colorectal_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The clinical file dimensions: 3544 by 630\n"
     ]
    },
    {
     "data": {
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       "      <th>41.75.0.42</th>\n",
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       "      <th>132.68.0.1</th>\n",
       "      <th>132.68.0.2</th>\n",
       "      <th>132.68.0.3</th>\n",
       "      <th>132.68.0.4</th>\n",
       "      <th>132.68.0.5</th>\n",
       "      <th>132.68.0.6</th>\n",
       "      <th>132.68.0.7</th>\n",
       "      <th>132.68.0.8</th>\n",
       "      <th>132.68.0.9</th>\n",
       "      <th>132.68.0.10</th>\n",
       "      <th>132.68.0.11</th>\n",
       "      <th>172.66.0</th>\n",
       "      <th>154.66.0.1</th>\n",
       "      <th>154.66.0.2</th>\n",
       "      <th>154.66.0.3</th>\n",
       "      <th>154.66.0.4</th>\n",
       "      <th>154.66.0.5</th>\n",
       "      <th>154.66.0.6</th>\n",
       "      <th>154.66.0.7</th>\n",
       "      <th>154.66.0.8</th>\n",
       "      <th>154.66.0.9</th>\n",
       "      <th>154.66.0.10</th>\n",
       "      <th>154.66.0.11</th>\n",
       "      <th>123.71.0.20</th>\n",
       "      <th>123.71.0.21</th>\n",
       "      <th>123.71.0.22</th>\n",
       "      <th>116.74.0.36</th>\n",
       "      <th>123.71.0.23</th>\n",
       "      <th>123.71.0.24</th>\n",
       "      <th>138.75.0.38</th>\n",
       "      <th>138.75.0.39</th>\n",
       "      <th>138.75.0.40</th>\n",
       "      <th>138.75.0.41</th>\n",
       "      <th>138.75.0.42</th>\n",
       "      <th>138.75.0.43</th>\n",
       "      <th>138.75.0.44</th>\n",
       "      <th>157.68.0.25</th>\n",
       "      <th>157.68.0.26</th>\n",
       "      <th>157.68.0.27</th>\n",
       "      <th>116.74.0.37</th>\n",
       "      <th>116.74.0.38</th>\n",
       "      <th>116.74.0.39</th>\n",
       "      <th>123.71.0.25</th>\n",
       "      <th>116.74.0.40</th>\n",
       "      <th>123.71.0.26</th>\n",
       "      <th>157.68.0.28</th>\n",
       "      <th>123.71.0.27</th>\n",
       "      <th>116.74.0.41</th>\n",
       "      <th>138.75.0.45</th>\n",
       "      <th>116.74.0.42</th>\n",
       "      <th>116.74.0.43</th>\n",
       "      <th>116.74.0.44</th>\n",
       "      <th>116.74.0.45</th>\n",
       "      <th>116.74.0.46</th>\n",
       "      <th>116.74.0.47</th>\n",
       "      <th>123.71.0.28</th>\n",
       "      <th>123.71.0.29</th>\n",
       "      <th>300.53.0.8</th>\n",
       "      <th>385.40.0.4</th>\n",
       "      <th>300.53.0.9</th>\n",
       "      <th>385.40.0.5</th>\n",
       "      <th>385.40.0.6</th>\n",
       "      <th>385.40.0.7</th>\n",
       "      <th>422.35.0.6</th>\n",
       "      <th>422.35.0.7</th>\n",
       "      <th>300.53.0.10</th>\n",
       "      <th>300.53.0.11</th>\n",
       "      <th>300.53.0.12</th>\n",
       "      <th>300.53.0.13</th>\n",
       "      <th>300.53.0.14</th>\n",
       "      <th>422.35.0.8</th>\n",
       "      <th>385.40.0.8</th>\n",
       "      <th>385.40.0.9</th>\n",
       "      <th>385.40.0.10</th>\n",
       "      <th>422.35.0.9</th>\n",
       "      <th>122.63.0.3</th>\n",
       "      <th>42.80.0.3</th>\n",
       "      <th>122.63.0.4</th>\n",
       "      <th>42.80.0.4</th>\n",
       "      <th>42.80.0.5</th>\n",
       "      <th>122.63.0.5</th>\n",
       "      <th>42.80.0.6</th>\n",
       "      <th>122.63.0.6</th>\n",
       "      <th>46.78.0.3</th>\n",
       "      <th>122.63.0.7</th>\n",
       "      <th>102.63.0</th>\n",
       "      <th>139.68.0.1</th>\n",
       "      <th>139.68.0.2</th>\n",
       "      <th>139.68.0.3</th>\n",
       "      <th>411.37.0</th>\n",
       "      <th>411.37.0.1</th>\n",
       "      <th>411.37.0.2</th>\n",
       "      <th>42.80.0.7</th>\n",
       "      <th>42.80.0.8</th>\n",
       "      <th>42.80.0.9</th>\n",
       "      <th>42.80.0.10</th>\n",
       "      <th>42.80.0.11</th>\n",
       "      <th>42.80.0.12</th>\n",
       "      <th>42.80.0.13</th>\n",
       "      <th>42.80.0.14</th>\n",
       "      <th>42.80.0.15</th>\n",
       "      <th>122.63.0.8</th>\n",
       "      <th>122.63.0.9</th>\n",
       "      <th>42.80.0.16</th>\n",
       "      <th>42.80.0.17</th>\n",
       "      <th>42.80.0.18</th>\n",
       "      <th>42.80.0.19</th>\n",
       "      <th>42.80.0.20</th>\n",
       "      <th>42.80.0.21</th>\n",
       "      <th>42.80.0.22</th>\n",
       "      <th>42.80.0.23</th>\n",
       "      <th>42.80.0.24</th>\n",
       "      <th>42.80.0.25</th>\n",
       "      <th>122.63.0.10</th>\n",
       "      <th>42.80.0.26</th>\n",
       "      <th>42.80.0.27</th>\n",
       "      <th>42.80.0.28</th>\n",
       "      <th>122.63.0.11</th>\n",
       "      <th>102.63.0.1</th>\n",
       "      <th>102.63.0.2</th>\n",
       "      <th>42.80.0.29</th>\n",
       "      <th>42.80.0.30</th>\n",
       "      <th>42.80.0.31</th>\n",
       "      <th>42.80.0.32</th>\n",
       "      <th>42.80.0.33</th>\n",
       "      <th>46.78.0.4</th>\n",
       "      <th>46.78.0.5</th>\n",
       "      <th>46.78.0.6</th>\n",
       "      <th>46.78.0.7</th>\n",
       "      <th>46.78.0.8</th>\n",
       "      <th>46.78.0.9</th>\n",
       "      <th>46.78.0.10</th>\n",
       "      <th>46.78.0.11</th>\n",
       "      <th>46.78.0.12</th>\n",
       "      <th>46.78.0.13</th>\n",
       "      <th>46.78.0.14</th>\n",
       "      <th>46.78.0.15</th>\n",
       "      <th>46.78.0.16</th>\n",
       "      <th>46.78.0.17</th>\n",
       "      <th>46.78.0.18</th>\n",
       "      <th>46.78.0.19</th>\n",
       "      <th>46.78.0.20</th>\n",
       "      <th>122.63.0.12</th>\n",
       "      <th>122.63.0.13</th>\n",
       "      <th>43.70.0.5</th>\n",
       "      <th>43.70.0.6</th>\n",
       "      <th>43.70.0.7</th>\n",
       "      <th>43.70.0.8</th>\n",
       "      <th>43.70.0.9</th>\n",
       "      <th>43.70.0.10</th>\n",
       "      <th>43.70.0.11</th>\n",
       "      <th>43.70.0.12</th>\n",
       "      <th>67.74.0</th>\n",
       "      <th>67.74.0.1</th>\n",
       "      <th>67.74.0.2</th>\n",
       "      <th>43.70.0.13</th>\n",
       "      <th>67.74.0.3</th>\n",
       "      <th>43.70.0.14</th>\n",
       "      <th>67.74.0.4</th>\n",
       "      <th>43.70.0.15</th>\n",
       "      <th>43.70.0.16</th>\n",
       "      <th>67.74.0.5</th>\n",
       "      <th>139.68.0.4</th>\n",
       "      <th>139.68.0.5</th>\n",
       "      <th>139.68.0.6</th>\n",
       "      <th>139.68.0.7</th>\n",
       "      <th>139.68.0.8</th>\n",
       "      <th>158.63.0</th>\n",
       "      <th>158.63.0.1</th>\n",
       "      <th>139.68.0.9</th>\n",
       "      <th>139.68.0.10</th>\n",
       "      <th>139.68.0.11</th>\n",
       "      <th>139.68.0.12</th>\n",
       "      <th>139.68.0.13</th>\n",
       "      <th>139.68.0.14</th>\n",
       "      <th>122.63.0.14</th>\n",
       "      <th>102.63.0.3</th>\n",
       "      <th>102.63.0.4</th>\n",
       "      <th>122.63.0.15</th>\n",
       "      <th>122.63.0.16</th>\n",
       "      <th>102.63.0.5</th>\n",
       "      <th>102.63.0.6</th>\n",
       "      <th>158.63.0.2</th>\n",
       "      <th>102.63.0.7</th>\n",
       "      <th>102.63.0.8</th>\n",
       "      <th>102.63.0.9</th>\n",
       "      <th>102.63.0.10</th>\n",
       "      <th>102.63.0.11</th>\n",
       "      <th>139.68.0.15</th>\n",
       "      <th>139.68.0.16</th>\n",
       "      <th>139.68.0.17</th>\n",
       "      <th>139.68.0.18</th>\n",
       "      <th>133.67.0</th>\n",
       "      <th>133.67.0.1</th>\n",
       "      <th>133.67.0.2</th>\n",
       "      <th>133.67.0.3</th>\n",
       "      <th>133.67.0.4</th>\n",
       "      <th>133.67.0.5</th>\n",
       "      <th>133.67.0.6</th>\n",
       "      <th>102.63.0.12</th>\n",
       "      <th>102.63.0.13</th>\n",
       "      <th>122.63.0.17</th>\n",
       "      <th>122.63.0.18</th>\n",
       "      <th>122.63.0.19</th>\n",
       "      <th>122.63.0.20</th>\n",
       "      <th>122.63.0.21</th>\n",
       "      <th>122.63.0.22</th>\n",
       "      <th>122.63.0.23</th>\n",
       "      <th>122.63.0.24</th>\n",
       "      <th>122.63.0.25</th>\n",
       "      <th>158.63.0.3</th>\n",
       "      <th>158.63.0.4</th>\n",
       "      <th>158.63.0.5</th>\n",
       "      <th>158.63.0.6</th>\n",
       "      <th>158.63.0.7</th>\n",
       "      <th>158.63.0.8</th>\n",
       "      <th>158.63.0.9</th>\n",
       "      <th>158.63.0.10</th>\n",
       "      <th>122.63.0.26</th>\n",
       "      <th>122.63.0.27</th>\n",
       "      <th>139.68.0.19</th>\n",
       "      <th>139.68.0.20</th>\n",
       "      <th>139.13.0</th>\n",
       "      <th>139.68.0.21</th>\n",
       "      <th>139.68.0.22</th>\n",
       "      <th>139.68.0.23</th>\n",
       "      <th>158.63.0.11</th>\n",
       "      <th>158.63.0.12</th>\n",
       "      <th>158.63.0.13</th>\n",
       "      <th>158.63.0.14</th>\n",
       "      <th>139.68.0.24</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>admin.disease_code</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>coad</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "      <td>read</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>patient.age_at_initial_pathologic_diagnosis</td>\n",
       "      <td>68</td>\n",
       "      <td>73</td>\n",
       "      <td>70</td>\n",
       "      <td>79</td>\n",
       "      <td>66</td>\n",
       "      <td>83</td>\n",
       "      <td>77</td>\n",
       "      <td>74</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>67</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>80</td>\n",
       "      <td>75</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>62</td>\n",
       "      <td>78</td>\n",
       "      <td>72</td>\n",
       "      <td>82</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>80</td>\n",
       "      <td>47</td>\n",
       "      <td>77</td>\n",
       "      <td>68</td>\n",
       "      <td>77</td>\n",
       "      <td>85</td>\n",
       "      <td>78</td>\n",
       "      <td>53</td>\n",
       "      <td>82</td>\n",
       "      <td>74</td>\n",
       "      <td>71</td>\n",
       "      <td>83</td>\n",
       "      <td>79</td>\n",
       "      <td>68</td>\n",
       "      <td>72</td>\n",
       "      <td>70</td>\n",
       "      <td>84</td>\n",
       "      <td>73</td>\n",
       "      <td>66</td>\n",
       "      <td>70</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>73</td>\n",
       "      <td>84</td>\n",
       "      <td>58</td>\n",
       "      <td>51</td>\n",
       "      <td>79</td>\n",
       "      <td>68</td>\n",
       "      <td>55</td>\n",
       "      <td>81</td>\n",
       "      <td>71</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>69</td>\n",
       "      <td>76</td>\n",
       "      <td>60</td>\n",
       "      <td>73</td>\n",
       "      <td>58</td>\n",
       "      <td>77</td>\n",
       "      <td>78</td>\n",
       "      <td>53</td>\n",
       "      <td>60</td>\n",
       "      <td>67</td>\n",
       "      <td>72</td>\n",
       "      <td>55</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>75</td>\n",
       "      <td>86</td>\n",
       "      <td>64</td>\n",
       "      <td>68</td>\n",
       "      <td>62</td>\n",
       "      <td>73</td>\n",
       "      <td>74</td>\n",
       "      <td>72</td>\n",
       "      <td>67</td>\n",
       "      <td>61</td>\n",
       "      <td>67</td>\n",
       "      <td>42</td>\n",
       "      <td>74</td>\n",
       "      <td>40</td>\n",
       "      <td>76</td>\n",
       "      <td>85</td>\n",
       "      <td>82</td>\n",
       "      <td>71</td>\n",
       "      <td>78</td>\n",
       "      <td>75</td>\n",
       "      <td>43</td>\n",
       "      <td>73</td>\n",
       "      <td>72</td>\n",
       "      <td>57</td>\n",
       "      <td>75</td>\n",
       "      <td>48</td>\n",
       "      <td>81</td>\n",
       "      <td>53</td>\n",
       "      <td>73</td>\n",
       "      <td>71</td>\n",
       "      <td>62</td>\n",
       "      <td>57</td>\n",
       "      <td>74</td>\n",
       "      <td>65</td>\n",
       "      <td>82</td>\n",
       "      <td>73</td>\n",
       "      <td>80</td>\n",
       "      <td>46</td>\n",
       "      <td>80</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>61</td>\n",
       "      <td>62</td>\n",
       "      <td>31</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>69</td>\n",
       "      <td>55</td>\n",
       "      <td>59</td>\n",
       "      <td>82</td>\n",
       "      <td>65</td>\n",
       "      <td>74</td>\n",
       "      <td>43</td>\n",
       "      <td>82</td>\n",
       "      <td>34</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>59</td>\n",
       "      <td>58</td>\n",
       "      <td>75</td>\n",
       "      <td>90</td>\n",
       "      <td>55</td>\n",
       "      <td>79</td>\n",
       "      <td>73</td>\n",
       "      <td>54</td>\n",
       "      <td>70</td>\n",
       "      <td>64</td>\n",
       "      <td>81</td>\n",
       "      <td>60</td>\n",
       "      <td>81</td>\n",
       "      <td>63</td>\n",
       "      <td>57</td>\n",
       "      <td>78</td>\n",
       "      <td>63</td>\n",
       "      <td>78</td>\n",
       "      <td>54</td>\n",
       "      <td>69</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>61</td>\n",
       "      <td>81</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>68</td>\n",
       "      <td>51</td>\n",
       "      <td>42</td>\n",
       "      <td>74</td>\n",
       "      <td>68</td>\n",
       "      <td>36</td>\n",
       "      <td>53</td>\n",
       "      <td>84</td>\n",
       "      <td>60</td>\n",
       "      <td>59</td>\n",
       "      <td>67</td>\n",
       "      <td>77</td>\n",
       "      <td>65</td>\n",
       "      <td>69</td>\n",
       "      <td>77</td>\n",
       "      <td>63</td>\n",
       "      <td>75</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>84</td>\n",
       "      <td>82</td>\n",
       "      <td>65</td>\n",
       "      <td>78</td>\n",
       "      <td>41</td>\n",
       "      <td>81</td>\n",
       "      <td>66</td>\n",
       "      <td>63</td>\n",
       "      <td>67</td>\n",
       "      <td>66</td>\n",
       "      <td>51</td>\n",
       "      <td>86</td>\n",
       "      <td>74</td>\n",
       "      <td>82</td>\n",
       "      <td>74</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>59</td>\n",
       "      <td>67</td>\n",
       "      <td>72</td>\n",
       "      <td>71</td>\n",
       "      <td>78</td>\n",
       "      <td>76</td>\n",
       "      <td>45</td>\n",
       "      <td>78</td>\n",
       "      <td>83</td>\n",
       "      <td>66</td>\n",
       "      <td>84</td>\n",
       "      <td>60</td>\n",
       "      <td>87</td>\n",
       "      <td>38</td>\n",
       "      <td>65</td>\n",
       "      <td>89</td>\n",
       "      <td>77</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>58</td>\n",
       "      <td>69</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>89</td>\n",
       "      <td>75</td>\n",
       "      <td>61</td>\n",
       "      <td>84</td>\n",
       "      <td>69</td>\n",
       "      <td>76</td>\n",
       "      <td>80</td>\n",
       "      <td>70</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>80</td>\n",
       "      <td>79</td>\n",
       "      <td>75</td>\n",
       "      <td>83</td>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>50</td>\n",
       "      <td>80</td>\n",
       "      <td>46</td>\n",
       "      <td>57</td>\n",
       "      <td>75</td>\n",
       "      <td>47</td>\n",
       "      <td>72</td>\n",
       "      <td>63</td>\n",
       "      <td>76</td>\n",
       "      <td>74</td>\n",
       "      <td>80</td>\n",
       "      <td>48</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>63</td>\n",
       "      <td>59</td>\n",
       "      <td>80</td>\n",
       "      <td>68</td>\n",
       "      <td>88</td>\n",
       "      <td>67</td>\n",
       "      <td>82</td>\n",
       "      <td>68</td>\n",
       "      <td>74</td>\n",
       "      <td>70</td>\n",
       "      <td>50</td>\n",
       "      <td>82</td>\n",
       "      <td>84</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>90</td>\n",
       "      <td>65</td>\n",
       "      <td>67</td>\n",
       "      <td>76</td>\n",
       "      <td>65</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>58</td>\n",
       "      <td>62</td>\n",
       "      <td>74</td>\n",
       "      <td>51</td>\n",
       "      <td>59</td>\n",
       "      <td>68</td>\n",
       "      <td>80</td>\n",
       "      <td>69</td>\n",
       "      <td>50</td>\n",
       "      <td>63</td>\n",
       "      <td>65</td>\n",
       "      <td>47</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>74</td>\n",
       "      <td>55</td>\n",
       "      <td>54</td>\n",
       "      <td>44</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>37</td>\n",
       "      <td>71</td>\n",
       "      <td>84</td>\n",
       "      <td>82</td>\n",
       "      <td>61</td>\n",
       "      <td>49</td>\n",
       "      <td>43</td>\n",
       "      <td>51</td>\n",
       "      <td>77</td>\n",
       "      <td>72</td>\n",
       "      <td>64</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>81</td>\n",
       "      <td>69</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>54</td>\n",
       "      <td>52</td>\n",
       "      <td>56</td>\n",
       "      <td>63</td>\n",
       "      <td>65</td>\n",
       "      <td>57</td>\n",
       "      <td>46</td>\n",
       "      <td>77</td>\n",
       "      <td>46</td>\n",
       "      <td>45</td>\n",
       "      <td>68</td>\n",
       "      <td>79</td>\n",
       "      <td>48</td>\n",
       "      <td>58</td>\n",
       "      <td>81</td>\n",
       "      <td>63</td>\n",
       "      <td>71</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>45</td>\n",
       "      <td>88</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>61</td>\n",
       "      <td>47</td>\n",
       "      <td>53</td>\n",
       "      <td>34</td>\n",
       "      <td>62</td>\n",
       "      <td>58</td>\n",
       "      <td>82</td>\n",
       "      <td>39</td>\n",
       "      <td>72</td>\n",
       "      <td>68</td>\n",
       "      <td>44</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>59</td>\n",
       "      <td>36</td>\n",
       "      <td>48</td>\n",
       "      <td>74</td>\n",
       "      <td>46</td>\n",
       "      <td>74</td>\n",
       "      <td>48</td>\n",
       "      <td>57</td>\n",
       "      <td>84</td>\n",
       "      <td>67</td>\n",
       "      <td>73</td>\n",
       "      <td>77</td>\n",
       "      <td>70</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "      <td>82</td>\n",
       "      <td>75</td>\n",
       "      <td>63</td>\n",
       "      <td>58</td>\n",
       "      <td>78</td>\n",
       "      <td>83</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>73</td>\n",
       "      <td>63</td>\n",
       "      <td>69</td>\n",
       "      <td>53</td>\n",
       "      <td>75</td>\n",
       "      <td>61</td>\n",
       "      <td>68</td>\n",
       "      <td>62</td>\n",
       "      <td>80</td>\n",
       "      <td>73</td>\n",
       "      <td>64</td>\n",
       "      <td>79</td>\n",
       "      <td>45</td>\n",
       "      <td>66</td>\n",
       "      <td>49</td>\n",
       "      <td>51</td>\n",
       "      <td>77</td>\n",
       "      <td>76</td>\n",
       "      <td>57</td>\n",
       "      <td>68</td>\n",
       "      <td>65</td>\n",
       "      <td>34</td>\n",
       "      <td>80</td>\n",
       "      <td>49</td>\n",
       "      <td>67</td>\n",
       "      <td>77</td>\n",
       "      <td>69</td>\n",
       "      <td>79</td>\n",
       "      <td>71</td>\n",
       "      <td>65</td>\n",
       "      <td>68</td>\n",
       "      <td>79</td>\n",
       "      <td>80</td>\n",
       "      <td>88</td>\n",
       "      <td>82</td>\n",
       "      <td>50</td>\n",
       "      <td>67</td>\n",
       "      <td>71</td>\n",
       "      <td>68</td>\n",
       "      <td>82</td>\n",
       "      <td>75</td>\n",
       "      <td>70</td>\n",
       "      <td>60</td>\n",
       "      <td>68</td>\n",
       "      <td>78</td>\n",
       "      <td>74</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>75</td>\n",
       "      <td>50</td>\n",
       "      <td>75</td>\n",
       "      <td>63</td>\n",
       "      <td>61</td>\n",
       "      <td>51</td>\n",
       "      <td>41</td>\n",
       "      <td>51</td>\n",
       "      <td>60</td>\n",
       "      <td>78</td>\n",
       "      <td>64</td>\n",
       "      <td>60</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>51</td>\n",
       "      <td>54</td>\n",
       "      <td>52</td>\n",
       "      <td>77</td>\n",
       "      <td>70</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>70</td>\n",
       "      <td>55</td>\n",
       "      <td>69</td>\n",
       "      <td>90</td>\n",
       "      <td>54</td>\n",
       "      <td>66</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>40</td>\n",
       "      <td>80</td>\n",
       "      <td>66</td>\n",
       "      <td>51</td>\n",
       "      <td>73</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>90</td>\n",
       "      <td>84</td>\n",
       "      <td>68</td>\n",
       "      <td>42</td>\n",
       "      <td>69</td>\n",
       "      <td>90</td>\n",
       "      <td>58</td>\n",
       "      <td>71</td>\n",
       "      <td>66</td>\n",
       "      <td>79</td>\n",
       "      <td>64</td>\n",
       "      <td>55</td>\n",
       "      <td>61</td>\n",
       "      <td>71</td>\n",
       "      <td>61</td>\n",
       "      <td>84</td>\n",
       "      <td>51</td>\n",
       "      <td>44</td>\n",
       "      <td>82</td>\n",
       "      <td>52</td>\n",
       "      <td>57</td>\n",
       "      <td>41</td>\n",
       "      <td>76</td>\n",
       "      <td>48</td>\n",
       "      <td>54</td>\n",
       "      <td>75</td>\n",
       "      <td>54</td>\n",
       "      <td>48</td>\n",
       "      <td>39</td>\n",
       "      <td>77</td>\n",
       "      <td>73</td>\n",
       "      <td>72</td>\n",
       "      <td>66</td>\n",
       "      <td>43</td>\n",
       "      <td>56</td>\n",
       "      <td>48</td>\n",
       "      <td>47</td>\n",
       "      <td>89</td>\n",
       "      <td>51</td>\n",
       "      <td>76</td>\n",
       "      <td>63</td>\n",
       "      <td>75</td>\n",
       "      <td>66</td>\n",
       "      <td>60</td>\n",
       "      <td>72</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>68</td>\n",
       "      <td>72</td>\n",
       "      <td>77</td>\n",
       "      <td>69</td>\n",
       "      <td>70</td>\n",
