0             1.025      0.0    0.0                1   \n",
              "109  64.0            60.0             1.020      0.0    0.0                1   \n",
              "110  22.0            60.0             1.025      0.0    0.0                1   \n",
              "111  43.0            60.0             1.025      0.0    0.0                1   \n",
              "112  38.0            80.0             1.020      0.0    0.0                1   \n",
              "113  29.0            80.0             1.020      0.0    0.0                1   \n",
              "114  37.0            60.0             1.020      0.0    0.0                1   \n",
              "115  39.0            60.0             1.020      0.0    0.0                1   \n",
              "116  32.0            60.0             1.025      0.0    0.0                1   \n",
              "117  23.0            60.0             1.020      0.0    0.0                1   \n",
              "118  34.0            70.0             1.025      0.0    0.0                1   \n",
              "119  66.0            70.0             1.025      0.0    0.0                1   \n",
              "120  47.0            60.0             1.020      0.0    0.0                1   \n",
              "121  74.0            60.0             1.020      0.0    0.0                1   \n",
              "122  35.0            60.0             1.025      0.0    0.0                1   \n",
              "123  29.0            80.0             1.020      0.0    0.0                1   \n",
              "124  33.0            80.0             1.025      0.0    0.0                1   \n",
              "125  73.0            80.0             1.025      0.0    0.0                1   \n",
              "126  60.0            80.0             1.025      0.0    0.0                1   \n",
              "127  68.0            60.0             1.025      0.0    0.0                1   \n",
              "128  30.0            80.0             1.025      0.0    0.0                1   \n",
              "129  75.0            70.0             1.020      0.0    0.0                1   \n",
              "130  69.0            70.0             1.020      0.0    0.0                1   \n",
              "131  28.0            60.0             1.025      0.0    0.0                1   \n",
              "132  72.0            60.0             1.020      0.0    0.0                1   \n",
              "133  61.0            70.0             1.025      0.0    0.0                1   \n",
              "134  79.0            80.0             1.025      0.0    0.0                1   \n",
              "135  70.0            80.0             1.020      0.0    0.0                1   \n",
              "136  58.0            70.0             1.025      0.0    0.0                1   \n",
              "137  64.0            70.0             1.020      0.0    0.0                1   \n",
              "138  62.0            80.0             1.025      0.0    0.0                1   \n",
              "139  59.0            60.0             1.020      0.0    0.0                1   \n",
              "140  48.0            80.0             1.025      0.0    0.0                1   \n",
              "141  80.0            80.0             1.025      0.0    0.0                1   \n",
              "142  57.0            60.0             1.020      0.0    0.0                1   \n",
              "143  63.0            70.0             1.020      0.0    0.0                1   \n",
              "144  46.0            70.0             1.025      0.0    0.0                1   \n",
              "145  15.0            80.0             1.025      0.0    0.0                1   \n",
              "146  51.0            80.0             1.020      0.0    0.0                1   \n",
              "147  41.0            80.0             1.025      0.0    0.0                1   \n",
              "148  52.0            80.0             1.025      0.0    0.0                1   \n",
              "149  36.0            80.0             1.025      0.0    0.0                1   \n",
              "150  57.0            80.0             1.020      0.0    0.0                1   \n",
              "151  43.0            60.0             1.025      0.0    0.0                1   \n",
              "152  50.0            80.0             1.020      0.0    0.0                1   \n",
              "153  55.0            80.0             1.020      0.0    0.0                1   \n",
              "154  42.0            70.0             1.025      0.0    0.0                1   \n",
              "155  12.0            80.0             1.020      0.0    0.0                1   \n",
              "156  17.0            60.0             1.025      0.0    0.0                1   \n",
              "157  58.0            80.0             1.025      0.0    0.0                1   \n",
              "\n",
              "     Pus Cell  Pus Cell clumps  Bacteria  Blood Glucose Random  Blood Urea  \\\n",
              "0          -1                1        -1                 117.0        56.0   \n",
              "1          -1                1        -1                  70.0       107.0   \n",
              "2          -1                1        -1                 380.0        60.0   \n",
              "3          -1                1         1                 157.0        90.0   \n",
              "4          -1               -1        -1                 173.0       148.0   \n",
              "5          -1               -1        -1                  95.0       163.0   \n",
              "6          -1               -1        -1                 264.0        87.0   \n",
              "7           1               -1        -1                  70.0        32.0   \n",
              "8          -1               -1        -1                 253.0       142.0   \n",
              "9           1               -1        -1                 163.0        92.0   \n",
              "10         -1               -1        -1                 129.0       107.0   \n",
              "11         -1               -1         1                 133.0       139.0   \n",
              "12         -1               -1        -1                  76.0       186.0   \n",
              "13          1               -1         1                 280.0        35.0   \n",
              "14          1               -1        -1                 210.0        26.0   \n",
              "15         -1                1         1                 219.0        82.0   \n",
              "16         -1                1        -1                 295.0        90.0   \n",
              "17          1               -1        -1                 118.0       125.0   \n",
              "18         -1               -1        -1                 224.0       166.0   \n",
              "19         -1                1         1                 128.0       208.0   \n",
              "20          1               -1        -1                 118.0       125.0   \n",
              "21          1               -1        -1                 105.0        53.0   \n",
              "22         -1                1        -1                 288.0        36.0   \n",
              "23         -1               -1        -1                 273.0       235.0   \n",
              "24         -1               -1        -1                 122.0        42.0   \n",
              "25          1               -1        -1                 303.0        35.0   \n",
              "26          1               -1        -1                 102.0        60.0   \n",
              "27         -1                1         1                 107.0        40.0   \n",
              "28         -1                1        -1                 117.0        52.0   \n",
              "29         -1               -1         1                 239.0        58.0   \n",
              "30         -1               -1         1                  94.0        67.0   \n",
              "31         -1               -1        -1                 129.0       158.0   \n",