       "      <td>62</td>\n",
       "      <td>68</td>\n",
       "      <td>66</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>63</td>\n",
       "      <td>78</td>\n",
       "      <td>73</td>\n",
       "      <td>65</td>\n",
       "      <td>78</td>\n",
       "      <td>85</td>\n",
       "      <td>64</td>\n",
       "      <td>83</td>\n",
       "      <td>66</td>\n",
       "      <td>69</td>\n",
       "      <td>71</td>\n",
       "      <td>68</td>\n",
       "      <td>66</td>\n",
       "      <td>57</td>\n",
       "      <td>74</td>\n",
       "      <td>65</td>\n",
       "      <td>85</td>\n",
       "      <td>61</td>\n",
       "      <td>67</td>\n",
       "      <td>61</td>\n",
       "      <td>67</td>\n",
       "      <td>69</td>\n",
       "      <td>61</td>\n",
       "      <td>74</td>\n",
       "      <td>64</td>\n",
       "      <td>87</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "      <td>84</td>\n",
       "      <td>59</td>\n",
       "      <td>35</td>\n",
       "      <td>50</td>\n",
       "      <td>49</td>\n",
       "      <td>68</td>\n",
       "      <td>80</td>\n",
       "      <td>55</td>\n",
       "      <td>59</td>\n",
       "      <td>58</td>\n",
       "      <td>67</td>\n",
       "      <td>49</td>\n",
       "      <td>57</td>\n",
       "      <td>62</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>77</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>60</td>\n",
       "      <td>79</td>\n",
       "      <td>66</td>\n",
       "      <td>50</td>\n",
       "      <td>73</td>\n",
       "      <td>48</td>\n",
       "      <td>46</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>63</td>\n",
       "      <td>74</td>\n",
       "      <td>44</td>\n",
       "      <td>53</td>\n",
       "      <td>79</td>\n",
       "      <td>71</td>\n",
       "      <td>90</td>\n",
       "      <td>49</td>\n",
       "      <td>57</td>\n",
       "      <td>69</td>\n",
       "      <td>62</td>\n",
       "      <td>57</td>\n",
       "      <td>31</td>\n",
       "      <td>62</td>\n",
       "      <td>48</td>\n",
       "      <td>70</td>\n",
       "      <td>68</td>\n",
       "      <td>70</td>\n",
       "      <td>57</td>\n",
       "      <td>43</td>\n",
       "      <td>51</td>\n",
       "      <td>57</td>\n",
       "      <td>72</td>\n",
       "      <td>77</td>\n",
       "      <td>56</td>\n",
       "      <td>73</td>\n",
       "      <td>75</td>\n",
       "      <td>77</td>\n",
       "      <td>54</td>\n",
       "      <td>72</td>\n",
       "      <td>78</td>\n",
       "      <td>60</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "      <td>77</td>\n",
       "      <td>52</td>\n",
       "      <td>64</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>60</td>\n",
       "      <td>59</td>\n",
       "      <td>63</td>\n",
       "      <td>71</td>\n",
       "      <td>57</td>\n",
       "      <td>33</td>\n",
       "      <td>58</td>\n",
       "      <td>37</td>\n",
       "      <td>77</td>\n",
       "      <td>64</td>\n",
       "      <td>62</td>\n",
       "      <td>71</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>67</td>\n",
       "      <td>70</td>\n",
       "      <td>57</td>\n",
       "      <td>60</td>\n",
       "      <td>71</td>\n",
       "      <td>74</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>patient.colon_polyps_present</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>yes</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
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       "      <td>no</td>\n",
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       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
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       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>yes</td>\n",
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       "      <td>yes</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
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       "      <td>no</td>\n",
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       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
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       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>no</td>\n",
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       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
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       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
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       "      <td>yes</td>\n",
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       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
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       "      <td>no</td>\n",
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       "      <td>yes</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
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       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
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       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>patient.drugs.drug-10.drug_name</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>levcovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cetuximab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>camptosar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil iv continuous infusion over 46 hours</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>patient.drugs.drug-2.drug_name</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>cetuximab</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>5- fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>5fu</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>camptosar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>leucovorin calcium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin calcium</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan hcl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin calcium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan hcl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folfiri</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>capecitabine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>xeloda</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan + cetuximab</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>5fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>5fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>xeloda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>zoledronic acid</td>\n",
       "      <td>capecitabine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leuocvorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin calcium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mayo 425-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mitomycin</td>\n",
       "      <td>polyplatillen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>patient.drugs.drug-3.drug_name</td>\n",
       "      <td>5- fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>erbitux</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>5- fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>xeloda</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fu</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>capecitabine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>pegfilgrastim</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>pegfilgrastim</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cetuximab</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folfiri/avastin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fu</td>\n",
       "      <td>5fu</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>xeloda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin calcium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>patient.drugs.drug-4.drug_name</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluoruoracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>xeloda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>levcovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fu</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mitomycin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>pegfilgrastim</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>pegfilgrastim (peg g-csf)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin calcium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>floxuridine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>floxuridine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mitomycin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folfox</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>5fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>5fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>folinic acid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin calcium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin calcium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>xeloda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>patient.drugs.drug-5.drug_name</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cetuximab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>xeloda</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cetuximab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>filgrastim (g-csf)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan hcl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>capecitabine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>capecitabine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>aflibercept/ placebo study</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>5fu</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>patient.drugs.drug-6.drug_name</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cetuximab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cetuximab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>panitumumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan hcl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>dexamethasone</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan hcl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>capecitabine</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bevacizumab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan hcl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>patient.drugs.drug-7.drug_name</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>irinotecan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>avastin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>fluorouracil</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              admin.batch_number      28.82.0 76.75.0    76.75.0.1 123.71.0    123.71.0.1 138.75.0 76.75.0.2 29.79.0 28.82.0.1 28.82.0.2 28.82.0.3 28.82.0.4 29.79.0.1 28.82.0.5 41.75.0 28.82.0.6 29.79.0.2 28.82.0.7 29.79.0.3 28.82.0.8       28.82.0.9      28.82.0.10 116.74.0 36.80.0 36.80.0.1       36.80.0.2 116.74.0.1 116.74.0.2 36.80.0.3 36.80.0.4       41.75.0.1       36.80.0.5 41.75.0.2 41.75.0.3       41.75.0.4 41.75.0.5 41.75.0.6 41.75.0.7       41.75.0.8       41.75.0.9 41.75.0.10 41.75.0.11 30.77.0 30.77.0.1 33.76.0 138.75.0.1 157.68.0 157.68.0.1 157.68.0.2 76.75.0.3 76.75.0.4 123.71.0.2 138.75.0.2 89.74.0 154.66.0   123.71.0.3  116.74.0.3   116.74.0.4    116.74.0.5    116.74.0.6 123.71.0.4 123.71.0.5 123.71.0.6 138.75.0.3     422.35.0      46.78.0 42.80.0       42.80.0.1       42.80.0.2 46.78.0.1     46.78.0.2 43.70.0 43.70.0.1 43.70.0.2    43.70.0.3 43.70.0.4 122.63.0   122.63.0.1    122.63.0.2      139.68.0 385.40.0 385.40.0.1 422.35.0.1 422.35.0.2 422.35.0.3 422.35.0.4   76.75.0.5 29.79.0.4    28.82.0.11 116.74.0.7    29.79.0.5  28.82.0.12 76.75.0.6 76.75.0.7   28.82.0.13 76.75.0.8 76.75.0.9 76.75.0.10  41.75.0.12 41.75.0.13 41.75.0.14 41.75.0.15   76.75.0.11 138.75.0.4    89.74.0.1 89.74.0.2    89.74.0.3 89.74.0.4     89.74.0.5    138.75.0.5 89.74.0.6 89.74.0.7   116.74.0.8   123.71.0.7 123.71.0.8    123.71.0.9 123.71.0.10   123.71.0.11  123.71.0.12 123.71.0.13    138.75.0.6   123.71.0.14 123.71.0.15  138.75.0.7 138.75.0.8    157.68.0.3 138.75.0.9     300.53.0    300.53.0.1 300.53.0.2    300.53.0.3    300.53.0.4 76.75.0.12 138.75.0.10 76.75.0.13      76.75.0.14 76.75.0.15 76.75.0.16 76.75.0.17 76.75.0.18 138.75.0.11 28.82.0.14      28.82.0.15 29.79.0.6 28.82.0.16 28.82.0.17 28.82.0.18 28.82.0.19 28.82.0.20 28.82.0.21      28.82.0.22 28.82.0.23      28.82.0.24 28.82.0.25 28.82.0.26 28.82.0.27 28.82.0.28 28.82.0.29 116.74.0.9 116.74.0.10 116.74.0.11 36.80.0.6 36.80.0.7 36.80.0.8 36.80.0.9 36.80.0.10      36.80.0.11      36.80.0.12      36.80.0.13 36.80.0.14 36.80.0.15 36.80.0.16 36.80.0.17 36.80.0.18 36.80.0.19 41.75.0.16 116.74.0.12 41.75.0.17 36.80.0.20 41.75.0.18 36.80.0.21 36.80.0.22 41.75.0.19 36.80.0.23 36.80.0.24 36.80.0.25      36.80.0.26      41.75.0.20 41.75.0.21 41.75.0.22 36.80.0.27 41.75.0.23 41.75.0.24 36.80.0.28 36.80.0.29 41.75.0.25 36.80.0.30 36.80.0.31 41.75.0.26 41.75.0.27 41.75.0.28      41.75.0.29 41.75.0.30 36.80.0.32 41.75.0.31 41.75.0.32 41.75.0.33 41.75.0.34 41.75.0.35   41.75.0.36 41.75.0.37 45.77.0       45.77.0.1 41.75.0.38 41.75.0.39      41.75.0.40      41.75.0.41 41.75.0.42 41.75.0.43 41.75.0.44 41.75.0.45 41.75.0.46 41.75.0.47 45.77.0.2 33.76.0.1 30.77.0.2 30.77.0.3 30.77.0.4       30.77.0.5 30.77.0.6 30.77.0.7 33.76.0.2 33.76.0.3       30.77.0.8 30.77.0.9      30.77.0.10 30.77.0.11       33.76.0.4 33.76.0.5 33.76.0.6    33.76.0.7      30.77.0.12 30.77.0.13 33.76.0.8       33.76.0.9 66.78.0 30.77.0.14     66.78.0.1 66.78.0.2     66.78.0.3 66.78.0.4 66.78.0.5 66.78.0.6 66.78.0.7  \\\n",
       "2                             admin.disease_code         coad    coad         coad     coad          coad     coad      coad    coad      coad      coad      coad      coad      coad      coad    coad      coad      coad      coad      coad      coad            coad            coad     coad    coad      coad            coad       coad       coad      coad      coad            coad            coad      coad      coad            coad      coad      coad      coad            coad            coad       coad       coad    coad      coad    coad       coad     coad       coad       coad      coad      coad       coad       coad    coad     coad         coad        coad         coad          coad          coad       coad       coad       coad       coad         coad         read    read            read            read      read          read    read      read      read         read      read     read         read          read          read     coad       coad       coad       coad       coad       coad        coad      coad          coad       coad         coad        coad      coad      coad         coad      coad      coad       coad        coad       coad       coad       coad         coad       coad         coad      coad         coad      coad          coad          coad      coad      coad         coad         coad       coad          coad        coad          coad         coad        coad          coad          coad        coad        coad       coad          coad       coad         coad          coad       coad          coad          coad       coad        coad       coad            coad       coad       coad       coad       coad        coad       coad            coad      coad       coad       coad       coad       coad       coad       coad            coad       coad            coad       coad       coad       coad       coad       coad       coad        coad        coad      coad      coad      coad      coad       coad            coad            coad            coad       coad       coad       coad       coad       coad       coad       coad        coad       coad       coad       coad       coad       coad       coad       coad       coad       coad            coad            coad       coad       coad       coad       coad       coad       coad       coad       coad       coad       coad       coad       coad       coad            coad       coad       coad       coad       coad       coad       coad       coad         coad       coad    coad            coad       coad       coad            coad            coad       coad       coad       coad       coad       coad       coad      coad      coad      coad      coad      coad            coad      coad      coad      coad      coad            coad      coad            coad       coad            coad      coad      coad         coad            coad       coad      coad            coad    coad       coad          coad      coad          coad      coad      coad      coad      coad   \n",
       "11   patient.age_at_initial_pathologic_diagnosis           68      73           70       79            66       83        77      74        86        87        67        85        90        90      80        75        84        85        62        78              72              82       80      90        80              47         77         68        77        85              78              53        82        74              71        83        79        68              72              70         84         73      66        70      81         81       73         84         58        51        79         68         55      81       71           75          90           69            76            60         73         58         77         78           53           60      67              72              55        62            63      75        86        64           68        62       73           74            72            67       61         67         42         74         40         76          85        82            71         78           75          43        73        72           57        75        48         81          53         73         71         62           57         74           65        82           73        80            46            80        84        78           40           55         61            62          31            56           56          69            55            59          82          65         74            43         82           34            55         56            57            59         58          75         90              55         79         73         54         70          64         81              60        81         63         57         78         63         78         54              69         68              71         69         61         81         70         72         68          51          42        74        68        36        53         84              60              59              67         77         65         69         77         63         75         80          65         84         82         65         78         41         81         66         63         67              66              51         86         74         82         74         74         88         71         72         59         67         72         71         78              76         45         78         83         66         84         60         87           38         65      89              77         55         65              58              69         80         65         89         75         61         84        69        76        80        70        65              66        80        79        75        83              66        64              50         80              46        57        75           47              72         63        76              74      80         48            47        47            63        59        80        68        88   \n",
       "34                  patient.colon_polyps_present           no      no           no      yes           yes      NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN             NaN             NaN      NaN     NaN       NaN             NaN        NaN        NaN       NaN       NaN             NaN             NaN       NaN       NaN             NaN       NaN       NaN       NaN             NaN             NaN        NaN        NaN     NaN       NaN     NaN        yes      yes         no         no       NaN       yes        NaN        NaN     yes      yes          yes          no           no           yes           yes         no         no        yes        yes           no          yes     NaN             NaN             NaN       NaN           NaN     NaN       NaN       NaN          NaN       NaN       no           no            no            no      yes        yes         no        yes        yes         no          no        no            no         no           no          no        no        no           no        no        no         no         yes         no        yes         no           no         no           no       yes          yes       yes            no           yes       yes        no           no           no        yes            no         NaN            no           no          no           yes           yes          no         NaN         no           yes         no          yes            no        yes           yes            no        NaN         NaN        NaN             NaN        NaN        NaN        NaN        NaN         NaN        NaN             NaN       NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN       NaN       NaN        NaN             NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        yes        NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN          NaN        NaN     NaN             NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN       NaN       NaN       NaN       NaN       NaN             NaN       NaN       NaN       NaN       NaN             NaN       NaN             NaN        NaN             NaN       NaN       NaN          NaN             NaN        NaN       NaN             NaN     NaN        NaN           NaN       NaN           NaN       NaN       NaN       NaN       NaN   \n",
       "49               patient.drugs.drug-10.drug_name          NaN     NaN          NaN      NaN           NaN      NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN             NaN             NaN      NaN     NaN       NaN             NaN        NaN        NaN       NaN       NaN             NaN             NaN       NaN       NaN             NaN       NaN       NaN       NaN             NaN             NaN        NaN        NaN     NaN       NaN     NaN        NaN      NaN        NaN        NaN       NaN       NaN        NaN        NaN     NaN      NaN  oxaliplatin         NaN          NaN           NaN           NaN        NaN        NaN        NaN        NaN          NaN          NaN     NaN             NaN             NaN       NaN           NaN     NaN       NaN       NaN          NaN       NaN      NaN          NaN           NaN           NaN      NaN        NaN        NaN        NaN        NaN        NaN        5 fu       NaN  fluorouracil        NaN          NaN         NaN       NaN       NaN   levcovorin       NaN       NaN        NaN         NaN        NaN        NaN        NaN          NaN        NaN          NaN       NaN          NaN       NaN           NaN    irinotecan       NaN       NaN          NaN          NaN        NaN           NaN         NaN           NaN          NaN         NaN           NaN           NaN         NaN         NaN        NaN           NaN        NaN          NaN           NaN        NaN           NaN           NaN        NaN         NaN        NaN             NaN        NaN        NaN        NaN        NaN         NaN        NaN             NaN       NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN       NaN       NaN        NaN             NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN          NaN        NaN     NaN             NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN       NaN       NaN       NaN       NaN       NaN             NaN       NaN       NaN       NaN       NaN             NaN       NaN             NaN        NaN             NaN       NaN       NaN          NaN             NaN        NaN       NaN             NaN     NaN        NaN           NaN       NaN           NaN       NaN       NaN       NaN       NaN   \n",
       "279               patient.drugs.drug-2.drug_name  oxaliplatin     NaN   leucovorin      NaN   oxaliplatin      NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN  5-fluorouracil  5-fluorouracil      NaN     NaN       NaN  5-fluorouracil        NaN        NaN       NaN       NaN    folinic acid  5-fluorouracil       NaN       NaN  5-fluorouracil       NaN       NaN       NaN     oxaliplatin  5-fluorouracil        NaN        NaN     NaN       NaN     NaN        NaN      NaN        NaN        NaN       NaN       NaN        NaN        NaN     NaN      NaN   leucovorin  irinotecan   leucovorin     cetuximab  fluorouracil        NaN        NaN        NaN        NaN  oxaliplatin  oxaliplatin     NaN  5-fluorouracil  5-fluorouracil       NaN  folinic acid     NaN       NaN       NaN  oxaliplatin       NaN      NaN   leucovorin   oxaliplatin    leucovorin      NaN        NaN        NaN        NaN        NaN        NaN  leucovorin       NaN          5 fu        NaN   leucovorin       5- fu       NaN       NaN   irinotecan       NaN       NaN        NaN        5-fu        NaN        NaN        NaN         5 fu        NaN  oxaliplatin       NaN  oxaliplatin       NaN    leucovorin   oxaliplatin       NaN       NaN         5 fu   leucovorin        NaN  fluorouracil         5fu    leucovorin  oxaliplatin         NaN    leucovorin    leucovorin         NaN        5 fu        NaN    leucovorin        NaN   leucovorin  fluorouracil        NaN    leucovorin    leucovorin        NaN         NaN        NaN  5-fluorouracil        NaN        NaN        NaN        NaN         NaN        NaN  5-fluorouracil       NaN        NaN        NaN        NaN        NaN        NaN        NaN  5-fluorouracil        NaN  5-fluorouracil        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN       NaN       NaN        NaN  5-fluorouracil  5-fluorouracil  5-fluorouracil        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN  5-fluorouracil  5-fluorouracil        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN    folinic acid        NaN        NaN        NaN        NaN        NaN        NaN        NaN  oxaliplatin        NaN     NaN  5-fluorouracil        NaN        NaN  5-fluorouracil  5-fluorouracil        NaN        NaN        NaN        NaN        NaN        NaN       NaN       NaN       NaN       NaN       NaN  5-fluorouracil       NaN       NaN       NaN       NaN  5-fluorouracil       NaN  5-fluorouracil        NaN  5-fluorouracil       NaN       NaN  oxaliplatin  5-fluorouracil        NaN       NaN  5-fluorouracil     NaN        NaN  folinic acid       NaN  folinic acid       NaN       NaN       NaN       NaN   \n",
       "371               patient.drugs.drug-3.drug_name        5- fu     NaN  oxaliplatin      NaN  fluorouracil      NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN     oxaliplatin     oxaliplatin      NaN     NaN       NaN      irinotecan        NaN        NaN       NaN       NaN  5-fluorouracil     oxaliplatin       NaN       NaN     oxaliplatin       NaN       NaN       NaN    folinic acid     oxaliplatin        NaN        NaN     NaN       NaN     NaN        NaN      NaN        NaN        NaN       NaN       NaN        NaN        NaN     NaN      NaN      erbitux         NaN         5-fu    irinotecan   oxaliplatin        NaN        NaN        NaN        NaN  bevacizumab          NaN     NaN             NaN     oxaliplatin       NaN           NaN     NaN       NaN       NaN  bevacizumab       NaN      NaN  oxaliplatin  fluorouracil  fluorouracil      NaN        NaN        NaN        NaN        NaN        NaN        5 fu       NaN   oxaliplatin        NaN  oxaliplatin       5- fu       NaN       NaN   leucovorin       NaN       NaN        NaN        5 fu        NaN        NaN        NaN   leucovorin        NaN         5 fu       NaN         5 fu       NaN        xeloda    leucovorin       NaN       NaN          5fu  oxaliplatin        NaN   oxaliplatin  leucovorin  fluorouracil   leucovorin         NaN  fluorouracil   oxaliplatin         NaN  leucovorin        NaN  fluorouracil        NaN  oxaliplatin    leucovorin        NaN   oxaliplatin  fluorouracil        NaN         NaN        NaN    capecitabine        NaN        NaN        NaN        NaN         NaN        NaN      irinotecan       NaN        NaN        NaN        NaN        NaN        NaN        NaN     oxaliplatin        NaN      irinotecan        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN       NaN       NaN        NaN             NaN      irinotecan     oxaliplatin        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN     oxaliplatin     oxaliplatin        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN  5-fluorouracil        NaN        NaN        NaN        NaN        NaN        NaN        NaN          NaN        NaN     NaN     oxaliplatin        NaN        NaN     oxaliplatin      irinotecan        NaN        NaN        NaN        NaN        NaN        NaN       NaN       NaN       NaN       NaN       NaN     oxaliplatin       NaN       NaN       NaN       NaN     oxaliplatin       NaN     oxaliplatin        NaN     oxaliplatin       NaN       NaN   irinotecan     oxaliplatin        NaN       NaN     oxaliplatin     NaN        NaN    irinotecan       NaN           NaN       NaN       NaN       NaN       NaN   \n",
       "394               patient.drugs.drug-4.drug_name         5-fu     NaN         5 fu      NaN    leucovorin      NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN             NaN             NaN      NaN     NaN       NaN     bevacizumab        NaN        NaN       NaN       NaN     oxaliplatin             NaN       NaN       NaN             NaN       NaN       NaN       NaN  5-fluoruoracil             NaN        NaN        NaN     NaN       NaN     NaN        NaN      NaN        NaN        NaN       NaN       NaN        NaN        NaN     NaN      NaN      avastin         NaN  oxaliplatin    leucovorin           NaN        NaN        NaN        NaN        NaN       xeloda          NaN     NaN             NaN             NaN       NaN           NaN     NaN       NaN       NaN          NaN       NaN      NaN          NaN           NaN           NaN      NaN        NaN        NaN        NaN        NaN        NaN        5 fu       NaN    levcovorin        NaN         5-fu  leucovorin       NaN       NaN  oxaliplatin       NaN       NaN        NaN  leucovorin        NaN        NaN        NaN  oxaliplatin        NaN          NaN       NaN   leucovorin       NaN   oxaliplatin   bevacizumab       NaN       NaN  oxaliplatin          NaN        NaN           NaN         5fu   oxaliplatin         5 fu         NaN   oxaliplatin  fluorouracil         NaN        5 fu        NaN  fluorouracil        NaN          NaN  fluorouracil        NaN  fluorouracil  fluorouracil        NaN         NaN        NaN     oxaliplatin        NaN        NaN        NaN        NaN         NaN        NaN     oxaliplatin       NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN       NaN       NaN        NaN             NaN     bevacizumab             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN      irinotecan        NaN        NaN        NaN        NaN        NaN        NaN        NaN          NaN        NaN     NaN             NaN        NaN        NaN             NaN     bevacizumab        NaN        NaN        NaN        NaN        NaN        NaN       NaN       NaN       NaN       NaN       NaN             NaN       NaN       NaN       NaN       NaN             NaN       NaN             NaN        NaN             NaN       NaN       NaN    mitomycin             NaN        NaN       NaN             NaN     NaN        NaN           NaN       NaN           NaN       NaN       NaN       NaN       NaN   \n",
       "418               patient.drugs.drug-5.drug_name          NaN     NaN  oxaliplatin      NaN           NaN      NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN             NaN             NaN      NaN     NaN       NaN       cetuximab        NaN        NaN       NaN       NaN     bevacizumab             NaN       NaN       NaN             NaN       NaN       NaN       NaN     oxaliplatin             NaN        NaN        NaN     NaN       NaN     NaN        NaN      NaN        NaN        NaN       NaN       NaN        NaN        NaN     NaN      NaN  oxaliplatin         NaN       xeloda    leucovorin           NaN        NaN        NaN        NaN        NaN  bevacizumab          NaN     NaN             NaN             NaN       NaN           NaN     NaN       NaN       NaN          NaN       NaN      NaN          NaN           NaN           NaN      NaN        NaN        NaN        NaN        NaN        NaN  irinotecan       NaN       avastin        NaN          NaN         NaN       NaN       NaN      avastin       NaN       NaN        NaN         NaN        NaN        NaN        NaN          NaN        NaN          NaN       NaN          NaN       NaN  fluorouracil    irinotecan       NaN       NaN          NaN          NaN        NaN           NaN         NaN           NaN          NaN         NaN           NaN  fluorouracil         NaN         NaN        NaN           NaN        NaN          NaN           NaN        NaN     cetuximab           NaN        NaN         NaN        NaN      irinotecan        NaN        NaN        NaN        NaN         NaN        NaN     bevacizumab       NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN       NaN       NaN        NaN             NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN     bevacizumab        NaN        NaN        NaN        NaN        NaN        NaN        NaN          NaN        NaN     NaN             NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN       NaN       NaN       NaN       NaN       NaN             NaN       NaN       NaN       NaN       NaN             NaN       NaN             NaN        NaN             NaN       NaN       NaN  bevacizumab             NaN        NaN       NaN             NaN     NaN        NaN           NaN       NaN           NaN       NaN       NaN       NaN       NaN   \n",
       "441               patient.drugs.drug-6.drug_name          NaN     NaN   leucovorin      NaN           NaN      NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN             NaN             NaN      NaN     NaN       NaN             NaN        NaN        NaN       NaN       NaN             NaN             NaN       NaN       NaN             NaN       NaN       NaN       NaN     bevacizumab             NaN        NaN        NaN     NaN       NaN     NaN        NaN      NaN        NaN        NaN       NaN       NaN        NaN        NaN     NaN      NaN   leucovorin         NaN  oxaliplatin  fluorouracil           NaN        NaN        NaN        NaN        NaN          NaN          NaN     NaN             NaN             NaN       NaN           NaN     NaN       NaN       NaN          NaN       NaN      NaN          NaN           NaN           NaN      NaN        NaN        NaN        NaN        NaN        NaN     avastin       NaN  fluorouracil        NaN          NaN         NaN       NaN       NaN      avastin       NaN       NaN        NaN         NaN        NaN        NaN        NaN          NaN        NaN          NaN       NaN          NaN       NaN   bevacizumab   bevacizumab       NaN       NaN          NaN          NaN        NaN           NaN         NaN           NaN          NaN         NaN           NaN           NaN         NaN         NaN        NaN           NaN        NaN          NaN           NaN        NaN           NaN           NaN        NaN         NaN        NaN       cetuximab        NaN        NaN        NaN        NaN         NaN        NaN             NaN       NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN       NaN       NaN        NaN             NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN       cetuximab        NaN        NaN        NaN        NaN        NaN        NaN        NaN          NaN        NaN     NaN             NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN       NaN       NaN       NaN       NaN       NaN             NaN       NaN       NaN       NaN       NaN             NaN       NaN             NaN        NaN             NaN       NaN       NaN  panitumumab             NaN        NaN       NaN             NaN     NaN        NaN           NaN       NaN           NaN       NaN       NaN       NaN       NaN   \n",
       "465               patient.drugs.drug-7.drug_name          NaN     NaN         5 fu      NaN           NaN      NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN       NaN     NaN       NaN       NaN       NaN       NaN       NaN             NaN             NaN      NaN     NaN       NaN             NaN        NaN        NaN       NaN       NaN             NaN             NaN       NaN       NaN             NaN       NaN       NaN       NaN             NaN             NaN        NaN        NaN     NaN       NaN     NaN        NaN      NaN        NaN        NaN       NaN       NaN        NaN        NaN     NaN      NaN   irinotecan         NaN   leucovorin   oxaliplatin           NaN        NaN        NaN        NaN        NaN          NaN          NaN     NaN             NaN             NaN       NaN           NaN     NaN       NaN       NaN          NaN       NaN      NaN          NaN           NaN           NaN      NaN        NaN        NaN        NaN        NaN        NaN     avastin       NaN   oxaliplatin        NaN          NaN         NaN       NaN       NaN         5 fu       NaN       NaN        NaN         NaN        NaN        NaN        NaN          NaN        NaN          NaN       NaN          NaN       NaN           NaN  fluorouracil       NaN       NaN          NaN          NaN        NaN           NaN         NaN           NaN          NaN         NaN           NaN           NaN         NaN         NaN        NaN           NaN        NaN          NaN           NaN        NaN           NaN           NaN        NaN         NaN        NaN             NaN        NaN        NaN        NaN        NaN         NaN        NaN             NaN       NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN       NaN       NaN        NaN             NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN          NaN        NaN     NaN             NaN        NaN        NaN             NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN       NaN       NaN       NaN       NaN       NaN             NaN       NaN       NaN       NaN       NaN             NaN       NaN             NaN        NaN             NaN       NaN       NaN          NaN             NaN        NaN       NaN             NaN     NaN        NaN           NaN       NaN           NaN       NaN       NaN       NaN       NaN   \n",
       "\n",
       "    33.76.0.10 33.76.0.11      33.76.0.12 33.76.0.13 33.76.0.14       66.78.0.8 66.78.0.9 33.76.0.15 33.76.0.16 66.78.0.10 66.78.0.11 66.78.0.12 89.74.0.8 157.68.0.4 157.68.0.5 157.68.0.6 157.68.0.7 157.68.0.8  157.68.0.9 300.53.0.5 300.53.0.6 89.74.0.9 89.74.0.10 116.74.0.13 116.74.0.14    45.77.0.3 45.77.0.4  89.74.0.11 116.74.0.15 116.74.0.16  116.74.0.17 300.53.0.7 385.40.0.2 385.40.0.3   422.35.0.5  76.75.0.19 76.75.0.20 138.75.0.12 76.75.0.21 76.75.0.22 138.75.0.13    76.75.0.23 76.75.0.24 89.74.0.12 116.74.0.18 123.71.0.16 123.71.0.17 123.71.0.18 138.75.0.14 138.75.0.15 138.75.0.16 138.75.0.17     138.75.0.18     138.75.0.19      76.75.0.25      89.74.0.13 89.74.0.14     138.75.0.20     138.75.0.21     138.75.0.22 138.75.0.23 138.75.0.24    89.74.0.15 89.74.0.16   116.74.0.19 76.75.0.26 116.74.0.20 89.74.0.17 89.74.0.18 89.74.0.19 89.74.0.20 138.75.0.25 138.75.0.26 138.75.0.27 138.75.0.28 116.74.0.21 76.75.0.27 76.75.0.28     76.75.0.29      76.75.0.30    76.75.0.31         138.75.0.29 76.75.0.32          76.75.0.33                116.74.0.22 116.74.0.23 116.74.0.24    89.74.0.21 89.74.0.22 89.74.0.23         138.75.0.30 89.74.0.24      89.74.0.25 89.74.0.26    89.74.0.27 89.74.0.28 89.74.0.29 89.74.0.30 89.74.0.31 89.74.0.32 89.74.0.33    89.74.0.34 89.74.0.35 89.74.0.36    89.74.0.37 138.75.0.31         138.75.0.32 138.75.0.33 138.75.0.34     138.75.0.35 138.75.0.36 138.75.0.37 157.68.0.10 89.74.0.38 89.74.0.39 89.74.0.40 89.74.0.41 123.71.0.19 116.74.0.25 116.74.0.26 116.74.0.27 116.74.0.28 157.68.0.11 116.74.0.29 116.74.0.30 116.74.0.31 116.74.0.32 116.74.0.33 116.74.0.34 116.74.0.35 157.68.0.12 157.68.0.13 157.68.0.14 157.68.0.15 157.68.0.16 157.68.0.17 157.68.0.18 157.68.0.19 157.68.0.20 157.68.0.21 157.68.0.22 157.68.0.23 157.68.0.24 132.68.0 132.68.0.1 132.68.0.2 132.68.0.3 132.68.0.4 132.68.0.5 132.68.0.6 132.68.0.7 132.68.0.8 132.68.0.9 132.68.0.10 132.68.0.11 172.66.0 154.66.0.1 154.66.0.2 154.66.0.3 154.66.0.4 154.66.0.5 154.66.0.6 154.66.0.7 154.66.0.8 154.66.0.9 154.66.0.10 154.66.0.11 123.71.0.20   123.71.0.21 123.71.0.22 116.74.0.36     123.71.0.23 123.71.0.24 138.75.0.38 138.75.0.39 138.75.0.40     138.75.0.41 138.75.0.42 138.75.0.43 138.75.0.44 157.68.0.25 157.68.0.26     157.68.0.27 116.74.0.37 116.74.0.38   116.74.0.39   123.71.0.25 116.74.0.40  123.71.0.26  157.68.0.28 123.71.0.27   116.74.0.41 138.75.0.45   116.74.0.42   116.74.0.43  116.74.0.44   116.74.0.45   116.74.0.46 116.74.0.47 123.71.0.28 123.71.0.29 300.53.0.8    385.40.0.4   300.53.0.9 385.40.0.5  385.40.0.6    385.40.0.7   422.35.0.6    422.35.0.7 300.53.0.10  300.53.0.11 300.53.0.12 300.53.0.13 300.53.0.14 422.35.0.8              385.40.0.8  385.40.0.9 385.40.0.10 422.35.0.9   122.63.0.3                   42.80.0.3 122.63.0.4 42.80.0.4 42.80.0.5 122.63.0.5    42.80.0.6   122.63.0.6                                          46.78.0.3   122.63.0.7 102.63.0    139.68.0.1 139.68.0.2    139.68.0.3 411.37.0  411.37.0.1 411.37.0.2 42.80.0.7 42.80.0.8 42.80.0.9  \\\n",
       "2         coad       coad            coad       coad       coad            coad      coad       coad       coad       coad       coad       coad      coad       coad       coad       coad       coad       coad        coad       coad       coad      coad       coad        coad        coad         coad      coad        coad        coad        coad         coad       coad       coad       coad         coad        coad       coad        coad       coad       coad        coad          coad       coad       coad        coad        coad        coad        coad        coad        coad        coad        coad            coad            coad            coad            coad       coad            coad            coad            coad        coad        coad          coad       coad          coad       coad        coad       coad       coad       coad       coad        coad        coad        coad        coad        coad       coad       coad           coad            coad          coad                coad       coad                coad                       coad        coad        coad          coad       coad       coad                coad       coad            coad       coad          coad       coad       coad       coad       coad       coad       coad          coad       coad       coad          coad        coad                coad        coad        coad            coad        coad        coad        coad       coad       coad       coad       coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad        coad     coad       coad       coad       coad       coad       coad       coad       coad       coad       coad        coad        coad     coad       coad       coad       coad       coad       coad       coad       coad       coad       coad        coad        coad        coad          coad        coad        coad            coad        coad        coad        coad        coad            coad        coad        coad        coad        coad        coad            coad        coad        coad          coad          coad        coad         coad         coad        coad          coad        coad          coad          coad         coad          coad          coad        coad        coad        coad       coad          coad         coad       coad        coad          coad         coad          coad        coad         coad        coad        coad        coad       coad                    coad        coad        coad       coad         read                        read       read      read      read       read         read         read                                               read         read     read          read       read          read     read        read       read      read      read      read   \n",