              "32          1               -1        -1                 252.0        40.0   \n",
              "33          1               -1        -1                 255.0       132.0   \n",
              "34          1               -1        -1                 253.0       150.0   \n",
              "35         -1                1         1                 214.0        73.0   \n",
              "36          1               -1         1                 490.0        95.0   \n",
              "37         -1               -1         1                 163.0        54.0   \n",
              "38         -1               -1        -1                 241.0       191.0   \n",
              "39         -1                1         1                 214.0        96.0   \n",
              "40          1                1        -1                 106.0       215.0   \n",
              "41         -1               -1        -1                 424.0        55.0   \n",
              "42         -1                1        -1                 176.0       309.0   \n",
              "43          1               -1        -1                 140.0        10.0   \n",
              "44          1               -1        -1                  70.0        36.0   \n",
              "45          1               -1        -1                  82.0        49.0   \n",
              "46          1               -1        -1                 119.0        17.0   \n",
              "47          1               -1        -1                  99.0        38.0   \n",
              "48          1               -1        -1                 121.0        27.0   \n",
              "49          1               -1        -1                 131.0        10.0   \n",
              "50          1               -1        -1                  91.0        36.0   \n",
              "51          1               -1        -1                  98.0        20.0   \n",
              "52          1               -1        -1                 104.0        31.0   \n",
              "53          1               -1        -1                 131.0        38.0   \n",
              "54          1               -1        -1                 122.0        32.0   \n",
              "55          1               -1        -1                 118.0        18.0   \n",
              "56          1               -1        -1                 117.0        46.0   \n",
              "57          1               -1        -1                 132.0        24.0   \n",
              "58          1               -1        -1                  97.0        40.0   \n",
              "59          1               -1        -1                 133.0        17.0   \n",
              "60          1               -1        -1                 122.0        33.0   \n",
              "61          1               -1        -1                 121.0        19.0   \n",
              "62          1               -1        -1                 111.0        34.0   \n",
              "63          1               -1        -1                  96.0        25.0   \n",
              "64          1               -1        -1                 139.0        15.0   \n",
              "65          1               -1        -1                 125.0        22.0   \n",
              "66          1               -1        -1                 123.0        46.0   \n",
              "67          1               -1        -1                 112.0        44.0   \n",
              "68          1               -1        -1                 140.0        23.0   \n",
              "69          1               -1        -1                 130.0        50.0   \n",
              "70          1               -1        -1                 123.0        44.0   \n",
              "71          1               -1        -1                 100.0        37.0   \n",
              "72          1               -1        -1                  94.0        19.0   \n",
              "73          1               -1        -1                  81.0        18.0   \n",
              "74          1               -1        -1                  93.0        32.0   \n",
              "75          1               -1        -1                 124.0        44.0   \n",
              "76          1               -1        -1                  89.0        42.0   \n",
              "77          1               -1        -1                 125.0        38.0   \n",
              "78          1               -1        -1                  91.0        49.0   \n",
              "79          1               -1        -1                 127.0        48.0   \n",
              "80          1               -1        -1                  96.0        33.0   \n",
              "81          1               -1        -1                 128.0        38.0   \n",
              "82          1               -1        -1                 122.0        25.0   \n",
              "83          1               -1        -1                 128.0        30.0   \n",
              "84          1               -1        -1                 137.0        17.0   \n",
              "85          1               -1        -1                  81.0        46.0   \n",
              "86          1               -1        -1                 102.0        27.0   \n",
              "87          1               -1        -1                 132.0        18.0   \n",
              "88          1               -1        -1                 104.0        28.0   \n",
              "89          1               -1        -1                 131.0        46.0   \n",
              "90          1               -1        -1                 102.0        48.0   \n",
              "91          1               -1        -1                 120.0        29.0   \n",
              "92          1               -1        -1                 105.0        49.0   \n",
              "93          1               -1        -1                 109.0        39.0   \n",
              "94          1               -1        -1                 130.0        30.0   \n",
              "95          1               -1        -1                 100.0        50.0   \n",
              "96          1               -1        -1                 109.0        25.0   \n",
              "97          1               -1        -1                 120.0        31.0   \n",
              "98          1               -1        -1                  80.0        25.0   \n",
              "99          1               -1        -1                 130.0        39.0   \n",
              "100         1               -1        -1                  99.0        46.0   \n",
              "101         1               -1        -1                 134.0        45.0   \n",
              "102         1               -1        -1                  92.0        40.0   \n",
              "103         1               -1        -1                 132.0        34.0   \n",
              "104         1               -1        -1                  88.0        42.0   \n",
              "105         1               -1        -1                 100.0        29.0   \n",
              "106         1               -1        -1                 130.0        37.0   \n",
              "107         1               -1        -1                  95.0        46.0   \n",
              "108         1               -1        -1                 111.0        35.0   \n",
              "109         1               -1        -1                 106.0        27.0   \n",
              "110         1               -1        -1                  97.0        18.0   \n",
              "111         1               -1        -1                 108.0        25.0   \n",
              "112         1               -1        -1                  99.0        19.0   \n",
              "113         1               -1        -1                  83.0        49.0   \n",
              "114         1               -1        -1                 109.0        47.0   \n",
              "115         1               -1        -1                  86.0        37.0   \n",