       "11          67         82              68         74         70              50        82         84         73         73         90         65        67         76         65         84         78         58          62         74         51        59         68          80          69           50        63          65          47          60           66         74         55         54           44          47         61          37         71         84          82            61         49         43          51          77          72          64          77          77          81          69              42              45              54              52         56              63              65              57          46          77            46         45            68         79          48         58         81         63         71          84          87          45          88          69         69         61             47              53            34                  62         58                  82                         39          72          68            44         63         80                  60         60              59         36            48         74         46         74         48         57         84            67         73         77            70          39                  35          82          75              63          58          78          83         60         60         73         63          69          53          75          61          68          62          80          73          64          79          45          66          49          51          77          76          57          68          65          34          80          49          67          77          69          79       71         65         68         79         80         88         82         50         67         71          68          82       75         70         60         68         78         74         72         73         75         50          75          63          61            51          41          51              60          78          64          60          58              59          51          54          52          77          70              45          49          70            55            69          90           54           66          71            37          40            80            66           51            73            65          50          90          84         68            42           69         90          58            71           66            79          64           55          61          71          61         84                      51          44          82         52           57                          41         76        48        54         75           54           48                                                 39           77       73            72         66            43       56          48         47        89        51        76   \n",
       "34         NaN        NaN             NaN        NaN        NaN             NaN       NaN        NaN        NaN        NaN        NaN        NaN        no        NaN        yes         no         no        NaN         NaN        yes        yes        no        NaN          no          no           no       yes          no          no          no          yes         no         no        yes           no         NaN        NaN         NaN        NaN        NaN         NaN           NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN             NaN             NaN             NaN             NaN        NaN             NaN             NaN             NaN         NaN         NaN            no         no            no         no          no         no         no        yes         no          no          no          no          no          no        yes        yes            yes              no           yes                  no         no                  no                        yes         yes          no            no         no        yes                  no         no              no        yes           yes        yes         no         no         no        yes         no            no        yes         no            no          no                  no          no         yes              no          no          no         yes         no        NaN         no         no          no          no         NaN         NaN          no         yes         yes          no         yes          no         NaN         yes         NaN          no          no          no          no          no          no          no          no          no         yes          no         yes          no      yes        yes        NaN        NaN        NaN        NaN        NaN        NaN        yes        NaN         NaN         yes       no         no         no        NaN        NaN        yes        yes        yes        yes        NaN         NaN         NaN          no            no          no         NaN             NaN         NaN          no          no          no              no          no          no          no          no          no             NaN         yes         yes           yes            no         yes          yes           no          no           yes         yes            no           yes           no           yes           yes          no          no         yes         no           yes           no         no          no            no           no            no          no           no         yes          no         yes        NaN                      no          no          no         no           no                          no         no        no       yes         no          yes          yes                                                 no          yes       no            no         no            no       no          no         no        no       NaN       NaN   \n",
       "49         NaN        NaN             NaN        NaN        NaN             NaN       NaN        NaN        NaN        NaN        NaN        NaN       NaN        NaN        NaN        NaN        NaN        NaN         NaN        NaN        NaN       NaN        NaN         NaN         NaN          NaN       NaN         NaN         NaN         NaN          NaN        NaN        NaN        NaN          NaN         NaN        NaN         NaN        NaN        NaN         NaN           NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN             NaN             NaN             NaN             NaN        NaN             NaN             NaN             NaN         NaN         NaN           NaN        NaN           NaN        NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN            NaN       cetuximab           NaN                 NaN        NaN                 NaN                        NaN         NaN         NaN           NaN        NaN        NaN                 NaN        NaN             NaN        NaN           NaN        NaN        NaN        NaN        NaN        NaN        NaN           NaN        NaN        NaN           NaN         NaN        fluorouracil         NaN         NaN             NaN         NaN         NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN           NaN         NaN         NaN             NaN         NaN         NaN         NaN         NaN       camptosar         NaN         NaN         NaN         NaN         NaN             NaN         NaN         NaN    irinotecan           NaN         NaN  oxaliplatin          NaN         NaN           NaN         NaN           NaN           NaN          NaN           NaN           NaN         NaN         NaN         NaN        NaN           NaN          NaN        NaN         NaN           NaN          NaN           NaN         NaN          NaN         NaN         NaN         NaN        NaN                     NaN         NaN         NaN        NaN          NaN                 bevacizumab        NaN       NaN       NaN        NaN          NaN          NaN  fluorouracil iv continuous infusion over 46 hours          NaN      NaN           NaN        NaN           NaN      NaN         NaN        NaN       NaN       NaN       NaN   \n",
       "279        NaN        NaN  5-fluorouracil        NaN        NaN  5-fluorouracil       NaN        NaN        NaN        NaN        NaN        NaN       NaN        NaN        NaN        NaN        NaN        NaN     avastin        NaN        NaN       NaN        NaN         NaN         NaN          5fu       NaN  leucovorin         NaN         NaN   leucovorin        NaN        NaN        NaN  oxaliplatin     avastin        NaN         NaN        NaN        NaN         NaN     camptosar        NaN        NaN         NaN         NaN         NaN        5-fu         NaN         NaN        5 fu         NaN  5-fluorouracil  5-fluorouracil  5-fluorouracil  5-fluorouracil        NaN  5-fluorouracil  5-fluorouracil  5-fluorouracil         NaN         NaN  fluorouracil        NaN   oxaliplatin        NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN    oxaliplatin      leucovorin    leucovorin  leucovorin calcium        NaN  leucovorin calcium               fluorouracil         NaN         NaN   oxaliplatin        NaN        NaN        fluorouracil        NaN  irinotecan hcl        NaN  fluorouracil        NaN        NaN        NaN        NaN        NaN        NaN   oxaliplatin        NaN        NaN  fluorouracil         NaN  leucovorin calcium         NaN         NaN  irinotecan hcl         NaN         NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN      NaN        NaN    folfiri        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN  capecitabine         NaN         NaN  5-fluorouracil         NaN         NaN         NaN         NaN      leucovorin         NaN         NaN         NaN         NaN         NaN  5-fluorouracil         NaN         NaN        xeloda    leucovorin         NaN         5-fu  oxaliplatin         NaN   oxaliplatin         NaN  fluorouracil   bevacizumab   leucovorin  fluorouracil   oxaliplatin         NaN         NaN         NaN        NaN   oxaliplatin  oxaliplatin        NaN     avastin   bevacizumab  oxaliplatin   oxaliplatin         NaN  oxaliplatin         NaN         NaN         NaN        NaN  irinotecan + cetuximab        5-fu         NaN        NaN         5 fu                         5fu        NaN       NaN       NaN        NaN  oxaliplatin   leucovorin                                               5 fu          5fu      NaN    leucovorin        NaN  fluorouracil      NaN  leucovorin     xeloda       NaN       NaN       NaN   \n",
       "371        NaN        NaN      irinotecan        NaN        NaN      irinotecan       NaN        NaN        NaN        NaN        NaN        NaN       NaN        NaN        NaN        NaN        NaN        NaN  irinotecan        NaN        NaN       NaN        NaN         NaN         NaN   irinotecan       NaN         5fu         NaN         NaN  oxaliplatin        NaN        NaN        NaN  bevacizumab  leucovorin        NaN         NaN        NaN        NaN         NaN  folinic acid        NaN        NaN         NaN         NaN         NaN  leucovorin         NaN         NaN         NaN         NaN    folinic acid    folinic acid    folinic acid    folinic acid        NaN    folinic acid    folinic acid    folinic acid         NaN         NaN   oxaliplatin        NaN    leucovorin        NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN   fluorouracil    fluorouracil  fluorouracil        fluorouracil        NaN        fluorouracil                oxaliplatin         NaN         NaN  fluorouracil        NaN        NaN       pegfilgrastim        NaN      leucovorin        NaN   oxaliplatin        NaN        NaN        NaN        NaN        NaN        NaN  fluorouracil        NaN        NaN    leucovorin         NaN       pegfilgrastim         NaN         NaN     oxaliplatin         NaN         NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN   oxaliplatin         NaN         NaN             NaN         NaN         NaN         NaN         NaN  5-fluorouracil         NaN         NaN         NaN         NaN         NaN             NaN         NaN         NaN     cetuximab   bevacizumab         NaN   irinotecan   leucovorin         NaN  fluorouracil         NaN    leucovorin  fluorouracil  oxaliplatin    leucovorin  fluorouracil         NaN         NaN         NaN        NaN   bevacizumab   leucovorin        NaN     avastin    leucovorin  bevacizumab   bevacizumab         NaN          NaN         NaN         NaN         NaN        NaN         folfiri/avastin  leucovorin         NaN        NaN         5 fu                  leucovorin        NaN       NaN       NaN        NaN          5fu          5fu                                               5 fu  oxaliplatin      NaN  fluorouracil        NaN  fluorouracil      NaN         5fu        NaN       NaN       NaN       NaN   \n",
       "394        NaN        NaN     oxaliplatin        NaN        NaN     bevacizumab       NaN        NaN        NaN        NaN        NaN        NaN       NaN        NaN        NaN        NaN        NaN        NaN        5-fu        NaN        NaN       NaN        NaN         NaN         NaN  oxaliplatin       NaN         NaN         NaN         NaN          NaN        NaN        NaN        NaN          NaN         NaN        NaN         NaN        NaN        NaN         NaN          5-fu        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN             NaN             NaN             NaN             NaN        NaN             NaN             NaN             NaN         NaN         NaN           NaN        NaN  fluorouracil        NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN  pegfilgrastim     oxaliplatin   oxaliplatin         oxaliplatin        NaN                 NaN  pegfilgrastim (peg g-csf)         NaN         NaN    leucovorin        NaN        NaN  leucovorin calcium        NaN     floxuridine        NaN    leucovorin        NaN        NaN        NaN        NaN        NaN        NaN  fluorouracil        NaN        NaN           NaN         NaN         oxaliplatin         NaN         NaN     floxuridine         NaN         NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN           NaN         NaN         NaN             NaN         NaN         NaN         NaN         NaN       mitomycin         NaN         NaN         NaN         NaN         NaN             NaN         NaN         NaN   oxaliplatin  fluorouracil         NaN   leucovorin          NaN         NaN           NaN         NaN           NaN           NaN          NaN           NaN           NaN         NaN         NaN         NaN        NaN  fluorouracil          NaN        NaN  leucovorin  fluorouracil          NaN   bevacizumab         NaN          NaN         NaN         NaN         NaN        NaN                  folfox         NaN         NaN        NaN   leucovorin                         5fu        NaN       NaN       NaN        NaN         5-fu  oxaliplatin                                         leucovorin          5fu      NaN  fluorouracil        NaN   oxaliplatin      NaN         5fu        NaN       NaN       NaN       NaN   \n",
       "418        NaN        NaN     bevacizumab        NaN        NaN             NaN       NaN        NaN        NaN        NaN        NaN        NaN       NaN        NaN        NaN        NaN        NaN        NaN         5fu        NaN        NaN       NaN        NaN         NaN         NaN          NaN       NaN         NaN         NaN         NaN          NaN        NaN        NaN        NaN          NaN         NaN        NaN         NaN        NaN        NaN         NaN           NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN             NaN             NaN             NaN             NaN        NaN             NaN             NaN             NaN         NaN         NaN           NaN        NaN           NaN        NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN   fluorouracil     oxaliplatin           NaN                 NaN        NaN                 NaN         filgrastim (g-csf)         NaN         NaN           NaN        NaN        NaN         oxaliplatin        NaN    fluorouracil        NaN           NaN        NaN        NaN        NaN        NaN        NaN        NaN           NaN        NaN        NaN           NaN         NaN        fluorouracil         NaN         NaN  irinotecan hcl         NaN         NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN           NaN         NaN         NaN             NaN         NaN         NaN         NaN         NaN    capecitabine         NaN         NaN         NaN         NaN         NaN             NaN         NaN         NaN       avastin           NaN         NaN   leucovorin          NaN         NaN           NaN         NaN           NaN           NaN          NaN           NaN           NaN         NaN         NaN         NaN        NaN       avastin          NaN        NaN        5-fu           NaN          NaN  capecitabine         NaN          NaN         NaN         NaN         NaN        NaN                     NaN         NaN         NaN        NaN  oxaliplatin  aflibercept/ placebo study        NaN       NaN       NaN        NaN   leucovorin          5fu                                               5 fu          NaN      NaN  fluorouracil        NaN           NaN      NaN         NaN        NaN       NaN       NaN       NaN   \n",
       "441        NaN        NaN             NaN        NaN        NaN             NaN       NaN        NaN        NaN        NaN        NaN        NaN       NaN        NaN        NaN        NaN        NaN        NaN  leucovorin        NaN        NaN       NaN        NaN         NaN         NaN          NaN       NaN         NaN         NaN         NaN          NaN        NaN        NaN        NaN          NaN         NaN        NaN         NaN        NaN        NaN         NaN           NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN             NaN             NaN             NaN             NaN        NaN             NaN             NaN             NaN         NaN         NaN           NaN        NaN           NaN        NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN            NaN  irinotecan hcl           NaN                 NaN        NaN                 NaN                 leucovorin         NaN         NaN           NaN        NaN        NaN                 NaN        NaN   dexamethasone        NaN           NaN        NaN        NaN        NaN        NaN        NaN        NaN           NaN        NaN        NaN           NaN         NaN      irinotecan hcl         NaN         NaN             NaN         NaN         NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN           NaN         NaN         NaN             NaN         NaN         NaN         NaN         NaN     oxaliplatin         NaN         NaN         NaN         NaN         NaN             NaN         NaN         NaN    leucovorin           NaN         NaN      avastin          NaN         NaN           NaN         NaN           NaN           NaN          NaN           NaN           NaN         NaN         NaN         NaN        NaN  capecitabine          NaN        NaN  irinotecan           NaN          NaN           NaN         NaN          NaN         NaN         NaN         NaN        NaN                     NaN         NaN         NaN        NaN          NaN                         5fu        NaN       NaN       NaN        NaN          NaN          NaN                                        bevacizumab          NaN      NaN           NaN        NaN           NaN      NaN         NaN        NaN       NaN       NaN       NaN   \n",
       "465        NaN        NaN             NaN        NaN        NaN             NaN       NaN        NaN        NaN        NaN        NaN        NaN       NaN        NaN        NaN        NaN        NaN        NaN         NaN        NaN        NaN       NaN        NaN         NaN         NaN          NaN       NaN         NaN         NaN         NaN          NaN        NaN        NaN        NaN          NaN         NaN        NaN         NaN        NaN        NaN         NaN           NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN             NaN             NaN             NaN             NaN        NaN             NaN             NaN             NaN         NaN         NaN           NaN        NaN           NaN        NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN            NaN     bevacizumab           NaN                 NaN        NaN                 NaN                        NaN         NaN         NaN           NaN        NaN        NaN                 NaN        NaN             NaN        NaN           NaN        NaN        NaN        NaN        NaN        NaN        NaN           NaN        NaN        NaN           NaN         NaN  leucovorin calcium         NaN         NaN             NaN         NaN         NaN         NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN      NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN           NaN         NaN         NaN             NaN         NaN         NaN         NaN         NaN    capecitabine         NaN         NaN         NaN         NaN         NaN             NaN         NaN         NaN  fluorouracil           NaN         NaN   leucovorin          NaN         NaN           NaN         NaN           NaN           NaN          NaN           NaN           NaN         NaN         NaN         NaN        NaN   regorafenib          NaN        NaN  leucovorin           NaN          NaN           NaN         NaN          NaN         NaN         NaN         NaN        NaN                     NaN         NaN         NaN        NaN          NaN                  leucovorin        NaN       NaN       NaN        NaN          NaN          NaN                                         leucovorin          NaN      NaN           NaN        NaN           NaN      NaN         NaN        NaN       NaN       NaN       NaN   \n",
       "\n",
       "    42.80.0.10 42.80.0.11 42.80.0.12      42.80.0.13 42.80.0.14 42.80.0.15 122.63.0.8 122.63.0.9 42.80.0.16 42.80.0.17 42.80.0.18 42.80.0.19 42.80.0.20 42.80.0.21 42.80.0.22 42.80.0.23 42.80.0.24      42.80.0.25 122.63.0.10 42.80.0.26 42.80.0.27      42.80.0.28     122.63.0.11   102.63.0.1 102.63.0.2 42.80.0.29 42.80.0.30 42.80.0.31 42.80.0.32       42.80.0.33     46.78.0.4 46.78.0.5 46.78.0.6       46.78.0.7 46.78.0.8 46.78.0.9 46.78.0.10 46.78.0.11 46.78.0.12 46.78.0.13      46.78.0.14 46.78.0.15 46.78.0.16      46.78.0.17 46.78.0.18 46.78.0.19 46.78.0.20 122.63.0.12 122.63.0.13 43.70.0.5 43.70.0.6       43.70.0.7 43.70.0.8 43.70.0.9    43.70.0.10 43.70.0.11 43.70.0.12 67.74.0 67.74.0.1       67.74.0.2 43.70.0.13 67.74.0.3      43.70.0.14 67.74.0.4 43.70.0.15 43.70.0.16 67.74.0.5  139.68.0.4 139.68.0.5 139.68.0.6  139.68.0.7 139.68.0.8 158.63.0   158.63.0.1 139.68.0.9   139.68.0.10 139.68.0.11   139.68.0.12 139.68.0.13 139.68.0.14         122.63.0.14 102.63.0.3 102.63.0.4         122.63.0.15 122.63.0.16 102.63.0.5 102.63.0.6    158.63.0.2    102.63.0.7      102.63.0.8 102.63.0.9 102.63.0.10 102.63.0.11         139.68.0.15 139.68.0.16         139.68.0.17 139.68.0.18 133.67.0 133.67.0.1 133.67.0.2   133.67.0.3 133.67.0.4 133.67.0.5 133.67.0.6 102.63.0.12 102.63.0.13 122.63.0.17 122.63.0.18 122.63.0.19 122.63.0.20 122.63.0.21 122.63.0.22 122.63.0.23 122.63.0.24 122.63.0.25 158.63.0.3 158.63.0.4 158.63.0.5 158.63.0.6 158.63.0.7 158.63.0.8 158.63.0.9 158.63.0.10 122.63.0.26 122.63.0.27     139.68.0.19    139.68.0.20 139.13.0 139.68.0.21 139.68.0.22 139.68.0.23 158.63.0.11 158.63.0.12     158.63.0.13 158.63.0.14 139.68.0.24  \n",