              "116         1               -1        -1                 102.0        17.0   \n",
              "117         1               -1        -1                  95.0        24.0   \n",
              "118         1               -1        -1                  87.0        38.0   \n",
              "119         1               -1        -1                 107.0        16.0   \n",
              "120         1               -1        -1                 117.0        22.0   \n",
              "121         1               -1        -1                  88.0        50.0   \n",
              "122         1               -1        -1                 105.0        39.0   \n",
              "123         1               -1        -1                  70.0        16.0   \n",
              "124         1               -1        -1                  89.0        19.0   \n",
              "125         1               -1        -1                 118.0        44.0   \n",
              "126         1               -1        -1                  81.0        15.0   \n",
              "127         1               -1        -1                 125.0        41.0   \n",
              "128         1               -1        -1                  82.0        42.0   \n",
              "129         1               -1        -1                 107.0        48.0   \n",
              "130         1               -1        -1                  83.0        42.0   \n",
              "131         1               -1        -1                  79.0        50.0   \n",
              "132         1               -1        -1                 109.0        26.0   \n",
              "133         1               -1        -1                 133.0        38.0   \n",
              "134         1               -1        -1                 111.0        44.0   \n",
              "135         1               -1        -1                  74.0        41.0   \n",
              "136         1               -1        -1                  88.0        16.0   \n",
              "137         1               -1        -1                  97.0        27.0   \n",
              "138         1               -1        -1                  78.0        45.0   \n",
              "139         1               -1        -1                 113.0        23.0   \n",
              "140         1               -1        -1                  75.0        22.0   \n",
              "141         1               -1        -1                 119.0        46.0   \n",
              "142         1               -1        -1                 132.0        18.0   \n",
              "143         1               -1        -1                 113.0        25.0   \n",
              "144         1               -1        -1                 100.0        47.0   \n",
              "145         1               -1        -1                  93.0        17.0   \n",
              "146         1               -1        -1                  94.0        15.0   \n",
              "147         1               -1        -1                 112.0        48.0   \n",
              "148         1               -1        -1                  99.0        25.0   \n",
              "149         1               -1        -1                  85.0        16.0   \n",
              "150         1               -1        -1                 133.0        48.0   \n",
              "151         1               -1        -1                 117.0        45.0   \n",
              "152         1               -1        -1                 137.0        46.0   \n",
              "153         1               -1        -1                 140.0        49.0   \n",
              "154         1               -1        -1                  75.0        31.0   \n",
              "155         1               -1        -1                 100.0        26.0   \n",
              "156         1               -1        -1                 114.0        50.0   \n",
              "157         1               -1        -1                 131.0        18.0   \n",
              "\n",
              "     Serum Creatinine  Sodium  Potassium  Hemoglobin  Packed Cell Volume  \\\n",
              "0                 3.8   111.0        2.5        11.2                32.0   \n",
              "1                 7.2   114.0        3.7         9.5                29.0   \n",
              "2                 2.7   131.0        4.2        10.8                32.0   \n",
              "3                 4.1   130.0        6.4         5.6                16.0   \n",
              "4                 3.9   135.0        5.2         7.7                24.0   \n",
              "5                 7.7   136.0        3.8         9.8                32.0   \n",
              "6                 2.7   130.0        4.0        12.5                37.0   \n",
              "7                 0.9   125.0        4.0        10.0                29.0   \n",
              "8                 4.6   138.0        5.8        10.5                33.0   \n",
              "9                 3.3   141.0        4.0         9.8                28.0   \n",
              "10                6.7   131.0        4.8         9.1                29.0   \n",
              "11                8.5   132.0        5.5        10.3                36.0   \n",
              "12               15.0   135.0        7.6         7.1                22.0   \n",
              "13                3.2   143.0        3.5        13.0                40.0   \n",
              "14                1.7   136.0        3.8        16.1                52.0   \n",
              "15                3.6   133.0        4.4        10.4                33.0   \n",
              "16                5.6   140.0        2.9         9.2                30.0   \n",
              "17                5.3   136.0        4.9        11.4                35.0   \n",
              "18                5.6   133.0       47.0         8.1                23.0   \n",
              "19                9.2   134.0        4.8         8.2                22.0   \n",
              "20                5.3   136.0        4.9        12.0                37.0   \n",
              "21                2.3   136.0        5.2        11.1                33.0   \n",
              "22                1.7   130.0        3.0         7.9                25.0   \n",
              "23               14.2   132.0        3.4         8.3                22.0   \n",
              "24                1.7   136.0        4.7        12.6                39.0   \n",
              "25                1.3   122.0        3.5        10.4                35.0   \n",
              "26                2.6   115.0        5.7         8.7                26.0   \n",
              "27                1.7   125.0        3.5         8.3                23.0   \n",
              "28                2.2   136.0        3.8        10.0                30.0   \n",
              "29                4.3   137.0        5.4         9.5                29.0   \n",
              "30                1.0   135.0        4.9         9.9                30.0   \n",
              "31               11.8   122.0        3.2         8.1                24.0   \n",
              "32                3.2   137.0        4.7        11.2                30.0   \n",
              "33               12.8   135.0        5.7         7.3                20.0   \n",
              "34               11.9   132.0        5.6        10.9                31.0   \n",
              "35                3.9   137.0        4.9        10.9                34.0   \n",
              "36                2.7   131.0        3.8        11.5                35.0   \n",
              "37                7.2   140.0        4.6         7.9                26.0   \n",
              "38               12.0   114.0        2.9         9.6                31.0   \n",
              "39                6.3   120.0        3.9         9.4                28.0   \n",
              "40               15.2   120.0        5.7         8.6                26.0   \n",