       "2         read       read       read            read       read       read       read       read       read       read       read       read       read       read       read       read       read            read        read       read       read            read            read         read       read       read       read       read       read             read          read      read      read            read      read      read       read       read       read       read            read       read       read            read       read       read       read        read        read      read      read            read      read      read          read       read       read    read      read            read       read      read            read      read       read       read      read        read       read       read        read       read     read         read       read          read        read          read        read        read                read       read       read                read        read       read       read          read          read            read       read        read        read                read        read                read        read     read       read       read         read       read       read       read        read        read        read        read        read        read        read        read        read        read        read       read       read       read       read       read       read       read        read        read        read            read           read     read        read        read        read        read        read            read        read        read  \n",
       "11          63         75         66              60         72         65         66         68         72         77         69         70         62         68         66         85         79              65          90         63         78              73              65           78         85         64         83         66         69               71            68        66        57              74        65        85         61         67         61         67              69         61         74              64         87         83         85          84          59        35        50              49        68        80            55         59         58      67        49              57         62        66              66        67         77         68        71          60         79         66          50         73       48           46         41            41          63            74          44          53                  79         71         90                  49          57         69         62            57            31              62         48          70          68                  70          57                  43          51       57         72         77           56         73         75         77          54          72          78          60          48          53          77          52          64          59          59         60         59         63         71         57         33         58          37          77          64              62             71       71          72          67          70          57          60              71          74          56  \n",
       "34         NaN        NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN         NaN        NaN        NaN             NaN             NaN          NaN        NaN        NaN        NaN        NaN        NaN              NaN           NaN       NaN       NaN             NaN       NaN       NaN        NaN        NaN        NaN        NaN              no         no        NaN             NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN             NaN       NaN       NaN           NaN        NaN        NaN     NaN       NaN             NaN        NaN       NaN             NaN       NaN        NaN        NaN       NaN         NaN        yes        yes          no         no       no           no        NaN           NaN         NaN           NaN         NaN         NaN                 NaN        yes         no                  no          no         no         no            no            no              no         no          no         yes                  no          no                  no         NaN      NaN        NaN        NaN          NaN        NaN        yes        NaN          no         NaN          no          no          no          no          no         yes          no         yes          no         no         no         no         no         no         no         no          no          no          no              no             no       no         NaN          no          no          no          no              no         NaN          no  \n",
       "49         NaN        NaN        NaN             NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN         NaN        NaN        NaN             NaN             NaN          NaN        NaN        NaN        NaN        NaN        NaN              NaN           NaN       NaN       NaN             NaN       NaN       NaN        NaN        NaN        NaN        NaN             NaN        NaN        NaN             NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN             NaN       NaN       NaN           NaN        NaN        NaN     NaN       NaN             NaN        NaN       NaN             NaN       NaN        NaN        NaN       NaN         NaN        NaN        NaN         NaN        NaN      NaN          NaN        NaN           NaN         NaN           NaN         NaN         NaN                 NaN        NaN        NaN                 NaN         NaN        NaN        NaN           NaN           NaN     bevacizumab        NaN         NaN         NaN                 NaN         NaN                 NaN         NaN      NaN        NaN        NaN          NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN     oxaliplatin            NaN      NaN         NaN         NaN         NaN         NaN         NaN             NaN         NaN         NaN  \n",
       "279        NaN        NaN        NaN  5-fluorouracil        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN  5-fluorouracil         NaN        NaN        NaN  5-fluorouracil  5-fluorouracil  bevacizumab        NaN        NaN        NaN        NaN        NaN  zoledronic acid  capecitabine       NaN       NaN  5-fluorouracil       NaN       NaN        NaN        NaN        NaN        NaN  5-fluorouracil        NaN        NaN  5-fluorouracil        NaN        NaN        NaN         NaN         NaN       NaN       NaN  5-fluorouracil       NaN       NaN  folinic acid        NaN        NaN     NaN       NaN  5-fluorouracil        NaN       NaN  5-fluorouracil       NaN        NaN        NaN       NaN     avastin        NaN        NaN        5-fu        NaN      NaN  oxaliplatin        NaN  fluorouracil         NaN    leuocvorin         NaN         NaN  leucovorin calcium        NaN        NaN         oxaliplatin         NaN        NaN        NaN  fluorouracil    leucovorin      leucovorin        NaN         NaN         NaN        fluorouracil         NaN        fluorouracil         NaN      NaN        NaN        NaN  mayo 425-20        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN       mitomycin  polyplatillen      NaN         NaN         NaN         NaN         NaN         NaN      leucovorin  leucovorin         NaN  \n",
       "371        NaN        NaN        NaN      irinotecan        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN     oxaliplatin         NaN        NaN        NaN     oxaliplatin     oxaliplatin          NaN        NaN        NaN        NaN        NaN        NaN              NaN   bevacizumab       NaN       NaN             NaN       NaN       NaN        NaN        NaN        NaN        NaN     oxaliplatin        NaN        NaN     oxaliplatin        NaN        NaN        NaN         NaN         NaN       NaN       NaN     oxaliplatin       NaN       NaN   bevacizumab        NaN        NaN     NaN       NaN     oxaliplatin        NaN       NaN      irinotecan       NaN        NaN        NaN       NaN      xeloda        NaN        NaN  leucovorin        NaN      NaN   leucovorin        NaN   oxaliplatin         NaN  fluorouracil         NaN         NaN         oxaliplatin        NaN        NaN  leucovorin calcium         NaN        NaN        NaN   oxaliplatin  fluorouracil    fluorouracil        NaN         NaN         NaN        fluorouracil         NaN         oxaliplatin         NaN      NaN        NaN        NaN          NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN  5-fluorouracil    oxaliplatin      NaN         NaN         NaN         NaN         NaN         NaN  5-fluorouracil         NaN         NaN  \n",
       "394        NaN        NaN        NaN    folinic acid        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN         NaN        NaN        NaN             NaN      irinotecan          NaN        NaN        NaN        NaN        NaN        NaN              NaN           NaN       NaN       NaN             NaN       NaN       NaN        NaN        NaN        NaN        NaN             NaN        NaN        NaN             NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN             NaN       NaN       NaN           NaN        NaN        NaN     NaN       NaN             NaN        NaN       NaN     bevacizumab       NaN        NaN        NaN       NaN        5-fu        NaN        NaN         NaN        NaN      NaN          NaN        NaN           NaN         NaN   oxaliplatin         NaN         NaN        fluorouracil        NaN        NaN        fluorouracil         NaN        NaN        NaN    leucovorin   oxaliplatin    fluorouracil        NaN         NaN         NaN  leucovorin calcium         NaN  leucovorin calcium         NaN      NaN        NaN        NaN          NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN      leucovorin            NaN      NaN         NaN         NaN         NaN         NaN         NaN          xeloda         NaN         NaN  \n",
       "418        NaN        NaN        NaN  5-fluorouracil        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN         NaN        NaN        NaN             NaN             NaN          NaN        NaN        NaN        NaN        NaN        NaN              NaN           NaN       NaN       NaN             NaN       NaN       NaN        NaN        NaN        NaN        NaN             NaN        NaN        NaN             NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN             NaN       NaN       NaN           NaN        NaN        NaN     NaN       NaN             NaN        NaN       NaN     oxaliplatin       NaN        NaN        NaN       NaN  leucovorin        NaN        NaN         NaN        NaN      NaN          NaN        NaN           NaN         NaN           NaN         NaN         NaN                 NaN        NaN        NaN        fluorouracil         NaN        NaN        NaN           NaN           NaN     bevacizumab        NaN         NaN         NaN                 NaN         NaN                 NaN         NaN      NaN        NaN        NaN          NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN     oxaliplatin            NaN      NaN         NaN         NaN         NaN         NaN         NaN             NaN         NaN         NaN  \n",
       "441        NaN        NaN        NaN     oxaliplatin        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN         NaN        NaN        NaN             NaN             NaN          NaN        NaN        NaN        NaN        NaN        NaN              NaN           NaN       NaN       NaN             NaN       NaN       NaN        NaN        NaN        NaN        NaN             NaN        NaN        NaN             NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN             NaN       NaN       NaN           NaN        NaN        NaN     NaN       NaN             NaN        NaN       NaN             NaN       NaN        NaN        NaN       NaN         NaN        NaN        NaN         NaN        NaN      NaN          NaN        NaN           NaN         NaN           NaN         NaN         NaN                 NaN        NaN        NaN                 NaN         NaN        NaN        NaN           NaN           NaN  irinotecan hcl        NaN         NaN         NaN                 NaN         NaN                 NaN         NaN      NaN        NaN        NaN          NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN      irinotecan            NaN      NaN         NaN         NaN         NaN         NaN         NaN             NaN         NaN         NaN  \n",
       "465        NaN        NaN        NaN      irinotecan        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN             NaN         NaN        NaN        NaN             NaN             NaN          NaN        NaN        NaN        NaN        NaN        NaN              NaN           NaN       NaN       NaN             NaN       NaN       NaN        NaN        NaN        NaN        NaN             NaN        NaN        NaN             NaN        NaN        NaN        NaN         NaN         NaN       NaN       NaN             NaN       NaN       NaN           NaN        NaN        NaN     NaN       NaN             NaN        NaN       NaN             NaN       NaN        NaN        NaN       NaN         NaN        NaN        NaN         NaN        NaN      NaN          NaN        NaN           NaN         NaN           NaN         NaN         NaN                 NaN        NaN        NaN                 NaN         NaN        NaN        NaN           NaN           NaN    fluorouracil        NaN         NaN         NaN                 NaN         NaN                 NaN         NaN      NaN        NaN        NaN          NaN        NaN        NaN        NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN         NaN        NaN        NaN        NaN        NaN        NaN        NaN        NaN         NaN         NaN         NaN      leucovorin            NaN      NaN         NaN         NaN         NaN         NaN         NaN             NaN         NaN         NaN  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# pd.set_option('display.height', 1000)\n",
    "# pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', 700)\n",
    "pd.set_option('display.width', 3000)\n",
    "pd.set_option('display.max_colwidth', 200)\n",
    "\n",
    "df_clin = pd.read_csv('/Users/asura/git/class_tbi_project/data/clin/COADREAD.clin.merged.txt',\n",
    "                   sep=\"\\t\")\n",
    "# df_clin.head(50)\n",
    "rows, cols = df_clin.shape\n",
    "print(\"The clinical file dimensions: {} by {}\".format(rows, cols))\n",
    "\n",
    "keep_cols = [\n",
    "    'patient.patient_id',\n",
    "    'status', 'status_src', # extra columns for debugging\n",
    "    'patient.stage_event.pathologic_stage',\n",
    "    'admin.disease_code',\n",
    "    'patient.race_list.race',\n",
    "    'patient.gender',\n",
    "\n",
    "    'patient.ethnicity',\n",
    "    'patient.height', \n",
    "    'patient.weight',\n",
    "    'patient.age_at_initial_pathologic_diagnosis',\n",
    "    'patient.tissue_source_site',\n",
    "\n",
    "    'patient.tumor_tissue_site',\n",
    "    'patient.vital_status',\n",
    "    'patient.drugs.drug-2.drug_name',\n",
    "    # 'patient.drugs.drug-2.therapy_ongoing',\n",
    "    'patient.drugs.drug-3.drug_name',\n",
    "    'patient.drugs.drug-4.drug_name',\n",
    "    'patient.drugs.drug-5.drug_name',\n",
    "    'patient.drugs.drug-6.drug_name',\n",
    "    'patient.drugs.drug-7.drug_name',\n",
    "    'patient.drugs.drug-8.drug_name',\n",
    "    'patient.drugs.drug-9.drug_name',\n",
    "    'patient.drugs.drug-10.drug_name',\n",
    "    'patient.colon_polyps_present',\n",
    "    ]\n",
    "    \n",
    "df_clin_keep = df_clin[(df_clin['admin.batch_number'].str.contains(\"bcr_aliquot_barcode\")) \n",
    "                           | df_clin['admin.batch_number'].isin(keep_cols)] \n",
    "df_clin_keep.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Transposed clinical data: 630 patients with 125 variables each\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>admin.batch_number</th>\n",
       "      <th>admin.disease_code</th>\n",
       "      <th>patient.age_at_initial_pathologic_diagnosis</th>\n",
       "      <th>patient.colon_polyps_present</th>\n",
       "      <th>patient.drugs.drug-10.drug_name</th>\n",
       "      <th>patient.drugs.drug-2.drug_name</th>\n",
       "      <th>patient.drugs.drug-3.drug_name</th>\n",
       "      <th>patient.drugs.drug-4.drug_name</th>\n",
       "      <th>patient.drugs.drug-5.drug_name</th>\n",
       "      <th>patient.drugs.drug-6.drug_name</th>\n",
       "      <th>patient.drugs.drug-7.drug_name</th>\n",
       "      <th>patient.drugs.drug-8.drug_name</th>\n",
       "      <th>patient.drugs.drug-9.drug_name</th>\n",
       "      <th>patient.ethnicity</th>\n",
       "      <th>patient.gender</th>\n",
       "      <th>patient.height</th>\n",
       "      <th>patient.patient_id</th>\n",
       "      <th>patient.race_list.race</th>\n",
       "      <th>patient.stage_event.pathologic_stage</th>\n",
       "      <th>patient.tissue_source_site</th>\n",
       "      <th>patient.tumor_tissue_site</th>\n",
       "      <th>patient.vital_status</th>\n",
       "      <th>patient.weight</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte-2.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte-2.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
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       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte-2.aliquots.aliquot-5.bcr_aliquot_barcode</th>\n",
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       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte-4.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-10.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-11.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-6.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-7.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-8.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-9.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-2.portions.shipment_portion.shipment_portion_bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte-2.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte-2.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte-3.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-10.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-11.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-6.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-7.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-8.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-9.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte-2.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte-2.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-6.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-7.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-8.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-2.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-2.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-2.analytes.analyte-4.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-2.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-2.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-2.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-2.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-2.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte-4.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte-5.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-6.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-7.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-8.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-4.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-5.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot-4.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-4.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-4.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-4.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-5.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte-5.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-10.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-11.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-12.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-13.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-14.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-15.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-16.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-17.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-6.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-7.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-8.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-9.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.shipment_portion-2.shipment_portion_bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.shipment_portion-3.shipment_portion_bcr_aliquot_barcode</th>\n",
       "      <th>patient.samples.sample.portions.shipment_portion.shipment_portion_bcr_aliquot_barcode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28.82.0</td>\n",
       "      <td>coad</td>\n",
       "      <td>68</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>5- fu</td>\n",
       "      <td>5-fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>not hispanic or latino</td>\n",
       "      <td>female</td>\n",
       "      <td>160</td>\n",
       "      <td>2677</td>\n",
       "      <td>white</td>\n",
       "      <td>stage iiic</td>\n",
       "      <td>a6</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>55.2</td>\n",
       "      <td>tcga-a6-2677-01b-02r-a46x-36</td>\n",
       "      <td>tcga-a6-2677-01b-02r-a482-36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-01b-02r-a277-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-01b-02d-a274-01</td>\n",
       "      <td>tcga-a6-2677-01b-02d-a27a-05</td>\n",
       "      <td>tcga-a6-2677-01b-02d-a46w-08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-01b-02d-a270-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-10a-01w-0896-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-10a-01w-0831-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-10a-01d-a274-01</td>\n",
       "      <td>tcga-a6-2677-10a-01d-a46w-08</td>\n",
       "      <td>tcga-a6-2677-10a-01d-0820-05</td>\n",
       "      <td>tcga-a6-2677-10a-01d-0959-10</td>\n",
       "      <td>tcga-a6-2677-10a-01d-0960-09</td>\n",
       "      <td>tcga-a6-2677-10a-01d-1167-02</td>\n",
       "      <td>tcga-a6-2677-10a-01d-1612-24</td>\n",
       "      <td>tcga-a6-2677-10a-01d-1617-23</td>\n",
       "      <td>tcga-a6-2677-10a-01d-1953-10</td>\n",
       "      <td>tcga-a6-2677-10a-01d-a270-10</td>\n",
       "      <td>tcga-a6-2677-10a-01d-0819-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-11a-01d-1549-01</td>\n",
       "      <td>tcga-a6-2677-11a-01d-1551-05</td>\n",
       "      <td>tcga-a6-2677-11a-01d-1554-10</td>\n",
       "      <td>tcga-a6-2677-11a-01d-1555-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-11a-01d-1547-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-01a-01r-a278-07</td>\n",
       "      <td>tcga-a6-2677-01a-01r-a46x-36</td>\n",
       "      <td>tcga-a6-2677-01a-01r-a482-36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-01a-01r-0821-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-01a-01t-0822-13</td>\n",
       "      <td>tcga-a6-2677-01a-01w-0896-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-01a-01w-0831-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-01a-01d-1555-09</td>\n",
       "      <td>tcga-a6-2677-01a-01d-1612-24</td>\n",
       "      <td>tcga-a6-2677-01a-01d-1617-23</td>\n",
       "      <td>tcga-a6-2677-01a-01d-1953-10</td>\n",
       "      <td>tcga-a6-2677-01a-01d-a270-10</td>\n",
       "      <td>tcga-a6-2677-01a-01d-a274-01</td>\n",
       "      <td>tcga-a6-2677-01a-01d-a27a-05</td>\n",
       "      <td>tcga-a6-2677-01a-01d-a46w-08</td>\n",
       "      <td>tcga-a6-2677-01a-01d-0820-05</td>\n",
       "      <td>tcga-a6-2677-01a-01d-0959-10</td>\n",
       "      <td>tcga-a6-2677-01a-01d-0960-09</td>\n",
       "      <td>tcga-a6-2677-01a-01d-1167-02</td>\n",
       "      <td>tcga-a6-2677-01a-01d-1547-02</td>\n",
       "      <td>tcga-a6-2677-01a-01d-1549-01</td>\n",
       "      <td>tcga-a6-2677-01a-01d-1551-05</td>\n",
       "      <td>tcga-a6-2677-01a-01d-1554-10</td>\n",
       "      <td>tcga-a6-2677-01a-01d-0819-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2677-01a-21-1932-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>76.75.0</td>\n",
       "      <td>coad</td>\n",
       "      <td>73</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>not hispanic or latino</td>\n",
       "      <td>female</td>\n",
       "      <td>170.1</td>\n",
       "      <td>2681</td>\n",
       "      <td>white</td>\n",
       "      <td>stage iia</td>\n",
       "      <td>a6</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>79.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-10a-01w-1461-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-10a-01d-1406-01</td>\n",
       "      <td>tcga-a6-2681-10a-01d-1408-10</td>\n",
       "      <td>tcga-a6-2681-10a-01d-1616-24</td>\n",
       "      <td>tcga-a6-2681-10a-01d-1621-23</td>\n",
       "      <td>tcga-a6-2681-10a-01d-1861-23</td>\n",
       "      <td>tcga-a6-2681-10a-01d-2188-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-10a-01d-1405-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-11a-01d-1549-01</td>\n",
       "      <td>tcga-a6-2681-11a-01d-1551-05</td>\n",
       "      <td>tcga-a6-2681-11a-01d-1554-10</td>\n",
       "      <td>tcga-a6-2681-11a-01d-1555-09</td>\n",
       "      <td>tcga-a6-2681-11a-01d-1861-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-11a-01d-1547-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-01a-01r-1410-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-01a-01t-1409-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-01a-01w-1461-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1616-24</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1621-23</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1861-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1406-01</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1407-05</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1408-10</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1547-02</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1549-01</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1551-05</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1554-10</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1555-09</td>\n",
       "      <td>tcga-a6-2681-01a-01d-1405-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2681-01a-21-1932-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>76.75.0.1</td>\n",
       "      <td>coad</td>\n",
       "      <td>70</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>5 fu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>not hispanic or latino</td>\n",
       "      <td>male</td>\n",
       "      <td>180</td>\n",
       "      <td>2682</td>\n",
       "      <td>white</td>\n",
       "      <td>stage iv</td>\n",
       "      <td>a6</td>\n",
       "      <td>colon</td>\n",
       "      <td>dead</td>\n",
       "      <td>96.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-10a-01w-1461-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-10a-01d-1406-01</td>\n",
       "      <td>tcga-a6-2682-10a-01d-1408-10</td>\n",
       "      <td>tcga-a6-2682-10a-01d-1616-24</td>\n",
       "      <td>tcga-a6-2682-10a-01d-1621-23</td>\n",
       "      <td>tcga-a6-2682-10a-01d-1861-23</td>\n",
       "      <td>tcga-a6-2682-10a-01d-2188-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-10a-01d-1405-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-11a-01r-1758-07</td>\n",
       "      <td>tcga-a6-2682-11a-01r-a32z-07</td>\n",
       "      <td>tcga-a6-2682-11a-01r-1757-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-11a-01d-1549-01</td>\n",
       "      <td>tcga-a6-2682-11a-01d-1551-05</td>\n",
       "      <td>tcga-a6-2682-11a-01d-1554-10</td>\n",
       "      <td>tcga-a6-2682-11a-01d-1555-09</td>\n",
       "      <td>tcga-a6-2682-11a-01d-1861-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-11a-01d-1547-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-01a-01r-1410-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-01a-01t-1409-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-01a-01w-1461-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1616-24</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1621-23</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1861-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1406-01</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1407-05</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1408-10</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1547-02</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1549-01</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1551-05</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1554-10</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1555-09</td>\n",
       "      <td>tcga-a6-2682-01a-01d-1405-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>123.71.0</td>\n",
       "      <td>coad</td>\n",
       "      <td>79</td>\n",
       "      <td>yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>not hispanic or latino</td>\n",
       "      <td>male</td>\n",
       "      <td>180.3</td>\n",
       "      <td>4105</td>\n",
       "      <td>white</td>\n",
       "      <td>stage iia</td>\n",
       "      <td>a6</td>\n",
       "      <td>colon</td>\n",
       "      <td>dead</td>\n",
       "      <td>83.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-4105-10a-01w-1811-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-4105-10a-01d-1769-02</td>\n",
       "      <td>tcga-a6-4105-10a-01d-1770-01</td>\n",
       "      <td>tcga-a6-4105-10a-01d-1771-10</td>\n",
       "      <td>tcga-a6-4105-10a-01d-1865-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-4105-10a-01d-1181-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-4105-01a-02r-1774-07</td>\n",
       "      <td>tcga-a6-4105-01a-02t-1773-13</td>\n",
       "      <td>tcga-a6-4105-01a-02w-1811-10</td>\n",
       "      <td>tcga-a6-4105-01a-02d-1770-01</td>\n",
       "      <td>tcga-a6-4105-01a-02d-1771-10</td>\n",
       "      <td>tcga-a6-4105-01a-02d-1772-05</td>\n",
       "      <td>tcga-a6-4105-01a-02d-1865-23</td>\n",
       "      <td>tcga-a6-4105-01a-02d-1769-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-4105-01a-01d-1181-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>123.71.0.1</td>\n",
       "      <td>coad</td>\n",
       "      <td>66</td>\n",
       "      <td>yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>not hispanic or latino</td>\n",
       "      <td>male</td>\n",
       "      <td>190</td>\n",
       "      <td>6649</td>\n",
       "      <td>white</td>\n",
       "      <td>stage iiib</td>\n",
       "      <td>a6</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>106</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-6649-10a-01w-1811-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-6649-10a-01d-1770-01</td>\n",
       "      <td>tcga-a6-6649-10a-01d-1771-10</td>\n",
       "      <td>tcga-a6-6649-10a-01d-1865-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-6649-10a-01d-1769-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-6649-01a-11h-1773-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-6649-01a-11r-1774-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-6649-01a-11w-1811-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-6649-01a-11d-1770-01</td>\n",
       "      <td>tcga-a6-6649-01a-11d-1771-10</td>\n",
       "      <td>tcga-a6-6649-01a-11d-1772-05</td>\n",
       "      <td>tcga-a6-6649-01a-11d-1865-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-6649-01a-11d-1769-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-a6-6649-01a-13-1935-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>138.75.0</td>\n",
       "      <td>coad</td>\n",
       "      <td>83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3496</td>\n",
       "      <td>NaN</td>\n",
       "      <td>stage ii</td>\n",
       "      <td>aa</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3496-11a-01r-1839-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3496-11a-01w-1901-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3496-11a-01d-1834-01</td>\n",
       "      <td>tcga-aa-3496-11a-01d-1835-10</td>\n",
       "      <td>tcga-aa-3496-11a-01d-1836-23</td>\n",
       "      <td>tcga-aa-3496-11a-01d-1837-05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3496-11a-01d-1833-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3496-01a-21h-1838-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3496-01a-21r-1839-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3496-01a-21w-1901-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3496-01a-21d-1834-01</td>\n",
       "      <td>tcga-aa-3496-01a-21d-1835-10</td>\n",
       "      <td>tcga-aa-3496-01a-21d-1836-23</td>\n",
       "      <td>tcga-aa-3496-01a-21d-1837-05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3496-01a-21d-1833-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3496-01a-22-1932-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>76.75.0.2</td>\n",
       "      <td>coad</td>\n",
       "      <td>77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3506</td>\n",
       "      <td>NaN</td>\n",
       "      <td>stage i</td>\n",
       "      <td>aa</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3506-11a-01w-1461-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3506-11a-01d-1406-01</td>\n",
       "      <td>tcga-aa-3506-11a-01d-1407-05</td>\n",
       "      <td>tcga-aa-3506-11a-01d-1408-10</td>\n",
       "      <td>tcga-aa-3506-11a-01d-1616-24</td>\n",
       "      <td>tcga-aa-3506-11a-01d-1621-23</td>\n",
       "      <td>tcga-aa-3506-11a-01d-1861-23</td>\n",
       "      <td>tcga-aa-3506-11a-01d-2188-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3506-11a-01d-1405-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3506-01a-01r-1410-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3506-01a-01t-1409-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3506-01a-01w-1461-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3506-01a-01d-1406-01</td>\n",
       "      <td>tcga-aa-3506-01a-01d-1407-05</td>\n",
       "      <td>tcga-aa-3506-01a-01d-1408-10</td>\n",
       "      <td>tcga-aa-3506-01a-01d-1616-24</td>\n",
       "      <td>tcga-aa-3506-01a-01d-1621-23</td>\n",
       "      <td>tcga-aa-3506-01a-01d-1861-23</td>\n",
       "      <td>tcga-aa-3506-01a-01d-2188-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3506-01a-01d-1405-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3506-01a-21-1932-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>29.79.0</td>\n",
       "      <td>coad</td>\n",
       "      <td>74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3516</td>\n",
       "      <td>NaN</td>\n",
       "      <td>stage iii</td>\n",
       "      <td>aa</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-10a-01w-0897-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-10a-01w-0833-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-10a-01d-0825-05</td>\n",
       "      <td>tcga-aa-3516-10a-01d-0961-10</td>\n",
       "      <td>tcga-aa-3516-10a-01d-0962-09</td>\n",
       "      <td>tcga-aa-3516-10a-01d-1167-02</td>\n",
       "      <td>tcga-aa-3516-10a-01d-1612-24</td>\n",
       "      <td>tcga-aa-3516-10a-01d-1617-23</td>\n",
       "      <td>tcga-aa-3516-10a-01d-1953-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-10a-01d-0824-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-11a-01r-1758-07</td>\n",
       "      <td>tcga-aa-3516-11a-01r-a32z-07</td>\n",
       "      <td>tcga-aa-3516-11a-01r-1757-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-11a-01d-1549-01</td>\n",
       "      <td>tcga-aa-3516-11a-01d-1551-05</td>\n",
       "      <td>tcga-aa-3516-11a-01d-1554-10</td>\n",
       "      <td>tcga-aa-3516-11a-01d-1555-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-11a-01d-1547-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-01a-02r-0826-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-01a-02t-0827-13</td>\n",
       "      <td>tcga-aa-3516-01a-02w-0897-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-01a-02w-0833-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-01a-02d-1555-09</td>\n",
       "      <td>tcga-aa-3516-01a-02d-1612-24</td>\n",
       "      <td>tcga-aa-3516-01a-02d-1617-23</td>\n",
       "      <td>tcga-aa-3516-01a-02d-1953-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3516-01a-02d-0825-05</td>\n",
       "      <td>tcga-aa-3516-01a-02d-0961-10</td>\n",
       "      <td>tcga-aa-3516-01a-02d-0962-09</td>\n",
       "      <td>tcga-aa-3516-01a-02d-1167-02</td>\n",
       "      <td>tcga-aa-3516-01a-02d-1547-02</td>\n",
       "      <td>tcga-aa-3516-01a-02d-1549-01</td>\n",
       "      <td>tcga-aa-3516-01a-02d-1551-05</td>\n",
       "      <td>tcga-aa-3516-01a-02d-1554-10</td>\n",
       "      <td>tcga-aa-3516-01a-02d-0824-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>28.82.0.1</td>\n",
       "      <td>coad</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>stage ii</td>\n",
       "      <td>aa</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-10a-01w-0896-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-10a-01w-0831-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-10a-01d-0820-05</td>\n",
       "      <td>tcga-aa-3520-10a-01d-0959-10</td>\n",
       "      <td>tcga-aa-3520-10a-01d-0960-09</td>\n",
       "      <td>tcga-aa-3520-10a-01d-1612-24</td>\n",
       "      <td>tcga-aa-3520-10a-01d-1617-23</td>\n",
       "      <td>tcga-aa-3520-10a-01d-1637-02</td>\n",
       "      <td>tcga-aa-3520-10a-01d-1953-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-10a-01d-0819-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-11a-01r-1758-07</td>\n",
       "      <td>tcga-aa-3520-11a-01r-a32z-07</td>\n",
       "      <td>tcga-aa-3520-11a-01r-1757-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-11a-01d-1549-01</td>\n",
       "      <td>tcga-aa-3520-11a-01d-1551-05</td>\n",
       "      <td>tcga-aa-3520-11a-01d-1554-10</td>\n",
       "      <td>tcga-aa-3520-11a-01d-1555-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-11a-01d-1547-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-01a-01r-0821-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-01a-01t-0822-13</td>\n",
       "      <td>tcga-aa-3520-01a-01w-0896-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-01a-01w-0831-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-01a-01d-1612-24</td>\n",
       "      <td>tcga-aa-3520-01a-01d-1617-23</td>\n",
       "      <td>tcga-aa-3520-01a-01d-1637-02</td>\n",
       "      <td>tcga-aa-3520-01a-01d-1953-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-01a-01d-0820-05</td>\n",
       "      <td>tcga-aa-3520-01a-01d-0959-10</td>\n",
       "      <td>tcga-aa-3520-01a-01d-0960-09</td>\n",
       "      <td>tcga-aa-3520-01a-01d-1547-02</td>\n",
       "      <td>tcga-aa-3520-01a-01d-1549-01</td>\n",
       "      <td>tcga-aa-3520-01a-01d-1551-05</td>\n",
       "      <td>tcga-aa-3520-01a-01d-1554-10</td>\n",
       "      <td>tcga-aa-3520-01a-01d-1555-09</td>\n",
       "      <td>tcga-aa-3520-01a-01d-0819-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3520-01a-21-1932-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>28.82.0.2</td>\n",
       "      <td>coad</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3521</td>\n",
       "      <td>NaN</td>\n",
       "      <td>stage ii</td>\n",
       "      <td>aa</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-10a-01w-0896-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-10a-01w-0831-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-10a-01d-0820-05</td>\n",
       "      <td>tcga-aa-3521-10a-01d-0959-10</td>\n",
       "      <td>tcga-aa-3521-10a-01d-0960-09</td>\n",
       "      <td>tcga-aa-3521-10a-01d-1612-24</td>\n",
       "      <td>tcga-aa-3521-10a-01d-1617-23</td>\n",
       "      <td>tcga-aa-3521-10a-01d-1637-02</td>\n",
       "      <td>tcga-aa-3521-10a-01d-1953-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-10a-01d-0819-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-11a-01d-1549-01</td>\n",
       "      <td>tcga-aa-3521-11a-01d-1551-05</td>\n",
       "      <td>tcga-aa-3521-11a-01d-1554-10</td>\n",
       "      <td>tcga-aa-3521-11a-01d-1555-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-11a-01d-1547-02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-01a-01r-0821-07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-01a-01t-0822-13</td>\n",
       "      <td>tcga-aa-3521-01a-01w-0896-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-01a-01w-0831-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-01a-01d-1612-24</td>\n",
       "      <td>tcga-aa-3521-01a-01d-1617-23</td>\n",
       "      <td>tcga-aa-3521-01a-01d-1637-02</td>\n",
       "      <td>tcga-aa-3521-01a-01d-1953-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-01a-01d-0820-05</td>\n",
       "      <td>tcga-aa-3521-01a-01d-0959-10</td>\n",
       "      <td>tcga-aa-3521-01a-01d-0960-09</td>\n",
       "      <td>tcga-aa-3521-01a-01d-1547-02</td>\n",
       "      <td>tcga-aa-3521-01a-01d-1549-01</td>\n",
       "      <td>tcga-aa-3521-01a-01d-1551-05</td>\n",
       "      <td>tcga-aa-3521-01a-01d-1554-10</td>\n",
       "      <td>tcga-aa-3521-01a-01d-1555-09</td>\n",
       "      <td>tcga-aa-3521-01a-01d-0819-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>tcga-aa-3521-01a-21-1932-20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   admin.batch_number admin.disease_code patient.age_at_initial_pathologic_diagnosis patient.colon_polyps_present patient.drugs.drug-10.drug_name patient.drugs.drug-2.drug_name patient.drugs.drug-3.drug_name patient.drugs.drug-4.drug_name patient.drugs.drug-5.drug_name patient.drugs.drug-6.drug_name patient.drugs.drug-7.drug_name patient.drugs.drug-8.drug_name patient.drugs.drug-9.drug_name       patient.ethnicity patient.gender patient.height patient.patient_id patient.race_list.race patient.stage_event.pathologic_stage patient.tissue_source_site patient.tumor_tissue_site patient.vital_status patient.weight patient.samples.sample-2.portions.portion.analytes.analyte-2.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte-2.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte-2.aliquots.aliquot-4.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte-2.aliquots.aliquot-5.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte-3.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte-3.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte-4.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-10.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-11.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-6.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-7.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-8.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot-9.bcr_aliquot_barcode patient.samples.sample-2.portions.portion.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample-2.portions.shipment_portion.shipment_portion_bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte-2.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte-2.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode  \\\n",
       "1             28.82.0               coad                                          68                           no                             NaN                    oxaliplatin                          5- fu                           5-fu                            NaN                            NaN                            NaN                            NaN                            NaN  not hispanic or latino         female            160               2677                  white                           stage iiic                         a6                     colon                alive           55.2                                                                        tcga-a6-2677-01b-02r-a46x-36                                                                        tcga-a6-2677-01b-02r-a482-36                                                                                                 NaN                                                                                                 NaN                                                                      tcga-a6-2677-01b-02r-a277-07                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-a6-2677-01b-02d-a274-01                                                                      tcga-a6-2677-01b-02d-a27a-05                                                                      tcga-a6-2677-01b-02d-a46w-08                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2677-01b-02d-a270-10                                                                                     NaN                                                                        tcga-a6-2677-10a-01w-0896-09                                                                                                 NaN                                                                      tcga-a6-2677-10a-01w-0831-10   \n",