              "41                1.7   138.0        4.5        12.6                37.0   \n",
              "42               13.3   124.0        6.5         3.1                 9.0   \n",
              "43                1.2   135.0        5.0        15.0                48.0   \n",
              "44                1.0   150.0        4.6        17.0                52.0   \n",
              "45                0.6   147.0        4.4        15.9                46.0   \n",
              "46                1.2   135.0        4.7        15.4                42.0   \n",
              "47                0.8   135.0        3.7        13.0                49.0   \n",
              "48                1.2   144.0        3.9        13.6                52.0   \n",
              "49                0.5   146.0        5.0        14.5                41.0   \n",
              "50                0.7   135.0        3.7        14.0                46.0   \n",
              "51                0.5   140.0        3.5        13.9                44.0   \n",
              "52                1.2   135.0        5.0        16.1                45.0   \n",
              "53                1.0   147.0        3.8        14.1                45.0   \n",
              "54                1.2   139.0        3.9        17.0                41.0   \n",
              "55                0.9   135.0        3.6        15.5                43.0   \n",
              "56                1.2   137.0        5.0        16.2                45.0   \n",
              "57                0.7   140.0        4.1        14.4                50.0   \n",
              "58                0.6   150.0        4.5        14.2                48.0   \n",
              "59                1.2   135.0        4.8        13.2                41.0   \n",
              "60                0.9   146.0        3.9        13.9                48.0   \n",
              "61                1.2   142.0        4.9        15.0                48.0   \n",
              "62                1.1   145.0        4.0        14.3                41.0   \n",
              "63                0.5   144.0        4.8        13.8                42.0   \n",
              "64                1.2   135.0        5.0        14.8                42.0   \n",
              "65                1.2   139.0        4.6        16.5                43.0   \n",
              "66                1.0   135.0        5.0        15.7                50.0   \n",
              "67                1.2   142.0        4.9        14.5                44.0   \n",
              "68                0.6   140.0        4.7        16.3                48.0   \n",
              "69                1.2   147.0        5.0        15.5                41.0   \n",
              "70                1.0   135.0        3.8        14.6                44.0   \n",
              "71                1.2   142.0        4.0        16.9                52.0   \n",
              "72                0.7   135.0        3.9        16.0                41.0   \n",
              "73                0.8   145.0        5.0        14.7                44.0   \n",
              "74                0.9   143.0        4.7        16.6                43.0   \n",
              "75                1.0   140.0        4.9        14.9                41.0   \n",
              "76                0.5   139.0        5.0        16.7                52.0   \n",
              "77                0.6   140.0        5.0        16.8                41.0   \n",
              "78                1.2   135.0        4.5        13.5                48.0   \n",
              "79                0.5   150.0        3.5        15.1                52.0   \n",
              "80                0.9   147.0        4.5        16.9                41.0   \n",
              "81                0.6   135.0        3.9        13.1                45.0   \n",
              "82                0.8   138.0        5.0        17.1                41.0   \n",
              "83                1.2   140.0        4.5        15.2                52.0   \n",
              "84                0.5   150.0        3.5        13.6                44.0   \n",
              "85                0.6   135.0        4.9        13.9                48.0   \n",
              "86                0.7   142.0        4.9        13.2                44.0   \n",
              "87                1.1   147.0        4.7        13.7                45.0   \n",
              "88                0.9   142.0        4.8        17.3                52.0   \n",
              "89                0.6   145.0        5.0        15.6                41.0   \n",
              "90                1.2   139.0        4.3        15.0                40.0   \n",
              "91                0.7   137.0        3.5        17.4                52.0   \n",
              "92                1.2   150.0        4.7        15.7                44.0   \n",
              "93                1.0   144.0        3.5        13.9                48.0   \n",
              "94                1.1   143.0        5.0        15.9                45.0   \n",
              "95                1.2   140.0        3.5        14.0                50.0   \n",
              "96                1.1   141.0        4.7        15.8                41.0   \n",
              "97                0.8   150.0        4.6        13.4                44.0   \n",
              "98                0.9   146.0        3.5        14.1                48.0   \n",
              "99                0.7   147.0        4.7        13.5                46.0   \n",
              "100               1.2   142.0        4.0        17.7                46.0   \n",
              "101               0.5   139.0        4.8        14.2                48.0   \n",
              "102               0.9   141.0        4.9        14.0                52.0   \n",
              "103               0.8   147.0        3.5        17.8                44.0   \n",
              "104               0.5   136.0        3.5        13.3                48.0   \n",
              "105               1.1   142.0        4.5        14.3                43.0   \n",
              "106               0.9   150.0        5.0        13.4                41.0   \n",
              "107               0.5   138.0        4.2        15.0                50.0   \n",
              "108               0.8   135.0        4.1        16.2                50.0   \n",
              "109               0.7   150.0        3.3        14.4                42.0   \n",
              "110               1.2   138.0        4.3        13.5                42.0   \n",
              "111               1.0   144.0        5.0        17.8                43.0   \n",
              "112               0.5   147.0        3.5        13.6                44.0   \n",
              "113               0.9   139.0        3.3        17.5                40.0   \n",
              "114               1.1   141.0        4.9        15.0                48.0   \n",
              "115               0.6   150.0        5.0        13.6                51.0   \n",
              "116               0.4   147.0        4.7        14.6                41.0   \n",
              "117               0.8   145.0        5.0        15.0                52.0   \n",
              "118               0.5   144.0        4.8        17.1                47.0   \n",
              "119               1.1   140.0        3.6        13.6                42.0   \n",
              "120               1.2   138.0        3.5        13.0                45.0   \n",
              "121               0.6   147.0        3.7        17.2                53.0   \n",
              "122               0.5   135.0        3.9        14.7                43.0   \n",
              "123               0.7   138.0        3.5        13.7                54.0   \n",
              "124               1.1   144.0        5.0        15.0                40.0   \n",
              "125               0.7   137.0        3.5        14.8                45.0   \n",
              "126               0.5   141.0        3.6        15.0                46.0   \n",
              "127               1.1   139.0        3.8        17.4                50.0   \n",
              "128               0.7   146.0        5.0        14.9                45.0   \n",
              "129               0.8   144.0        3.5        13.6                46.0   \n",
              "130               1.2   139.0        3.7        16.2                50.0   \n",
              "131               0.5   145.0        5.0        17.6                51.0   \n",
              "132               0.9   150.0        4.9        15.0                52.0   \n",
              "133               1.0   142.0        3.6        13.7                47.0   \n",
              "134               1.2   146.0        3.6        16.3                40.0   \n",
              "135               0.5   143.0        4.5        15.1                48.0   \n",
              "136               1.1   147.0        3.5        16.4                53.0   \n",
              "137               0.7   145.0        4.8        13.8                49.0   \n",
              "138               0.6   138.0        3.5        16.1                50.0   \n",
              "139               1.1   139.0        3.5        15.3                54.0   \n",
              "140               0.8   137.0        5.0        16.8                51.0   \n",
              "141               0.7   141.0        4.9        13.9                49.0   \n",
              "142               1.1   150.0        4.7        15.4                42.0   \n",
              "143               0.6   146.0        4.9        16.5                52.0   \n",
              "144               0.5   142.0        3.5        16.4                43.0   \n",
              "145               0.9   136.0        3.9        16.7                50.0   \n",
              "146               1.2   144.0        3.7        15.5                46.0   \n",
              "147               0.7   140.0        5.0        17.0                52.0   \n",
              "148               0.8   135.0        3.7        15.0                52.0   \n",
              "149               1.1   142.0        4.1        15.6                44.0   \n",
              "150               1.2   147.0        4.3        14.8                46.0   \n",
              "151               0.7   141.0        4.4        13.0                54.0   \n",
              "152               0.8   139.0        5.0        14.1                45.0   \n",
              "153               0.5   150.0        4.9        15.7                47.0   \n",
              "154               1.2   141.0        3.5        16.5                54.0   \n",
              "155               0.6   137.0        4.4        15.8                49.0   \n",
              "156               1.0   135.0        4.9        14.2                51.0   \n",
              "157               1.1   141.0        3.5        15.8                53.0   \n",
              "\n",
              "     White Blood Cell Count  Red Blood Cell Count  Hypertension  \\\n",
              "0                    6700.0                   3.9             1   \n",
              "1                   12100.0                   3.7             1   \n",
              "2                    4500.0                   3.8             1   \n",
              "3                   11000.0                   2.6             1   \n",
              "4                    9200.0                   3.2             1   \n",
              "5                    6900.0                   3.4             1   \n",
              "6                    9600.0                   4.1             1   \n",
              "7                   18900.0                   3.5             1   \n",
              "8                    7200.0                   4.3             1   \n",
              "9                   14600.0                   3.2             1   \n",
              "10                   6400.0                   3.4             1   \n",
              "11                   6200.0                   4.0            -1   \n",
              "12                   3800.0                   2.1             1   \n",
              "13                   9800.0                   4.2             1   \n",
              "14                  12500.0                   5.6            -1   \n",
              "15                   5600.0                   3.6             1   \n",
              "16                   7000.0                   3.2             1   \n",
              "17                  15200.0                   4.3             1   \n",
              "18                   5000.0                   2.9             1   \n",
              "19                  16300.0                   2.7            -1   \n",
              "20                   8400.0                   8.0             1   \n",
              "21                  10500.0                   4.1            -1   \n",
              "22                  15200.0                   3.0             1   \n",
              "23                  14600.0                   2.9             1   \n",
              "24                   7900.0                   3.9             1   \n",
              "25                  10900.0                   4.3            -1   \n",
              "26                  12800.0                   3.1             1   \n",
              "27                  12400.0                   3.9            -1   \n",
              "28                  19100.0                   3.7            -1   \n",
              "29                   7500.0                   3.4             1   \n",
              "30                  16700.0                   4.8            -1   \n",
              "31                   9600.0                   3.5             1   \n",
              "32                  26400.0                   3.9             1   \n",
              "33                   9800.0                   3.9             1   \n",
              "34                   8800.0                   3.4             1   \n",
              "35                   7400.0                   3.7             1   \n",
              "36                  12000.0                   4.5             1   \n",
              "37                   7500.0                   3.4             1   \n",
              "38                  15700.0                   3.8            -1   \n",
              "39                  11500.0                   3.3             1   \n",
              "40                   5000.0                   2.5             1   \n",
              "41                  10200.0                   4.1             1   \n",
              "42                   5400.0                   2.1             1   \n",
              "43                  10400.0                   4.5            -1   \n",
              "44                   9800.0                   5.0            -1   \n",
              "45                   9100.0                   4.7            -1   \n",
              "46                   6200.0                   6.2            -1   \n",
              "47                   8300.0                   5.2            -1   \n",
              "48                   9200.0                   6.3            -1   \n",
              "49                  10700.0                   5.1            -1   \n",
              "50                   9100.0                   5.8            -1   \n",
              "51                   8400.0                   5.5            -1   \n",
              "52                   4300.0                   5.2            -1   \n",
              "53                   9400.0                   5.3            -1   \n",
              "54                   5600.0                   4.9            -1   \n",
              "55                   7200.0                   5.4            -1   \n",
              "56                   8600.0                   5.2            -1   \n",
              "57                   5000.0                   4.5            -1   \n",