       "2             76.75.0               coad                                          73                           no                             NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN  not hispanic or latino         female          170.1               2681                  white                            stage iia                         a6                     colon                alive           79.6                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                      tcga-a6-2681-10a-01w-1461-10                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-a6-2681-10a-01d-1406-01                                                                      tcga-a6-2681-10a-01d-1408-10                                                                      tcga-a6-2681-10a-01d-1616-24                                                                      tcga-a6-2681-10a-01d-1621-23                                                                      tcga-a6-2681-10a-01d-1861-23                                                                      tcga-a6-2681-10a-01d-2188-10                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2681-10a-01d-1405-02                                                                                     NaN                                                                                                 NaN                                                                                                 NaN                                                                                               NaN   \n",
       "3           76.75.0.1               coad                                          70                           no                             NaN                     leucovorin                    oxaliplatin                           5 fu                    oxaliplatin                     leucovorin                           5 fu                           5 fu                            NaN  not hispanic or latino           male            180               2682                  white                             stage iv                         a6                     colon                 dead           96.5                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                      tcga-a6-2682-10a-01w-1461-10                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-a6-2682-10a-01d-1406-01                                                                      tcga-a6-2682-10a-01d-1408-10                                                                      tcga-a6-2682-10a-01d-1616-24                                                                      tcga-a6-2682-10a-01d-1621-23                                                                      tcga-a6-2682-10a-01d-1861-23                                                                      tcga-a6-2682-10a-01d-2188-10                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2682-10a-01d-1405-02                                                                                     NaN                                                                        tcga-a6-2682-11a-01r-1758-07                                                                        tcga-a6-2682-11a-01r-a32z-07                                                                      tcga-a6-2682-11a-01r-1757-13   \n",
       "4            123.71.0               coad                                          79                          yes                             NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN  not hispanic or latino           male          180.3               4105                  white                            stage iia                         a6                     colon                 dead           83.3                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                      tcga-a6-4105-10a-01w-1811-10                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-a6-4105-10a-01d-1769-02                                                                      tcga-a6-4105-10a-01d-1770-01                                                                      tcga-a6-4105-10a-01d-1771-10                                                                      tcga-a6-4105-10a-01d-1865-23                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-4105-10a-01d-1181-01                                                                                     NaN                                                                                                 NaN                                                                                                 NaN                                                                                               NaN   \n",
       "5          123.71.0.1               coad                                          66                          yes                             NaN                    oxaliplatin                   fluorouracil                     leucovorin                            NaN                            NaN                            NaN                            NaN                            NaN  not hispanic or latino           male            190               6649                  white                           stage iiib                         a6                     colon                alive            106                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                      tcga-a6-6649-10a-01w-1811-10                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-a6-6649-10a-01d-1770-01                                                                      tcga-a6-6649-10a-01d-1771-10                                                                      tcga-a6-6649-10a-01d-1865-23                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-6649-10a-01d-1769-02                                                                                     NaN                                                                                                 NaN                                                                                                 NaN                                                                                               NaN   \n",
       "6            138.75.0               coad                                          83                          NaN                             NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                     NaN         female            NaN               3496                    NaN                             stage ii                         aa                     colon                alive            NaN                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                      tcga-aa-3496-11a-01r-1839-07                                                                                                 NaN                                                                                                 NaN                                                                      tcga-aa-3496-11a-01w-1901-10                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-aa-3496-11a-01d-1834-01                                                                      tcga-aa-3496-11a-01d-1835-10                                                                      tcga-aa-3496-11a-01d-1836-23                                                                      tcga-aa-3496-11a-01d-1837-05                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3496-11a-01d-1833-02                                                                                     NaN                                                                                                 NaN                                                                                                 NaN                                                                                               NaN   \n",
       "7           76.75.0.2               coad                                          77                          NaN                             NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                     NaN           male            NaN               3506                    NaN                              stage i                         aa                     colon                alive            NaN                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                      tcga-aa-3506-11a-01w-1461-10                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-aa-3506-11a-01d-1406-01                                                                      tcga-aa-3506-11a-01d-1407-05                                                                      tcga-aa-3506-11a-01d-1408-10                                                                      tcga-aa-3506-11a-01d-1616-24                                                                      tcga-aa-3506-11a-01d-1621-23                                                                      tcga-aa-3506-11a-01d-1861-23                                                                      tcga-aa-3506-11a-01d-2188-10                                                                                               NaN                                                                    tcga-aa-3506-11a-01d-1405-02                                                                                     NaN                                                                                                 NaN                                                                                                 NaN                                                                                               NaN   \n",
       "8             29.79.0               coad                                          74                          NaN                             NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                     NaN         female            NaN               3516                    NaN                            stage iii                         aa                     colon                alive            NaN                                                                        tcga-aa-3516-10a-01w-0897-09                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                      tcga-aa-3516-10a-01w-0833-10                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-aa-3516-10a-01d-0825-05                                                                      tcga-aa-3516-10a-01d-0961-10                                                                      tcga-aa-3516-10a-01d-0962-09                                                                      tcga-aa-3516-10a-01d-1167-02                                                                      tcga-aa-3516-10a-01d-1612-24                                                                      tcga-aa-3516-10a-01d-1617-23                                                                      tcga-aa-3516-10a-01d-1953-10                                                                                               NaN                                                                    tcga-aa-3516-10a-01d-0824-01                                                                                     NaN                                                                        tcga-aa-3516-11a-01r-1758-07                                                                        tcga-aa-3516-11a-01r-a32z-07                                                                      tcga-aa-3516-11a-01r-1757-13   \n",
       "9           28.82.0.1               coad                                          86                          NaN                             NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                     NaN         female            NaN               3520                    NaN                             stage ii                         aa                     colon                alive            NaN                                                                        tcga-aa-3520-10a-01w-0896-09                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                      tcga-aa-3520-10a-01w-0831-10                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-aa-3520-10a-01d-0820-05                                                                      tcga-aa-3520-10a-01d-0959-10                                                                      tcga-aa-3520-10a-01d-0960-09                                                                      tcga-aa-3520-10a-01d-1612-24                                                                      tcga-aa-3520-10a-01d-1617-23                                                                      tcga-aa-3520-10a-01d-1637-02                                                                      tcga-aa-3520-10a-01d-1953-10                                                                                               NaN                                                                    tcga-aa-3520-10a-01d-0819-01                                                                                     NaN                                                                        tcga-aa-3520-11a-01r-1758-07                                                                        tcga-aa-3520-11a-01r-a32z-07                                                                      tcga-aa-3520-11a-01r-1757-13   \n",
       "10          28.82.0.2               coad                                          87                          NaN                             NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                     NaN           male            NaN               3521                    NaN                             stage ii                         aa                     colon                alive            NaN                                                                        tcga-aa-3521-10a-01w-0896-09                                                                                                 NaN                                                                                                 NaN                                                                                                 NaN                                                                      tcga-aa-3521-10a-01w-0831-10                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-aa-3521-10a-01d-0820-05                                                                      tcga-aa-3521-10a-01d-0959-10                                                                      tcga-aa-3521-10a-01d-0960-09                                                                      tcga-aa-3521-10a-01d-1612-24                                                                      tcga-aa-3521-10a-01d-1617-23                                                                      tcga-aa-3521-10a-01d-1637-02                                                                      tcga-aa-3521-10a-01d-1953-10                                                                                               NaN                                                                    tcga-aa-3521-10a-01d-0819-01                                                                                     NaN                                                                                                 NaN                                                                                                 NaN                                                                                               NaN   \n",
       "\n",
       "   patient.samples.sample-3.portions.portion.analytes.analyte-3.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-10.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-11.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-6.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-7.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-8.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot-9.bcr_aliquot_barcode patient.samples.sample-3.portions.portion.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte-2.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte-2.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-6.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-7.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot-8.bcr_aliquot_barcode patient.samples.sample-4.portions.portion.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion-2.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion-2.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion-2.analytes.analyte-4.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion-2.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample.portions.portion-2.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode  \\\n",
       "1                                                                                                  NaN                                                                                               NaN                                                                       tcga-a6-2677-10a-01d-a274-01                                                                       tcga-a6-2677-10a-01d-a46w-08                                                                      tcga-a6-2677-10a-01d-0820-05                                                                      tcga-a6-2677-10a-01d-0959-10                                                                      tcga-a6-2677-10a-01d-0960-09                                                                      tcga-a6-2677-10a-01d-1167-02                                                                      tcga-a6-2677-10a-01d-1612-24                                                                      tcga-a6-2677-10a-01d-1617-23                                                                      tcga-a6-2677-10a-01d-1953-10                                                                      tcga-a6-2677-10a-01d-a270-10                                                                    tcga-a6-2677-10a-01d-0819-01                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                      tcga-a6-2677-11a-01d-1549-01                                                                      tcga-a6-2677-11a-01d-1551-05                                                                      tcga-a6-2677-11a-01d-1554-10                                                                      tcga-a6-2677-11a-01d-1555-09                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2677-11a-01d-1547-02                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN   \n",
       "2                                                                                                  NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-a6-2681-11a-01d-1549-01                                                                      tcga-a6-2681-11a-01d-1551-05                                                                      tcga-a6-2681-11a-01d-1554-10                                                                      tcga-a6-2681-11a-01d-1555-09                                                                      tcga-a6-2681-11a-01d-1861-23                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2681-11a-01d-1547-02                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN   \n",
       "3                                                                                                  NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-a6-2682-11a-01d-1549-01                                                                      tcga-a6-2682-11a-01d-1551-05                                                                      tcga-a6-2682-11a-01d-1554-10                                                                      tcga-a6-2682-11a-01d-1555-09                                                                      tcga-a6-2682-11a-01d-1861-23                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2682-11a-01d-1547-02                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN   \n",
       "4                                                                                                  NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                      tcga-a6-4105-01a-02r-1774-07                                                                      tcga-a6-4105-01a-02t-1773-13                                                                      tcga-a6-4105-01a-02w-1811-10                                                                      tcga-a6-4105-01a-02d-1770-01                                                                      tcga-a6-4105-01a-02d-1771-10   \n",
       "5                                                                                                  NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN   \n",
       "6                                                                                                  NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN   \n",
       "7                                                                                                  NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN   \n",
       "8                                                                                                  NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-aa-3516-11a-01d-1549-01                                                                      tcga-aa-3516-11a-01d-1551-05                                                                      tcga-aa-3516-11a-01d-1554-10                                                                      tcga-aa-3516-11a-01d-1555-09                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3516-11a-01d-1547-02                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN   \n",
       "9                                                                                                  NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-aa-3520-11a-01d-1549-01                                                                      tcga-aa-3520-11a-01d-1551-05                                                                      tcga-aa-3520-11a-01d-1554-10                                                                      tcga-aa-3520-11a-01d-1555-09                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3520-11a-01d-1547-02                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN   \n",
       "10                                                                                                 NaN                                                                                               NaN                                                                                                NaN                                                                                                NaN                                                                      tcga-aa-3521-11a-01d-1549-01                                                                      tcga-aa-3521-11a-01d-1551-05                                                                      tcga-aa-3521-11a-01d-1554-10                                                                      tcga-aa-3521-11a-01d-1555-09                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3521-11a-01d-1547-02                                                                                                 NaN                                                                                                 NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN   \n",