              "58                  10500.0                   5.0            -1   \n",
              "59                   6800.0                   5.3            -1   \n",
              "60                   9500.0                   4.8            -1   \n",
              "61                   6900.0                   5.3            -1   \n",
              "62                   7200.0                   5.0            -1   \n",
              "63                   9000.0                   4.5            -1   \n",
              "64                   5600.0                   5.5            -1   \n",
              "65                   4700.0                   4.6            -1   \n",
              "66                   6300.0                   4.8            -1   \n",
              "67                   9400.0                   6.4            -1   \n",
              "68                   5800.0                   5.6            -1   \n",
              "69                   9100.0                   6.0            -1   \n",
              "70                   5500.0                   4.8            -1   \n",
              "71                   6700.0                   6.0            -1   \n",
              "72                   5300.0                   5.9            -1   \n",
              "73                   9800.0                   6.0            -1   \n",
              "74                   7100.0                   5.3            -1   \n",
              "75                   7000.0                   5.7            -1   \n",
              "76                  10200.0                   5.0            -1   \n",
              "77                   6300.0                   5.9            -1   \n",
              "78                   8600.0                   4.9            -1   \n",
              "79                  11000.0                   4.7            -1   \n",
              "80                   7200.0                   5.0            -1   \n",
              "81                   6200.0                   4.5            -1   \n",
              "82                   9100.0                   5.2            -1   \n",
              "83                   4300.0                   5.7            -1   \n",
              "84                   7900.0                   4.5            -1   \n",
              "85                   6900.0                   4.9            -1   \n",
              "86                  11000.0                   5.4            -1   \n",
              "87                   7500.0                   5.6            -1   \n",
              "88                   8200.0                   4.8            -1   \n",
              "89                   9400.0                   4.7            -1   \n",
              "90                   8100.0                   4.9            -1   \n",
              "91                   7000.0                   5.3            -1   \n",
              "92                  10400.0                   6.2            -1   \n",
              "93                   9600.0                   4.8            -1   \n",
              "94                   7800.0                   4.5            -1   \n",
              "95                   6700.0                   6.5            -1   \n",
              "96                   8300.0                   5.2            -1   \n",
              "97                  10700.0                   5.8            -1   \n",
              "98                   7800.0                   5.1            -1   \n",
              "99                   6700.0                   4.5            -1   \n",
              "100                  4300.0                   5.5            -1   \n",
              "101                 10700.0                   5.6            -1   \n",
              "102                  7500.0                   6.2            -1   \n",
              "103                  4700.0                   4.5            -1   \n",
              "104                  7000.0                   4.9            -1   \n",
              "105                  6700.0                   5.9            -1   \n",
              "106                  7300.0                   4.7            -1   \n",
              "107                  7700.0                   6.3            -1   \n",
              "108                  5500.0                   5.7            -1   \n",
              "109                  8100.0                   4.7            -1   \n",
              "110                  7900.0                   6.4            -1   \n",
              "111                  7200.0                   5.5            -1   \n",
              "112                  7300.0                   6.4            -1   \n",
              "113                  9900.0                   4.7            -1   \n",
              "114                  7000.0                   5.2            -1   \n",
              "115                  5800.0                   4.5            -1   \n",
              "116                  6800.0                   5.1            -1   \n",
              "117                  6300.0                   4.6            -1   \n",
              "118                  7400.0                   6.1            -1   \n",
              "119                 11000.0                   4.9            -1   \n",
              "120                  5200.0                   5.6            -1   \n",
              "121                  6000.0                   4.5            -1   \n",
              "122                  5800.0                   6.2            -1   \n",
              "123                  5400.0                   5.8            -1   \n",
              "124                 10300.0                   4.8            -1   \n",
              "125                  9300.0                   4.7            -1   \n",
              "126                 10500.0                   5.3            -1   \n",
              "127                  6700.0                   6.1            -1   \n",
              "128                  9400.0                   5.9            -1   \n",
              "129                 10300.0                   4.8            -1   \n",
              "130                  9300.0                   5.4            -1   \n",
              "131                  6500.0                   5.0            -1   \n",
              "132                 10500.0                   5.5            -1   \n",
              "133                  9200.0                   4.9            -1   \n",
              "134                  8000.0                   6.4            -1   \n",
              "135                  9700.0                   5.6            -1   \n",
              "136                  9100.0                   5.2            -1   \n",
              "137                  6400.0                   4.8            -1   \n",
              "138                  5400.0                   5.7            -1   \n",
              "139                  6500.0                   4.9            -1   \n",
              "140                  6000.0                   6.5            -1   \n",
              "141                  5100.0                   5.0            -1   \n",
              "142                 11000.0                   4.5            -1   \n",
              "143                  8000.0                   5.1            -1   \n",
              "144                  5700.0                   6.5            -1   \n",
              "145                  6200.0                   5.2            -1   \n",
              "146                  9500.0                   6.4            -1   \n",
              "147                  7200.0                   5.8            -1   \n",
              "148                  6300.0                   5.3            -1   \n",
              "149                  5800.0                   6.3            -1   \n",
              "150                  6600.0                   5.5            -1   \n",
              "151                  7400.0                   5.4            -1   \n",
              "152                  9500.0                   4.6            -1   \n",
              "153                  6700.0                   4.9            -1   \n",
              "154                  7800.0                   6.2            -1   \n",
              "155                  6600.0                   5.4            -1   \n",
              "156                  7200.0                   5.9            -1   \n",
              "157                  6800.0                   6.1            -1   \n",
              "\n",
              "     Diabetes Mellitus  Coronary Artery Disease  Appetite  Pedal Edema  Anemia  \n",
              "0                   -1                       -1        -1            1       1  \n",
              "1                    1                       -1        -1           -1       1  \n",
              "2                    1                       -1        -1            1      -1  \n",
              "3                    1                        1        -1            1      -1  \n",
              "4                    1                        1        -1            1       1  \n",
              "5                   -1                       -1         1           -1       1  \n",
              "6                    1                        1         1            1      -1  \n",
              "7                    1                       -1         1            1      -1  \n",
              "8                    1                        1         1           -1      -1  \n",
              "9                    1                       -1         1           -1      -1  \n",
              "10                  -1                       -1         1           -1      -1  \n",
              "11                   1                       -1         1            1      -1  \n",
              "12                  -1                       -1        -1            1       1  \n",
              "13                  -1                        1         1           -1      -1  \n",
              "14                  -1                       -1         1           -1      -1  \n",
              "15                   1                        1         1           -1      -1  \n",
              "16                   1                        1        -1           -1      -1  \n",
              "17                   1                       -1        -1            1      -1  \n",
              "18                   1                       -1         1           -1       1  \n",
              "19                  -1                       -1        -1            1       1  \n",
              "20                  -1                       -1         1           -1      -1  \n",
              "21                  -1                       -1         1           -1      -1  \n",
              "22                  -1                       -1        -1           -1       1  \n",
              "23                   1                       -1        -1            1       1  \n",
              "24                   1                       -1         1           -1      -1  \n",
              "25                   1                       -1        -1           -1      -1  \n",
              "26                  -1                       -1        -1           -1       1  \n",
              "27                  -1                       -1         1           -1       1  \n",
              "28                  -1                       -1         1           -1      -1  \n",
              "29                   1                       -1        -1            1      -1  \n",
              "30                  -1                       -1        -1           -1      -1  \n",
              "31                   1                       -1        -1            1       1  \n",
              "32                   1                       -1        -1            1      -1  \n",
              "33                   1                        1         1           -1       1  \n",
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              "156                 -1                       -1         1           -1      -1  \n",
              "157                 -1                       -1         1           -1      -1  "
            ]
          },
          "execution_count": 2,
          "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": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "%matplotlib inline\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "\n",
        "data = pd.read_csv(r\"C:\\Users\\Hassan\\Downloads\\ckd_clean.csv\")\n",
        "\n",
        "data.head()\n",
        "\n",
        "data.isna().sum()\n",
        "\n",
        "cat_data=data.columns[data.dtypes=='object']\n",
        "cat_data=data[cat_data]\n",
        "num_df1=data.columns[data.dtypes=='float64']\n",
        "num_df2=data.columns[data.dtypes=='int64']\n",
        "num_df=list(num_df1)+list(num_df2)\n",
        "num_df=data[num_df]\n",
        "\n",
        "cat_data\n",
        "\n",
        "liste_all = []\n",
        "\n",
        "for column in cat_data:\n",
        "    liste = []\n",
        "    for value in cat_data[column]:\n",
        "        try:\n",
        "            float(value)\n",
        "        except ValueError:\n",
        "            liste.append(value)\n",
        "    liste_all += liste\n",
        "set(liste_all)\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "pd.set_option('display.max_rows', None)\n",
        "pd.set_option('display.max_columns', None)\n",
        "pd.set_option('display.width', None)\n",
        "\n",
        "\n",
        "data.head()\n",
        "\n",
        "\n",
        "'''\n",
        "for i in num_df:\n",
        "    num_df[i].fillna(num_df[i].mean(),inplace=True)\n",
        "for i in cat_data:\n",
        "    cat_data[i].fillna(cat_data[i].mode()[0],inplace=True)\n",
        "'''\n",
        "\n",
        "\n",
        "np.unique(cat_data)\n",
        "\n",
        "new_values = {'yes': 1,'no':-1, 'abnormal':-1, 'normal':1, 'good':1, 'poor':-1,'present':1, 'notpresent':-1}\n",
        "data.replace(new_values, inplace=True)\n",
        "\n",
        "y=pd.Series(data.Class)\n",
        "data.drop('Class',axis=1,inplace=True)\n",
        "\n",
        "sns.histplot(y);\n",
        "\n",
        "data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a168e738",
      "metadata": {
        "id": "a168e738",
        "outputId": "e73d691d-5eac-476d-8184-a0939c2afc45"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "24"
            ]
          },
          "execution_count": 3,
          "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": [
        "sc = StandardScaler()\n",
        "norm = sc.fit_transform(data)\n",
        "\n",
        "model = PCA()\n",
        "coord_acp = model.fit_transform(norm)\n",
        "\n",
        "plt.plot(model.explained_variance_)\n",
        "y.shape\n",
        "coord_acp.shape\n",
        "model.n_components_\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "caa13a17",
      "metadata": {
        "id": "caa13a17",
        "outputId": "fa141f1c-01cd-4e52-8dad-dacdbecf689e"
      },
      "outputs": [
        {
          "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": [
        "acp_data=pd.DataFrame({'axe1' : coord_acp[:,0],'axe2' : coord_acp[:,1], 'y': y})\n",
        "\n",
        "sns.scatterplot(x='axe1', y='axe2', hue=y, data=acp_data);\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "3996411f",
      "metadata": {
        "id": "3996411f",
        "outputId": "a6bfabff-1fa5-45b6-f542-c9723761eafa"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "'\\nvariable plus corrélée positivement au premier axe : blood glucose random\\nvariable plus corrélée neg au premier axe : red blood cells\\nvariable plus corrélée positivement au deuxieme axe : pus cell\\nvariable plus corrélée neg au deuxieme axe : sugar\\nLes quatre variables de data ont donc une grande part de représentation dans les axes AXE 1 et AXE 2 où elles sont projetées\\n'"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "racine_valeurs_propres = np.sqrt(model.explained_variance_)\n",
        "corvar = np.zeros((24, 24))\n",
        "for k in range(24):\n",
        "    corvar[:, k] = model.components_[:, k] * racine_valeurs_propres[k]\n",
        "\n",
        "# Délimitation de la figure\n",
        "fig, axes = plt.subplots(figsize=(10, 10))\n",
        "axes.set_xlim(-2, 2)\n",
        "axes.set_ylim(-2, 2)\n",
        "\n",
        "# Affichage des variables\n",
        "for j in range(24):\n",
        "    plt.annotate(data.columns[j], (corvar[j, 0], corvar[j, 1]), color='#091158')\n",
        "    plt.arrow(0, 0, corvar[j, 0]*0.6, corvar[j, 1]*0.6, alpha=0.5, head_width=0.03, color='b')\n",
        "\n",
        "# Ajout des axes\n",
        "plt.plot([-2, 2], [0, 0], color='silver', linestyle='-', linewidth=1)\n",
        "plt.plot([0, 0], [-2, 2], color='silver', linestyle='-', linewidth=1)\n",
        "\n",
        "# Cercle et légendes\n",
        "cercle = plt.Circle((0, 0), 2, color='#16E4CA', fill=False)\n",
        "axes.add_artist(cercle)\n",
        "plt.xlabel('AXE 1')\n",
        "plt.ylabel('AXE 2');\n",
        "\n",
        "\n",
        "'''\n",
        "variable plus corrélée positivement au premier axe : blood glucose random\n",
        "variable plus corrélée neg au premier axe : red blood cells\n",
        "variable plus corrélée positivement au deuxieme axe : pus cell\n",
        "variable plus corrélée neg au deuxieme axe : sugar\n",
        "Les quatre variables de data ont donc une grande part de représentation dans les axes AXE 1 et AXE 2 où elles sont projetées\n",
        "'''\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "806ad32b",
      "metadata": {
        "id": "806ad32b",
        "outputId": "1fda6781-d8a3-407f-8ace-992a5a62802d"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='axe1', ylabel='axe2'>"
            ]
          },
          "execution_count": 6,
          "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": [
        "'''\n",
        "À présent, nous allons nous intéresser à un autre type de représentation vu lors des exercices faits précédemment:\n",
        "L'algorithme du T-SNE.\n",
        "Dans l'ordre :\n",
        "Créer une instance de la classe TSNE.\n",
        "\n",
        "Appliquer la T-SNE aux données norm.\n",
        "\n",
        "Stocker dans un nouveau DataFrame nommé coord_TSNE les 2 premières coordonnées de chaque pointobtenues par TSNE ainsi que la variable cible.\n",
        "\n",
        "Afficher dans un nuage de points chaque individu coloré en fonction de la variable cible.\n",
        "\n",
        "'''\n",
        "\n",
        "from sklearn.manifold import TSNE\n",
        "tsne = TSNE()\n",
        "data_tsne = tsne.fit_transform(norm)\n",
        "coord_TSNE = pd.DataFrame({'axe1': data_tsne[:,0], 'axe2' : data_tsne[:,1], 'target': y})\n",
        "\n",
        "sns.scatterplot('axe1','axe2', data=coord_TSNE, hue='target')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "9a6074bb",
      "metadata": {
        "id": "9a6074bb",
        "outputId": "787fe3ad-fc7e-4bcb-8d54-c133844f2ee2"
      },
      "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>PC1</th>\n",
              "      <th>PC2</th>\n",
              "      <th>predictions</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>5.727301</td>\n",
              "      <td>-3.535096</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>6.205816</td>\n",
              "      <td>-3.283717</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>6.080082</td>\n",
              "      <td>1.198901</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>8.373242</td>\n",
              "      <td>1.555314</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>7.044920</td>\n",
              "      <td>-0.523491</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        PC1       PC2  predictions\n",
              "0  5.727301 -3.535096            1\n",
              "1  6.205816 -3.283717            1\n",
              "2  6.080082  1.198901            1\n",
              "3  8.373242  1.555314            1\n",
              "4  7.044920 -0.523491            1"
            ]
          },
          "execution_count": 7,
          "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": [
        "'''\n",
        "Dans notre cas, nous avons le diagnostic final du patient.\n",
        "Dans certains cas, cette variable n'est pas disponible.\n",
        "Il faut alors déterminer quel point appartient à quel groupe. Pour cela, nous utilisons l'algorithmedes K-moyennes.\n",
        "\n",
        "Créer une instance de la classe KMeans avec le nombre de clusters qui vous semble juste.\n",
        "\n",
        "Ajuster le modèle au données coord_acp.\n",
        "\n",
        "Récupérer les predictions réalisées par l'algorithme.\n",
        "\n",
        "Stocker dans un nouveau DataFrame les coordonnées de chaque point sur les 2 premières composantes principales ainsi que la prédiction associée.\n",
        "\n",
        "Afficher les résultats sur un graphe.\n",
        "\n",
        "\n",
        "\n",
        "'''\n",
        "\n",
        "from sklearn.cluster import KMeans\n",
        "kmeans = KMeans(n_clusters = 2)\n",
        "kmeans.fit(coord_acp)\n",
        "pred = kmeans.predict(coord_acp)\n",
        "\n",
        "pred\n",
        "\n",
        "coord_acp_kmeans = pd.DataFrame({'PC1' : coord_acp[:,0], 'PC2' : coord_acp[:,1], 'predictions' : pred})\n",
        "\n",
        "sns.scatterplot(data = coord_acp_kmeans, x='PC1',y='PC2', hue='predictions')\n",
        "\n",
        "coord_acp_kmeans.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "459befdf",
      "metadata": {
        "id": "459befdf",
        "outputId": "5134d6d7-eb0a-4436-8392-3c24ec916a18"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0    120\n",
              "1     38\n",
              "Name: predictions, dtype: int64"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "\n",
        "'''\n",
        "Afficher le nombre de patients appartenant à chacun des groupes obtenus par le K-Means\n",
        "'''\n",
        "\n",
        "coord_acp_kmeans['predictions'].value_counts()\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4527c8f0",
      "metadata": {
        "id": "4527c8f0",
        "outputId": "85da4259-fc0a-417a-9071-c74dad36421c"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='PC1', ylabel='PC2'>"
            ]
          },
          "execution_count": 10,
          "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": [
        "\n",
        "\"\"\"\n",
        "\n",
        "Comme dans le cas précédent, nous allons appliquer l'algorithme des K-Means sur les coordonnées calculées par le T-SNE.\n",
        "\n",
        "Créer une instance de la classe KMeans avec le nombre de clusters qui vous semble juste.\n",
        "\n",
        "Ajuster le modèle au données coord_TSNE.\n",
        "\n",
        "Récupérer les predictions réalisées par l'algorithme.\n",
        "\n",
        "Stocker dans un nouveau DataFrame les coordonnées de chaque point sur les 2 premières composantesprincipales ainsi que la prédiction associée.\n",
        "\n",
        "Afficher les résultats sur un nuage de points.\n",
        "\"\"\"\n",
        "\n",
        "kmeans2 = KMeans(n_clusters = 2)\n",
        "kmeans2.fit(coord_TSNE)\n",
        "pred = kmeans2.predict(coord_TSNE)\n",
        "\n",
        "coord_tsne_kmeans = pd.DataFrame({'PC1' : coord_TSNE['axe1'], 'PC2' : coord_TSNE['axe2'], 'predictions' : pred})\n",
        "\n",
        "sns.scatterplot('PC1','PC2', data = coord_tsne_kmeans, hue='predictions')\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a19e0aec",
      "metadata": {
        "id": "a19e0aec"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "b7dbcb01",
      "metadata": {
        "id": "b7dbcb01"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (p3workshop)",
      "language": "python",
      "name": "p3workshop"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.13"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}