       "\n",
       "   patient.samples.sample.portions.portion-2.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode patient.samples.sample.portions.portion-2.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode patient.samples.sample.portions.portion-2.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte-4.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte-5.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-6.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-7.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot-8.bcr_aliquot_barcode patient.samples.sample.portions.portion-3.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-4.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-5.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot-4.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-4.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-4.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-4.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-5.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte-5.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-10.bcr_aliquot_barcode  \\\n",
       "1                                                                                                NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                      tcga-a6-2677-01a-01r-a278-07                                                                      tcga-a6-2677-01a-01r-a46x-36                                                                      tcga-a6-2677-01a-01r-a482-36                                                                                               NaN                                                                    tcga-a6-2677-01a-01r-0821-07                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2677-01a-01t-0822-13                                                                      tcga-a6-2677-01a-01w-0896-09                                                                                               NaN                                                                    tcga-a6-2677-01a-01w-0831-10                                                                                               NaN                                                                                             NaN                                                                     tcga-a6-2677-01a-01d-1555-09   \n",
       "2                                                                                                NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2681-01a-01r-1410-07                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2681-01a-01t-1409-13                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2681-01a-01w-1461-10                                                                                               NaN                                                                                             NaN                                                                     tcga-a6-2681-01a-01d-1616-24   \n",
       "3                                                                                                NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2682-01a-01r-1410-07                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2682-01a-01t-1409-13                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-2682-01a-01w-1461-10                                                                                               NaN                                                                                             NaN                                                                     tcga-a6-2682-01a-01d-1616-24   \n",
       "4                                                                       tcga-a6-4105-01a-02d-1772-05                                                                      tcga-a6-4105-01a-02d-1865-23                                                                    tcga-a6-4105-01a-02d-1769-02                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                             NaN                                                                                              NaN   \n",
       "5                                                                                                NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-6649-01a-11h-1773-13                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-6649-01a-11r-1774-07                                                                                               NaN                                                                                               NaN                                                                    tcga-a6-6649-01a-11w-1811-10                                                                                               NaN                                                                                             NaN                                                                                              NaN   \n",
       "6                                                                                                NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3496-01a-21h-1838-13                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3496-01a-21r-1839-07                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3496-01a-21w-1901-10                                                                                               NaN                                                                                             NaN                                                                                              NaN   \n",
       "7                                                                                                NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3506-01a-01r-1410-07                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3506-01a-01t-1409-13                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3506-01a-01w-1461-10                                                                                               NaN                                                                                             NaN                                                                                              NaN   \n",
       "8                                                                                                NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3516-01a-02r-0826-07                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3516-01a-02t-0827-13                                                                      tcga-aa-3516-01a-02w-0897-09                                                                                               NaN                                                                    tcga-aa-3516-01a-02w-0833-10                                                                                               NaN                                                                                             NaN                                                                     tcga-aa-3516-01a-02d-1555-09   \n",
       "9                                                                                                NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3520-01a-01r-0821-07                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3520-01a-01t-0822-13                                                                      tcga-aa-3520-01a-01w-0896-09                                                                                               NaN                                                                    tcga-aa-3520-01a-01w-0831-10                                                                                               NaN                                                                                             NaN                                                                     tcga-aa-3520-01a-01d-1612-24   \n",
       "10                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                             NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3521-01a-01r-0821-07                                                                                               NaN                                                                                               NaN                                                                                               NaN                                                                    tcga-aa-3521-01a-01t-0822-13                                                                      tcga-aa-3521-01a-01w-0896-09                                                                                               NaN                                                                    tcga-aa-3521-01a-01w-0831-10                                                                                               NaN                                                                                             NaN                                                                     tcga-aa-3521-01a-01d-1612-24   \n",
       "\n",
       "   patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-11.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-12.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-13.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-14.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-15.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-16.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-17.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-3.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-4.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-5.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-6.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-7.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-8.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-9.bcr_aliquot_barcode patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot.bcr_aliquot_barcode patient.samples.sample.portions.shipment_portion-2.shipment_portion_bcr_aliquot_barcode patient.samples.sample.portions.shipment_portion-3.shipment_portion_bcr_aliquot_barcode patient.samples.sample.portions.shipment_portion.shipment_portion_bcr_aliquot_barcode  \n",
       "1                                                                      tcga-a6-2677-01a-01d-1612-24                                                                     tcga-a6-2677-01a-01d-1617-23                                                                     tcga-a6-2677-01a-01d-1953-10                                                                     tcga-a6-2677-01a-01d-a270-10                                                                     tcga-a6-2677-01a-01d-a274-01                                                                     tcga-a6-2677-01a-01d-a27a-05                                                                     tcga-a6-2677-01a-01d-a46w-08                                                                    tcga-a6-2677-01a-01d-0820-05                                                                    tcga-a6-2677-01a-01d-0959-10                                                                    tcga-a6-2677-01a-01d-0960-09                                                                    tcga-a6-2677-01a-01d-1167-02                                                                    tcga-a6-2677-01a-01d-1547-02                                                                    tcga-a6-2677-01a-01d-1549-01                                                                    tcga-a6-2677-01a-01d-1551-05                                                                    tcga-a6-2677-01a-01d-1554-10                                                                  tcga-a6-2677-01a-01d-0819-01                                                                                     NaN                                                                                     NaN                                                           tcga-a6-2677-01a-21-1932-20  \n",
       "2                                                                      tcga-a6-2681-01a-01d-1621-23                                                                     tcga-a6-2681-01a-01d-1861-23                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                    tcga-a6-2681-01a-01d-1406-01                                                                    tcga-a6-2681-01a-01d-1407-05                                                                    tcga-a6-2681-01a-01d-1408-10                                                                    tcga-a6-2681-01a-01d-1547-02                                                                    tcga-a6-2681-01a-01d-1549-01                                                                    tcga-a6-2681-01a-01d-1551-05                                                                    tcga-a6-2681-01a-01d-1554-10                                                                    tcga-a6-2681-01a-01d-1555-09                                                                  tcga-a6-2681-01a-01d-1405-02                                                                                     NaN                                                                                     NaN                                                           tcga-a6-2681-01a-21-1932-20  \n",
       "3                                                                      tcga-a6-2682-01a-01d-1621-23                                                                     tcga-a6-2682-01a-01d-1861-23                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                    tcga-a6-2682-01a-01d-1406-01                                                                    tcga-a6-2682-01a-01d-1407-05                                                                    tcga-a6-2682-01a-01d-1408-10                                                                    tcga-a6-2682-01a-01d-1547-02                                                                    tcga-a6-2682-01a-01d-1549-01                                                                    tcga-a6-2682-01a-01d-1551-05                                                                    tcga-a6-2682-01a-01d-1554-10                                                                    tcga-a6-2682-01a-01d-1555-09                                                                  tcga-a6-2682-01a-01d-1405-02                                                                                     NaN                                                                                     NaN                                                                                   NaN  \n",
       "4                                                                                               NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                             NaN                                                                                             NaN                                                                                             NaN                                                                                             NaN                                                                                             NaN                                                                                             NaN                                                                                             NaN                                                                                             NaN                                                                  tcga-a6-4105-01a-01d-1181-01                                                                                     NaN                                                                                     NaN                                                                                   NaN  \n",
       "5                                                                                               NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                    tcga-a6-6649-01a-11d-1770-01                                                                    tcga-a6-6649-01a-11d-1771-10                                                                    tcga-a6-6649-01a-11d-1772-05                                                                    tcga-a6-6649-01a-11d-1865-23                                                                                             NaN                                                                                             NaN                                                                                             NaN                                                                                             NaN                                                                  tcga-a6-6649-01a-11d-1769-02                                                                                     NaN                                                                                     NaN                                                           tcga-a6-6649-01a-13-1935-20  \n",
       "6                                                                                               NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                    tcga-aa-3496-01a-21d-1834-01                                                                    tcga-aa-3496-01a-21d-1835-10                                                                    tcga-aa-3496-01a-21d-1836-23                                                                    tcga-aa-3496-01a-21d-1837-05                                                                                             NaN                                                                                             NaN                                                                                             NaN                                                                                             NaN                                                                  tcga-aa-3496-01a-21d-1833-02                                                                                     NaN                                                                                     NaN                                                           tcga-aa-3496-01a-22-1932-20  \n",
       "7                                                                                               NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                    tcga-aa-3506-01a-01d-1406-01                                                                    tcga-aa-3506-01a-01d-1407-05                                                                    tcga-aa-3506-01a-01d-1408-10                                                                    tcga-aa-3506-01a-01d-1616-24                                                                    tcga-aa-3506-01a-01d-1621-23                                                                    tcga-aa-3506-01a-01d-1861-23                                                                    tcga-aa-3506-01a-01d-2188-10                                                                                             NaN                                                                  tcga-aa-3506-01a-01d-1405-02                                                                                     NaN                                                                                     NaN                                                           tcga-aa-3506-01a-21-1932-20  \n",
       "8                                                                      tcga-aa-3516-01a-02d-1612-24                                                                     tcga-aa-3516-01a-02d-1617-23                                                                     tcga-aa-3516-01a-02d-1953-10                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                    tcga-aa-3516-01a-02d-0825-05                                                                    tcga-aa-3516-01a-02d-0961-10                                                                    tcga-aa-3516-01a-02d-0962-09                                                                    tcga-aa-3516-01a-02d-1167-02                                                                    tcga-aa-3516-01a-02d-1547-02                                                                    tcga-aa-3516-01a-02d-1549-01                                                                    tcga-aa-3516-01a-02d-1551-05                                                                    tcga-aa-3516-01a-02d-1554-10                                                                  tcga-aa-3516-01a-02d-0824-01                                                                                     NaN                                                                                     NaN                                                                                   NaN  \n",
       "9                                                                      tcga-aa-3520-01a-01d-1617-23                                                                     tcga-aa-3520-01a-01d-1637-02                                                                     tcga-aa-3520-01a-01d-1953-10                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                    tcga-aa-3520-01a-01d-0820-05                                                                    tcga-aa-3520-01a-01d-0959-10                                                                    tcga-aa-3520-01a-01d-0960-09                                                                    tcga-aa-3520-01a-01d-1547-02                                                                    tcga-aa-3520-01a-01d-1549-01                                                                    tcga-aa-3520-01a-01d-1551-05                                                                    tcga-aa-3520-01a-01d-1554-10                                                                    tcga-aa-3520-01a-01d-1555-09                                                                  tcga-aa-3520-01a-01d-0819-01                                                                                     NaN                                                                                     NaN                                                           tcga-aa-3520-01a-21-1932-20  \n",
       "10                                                                     tcga-aa-3521-01a-01d-1617-23                                                                     tcga-aa-3521-01a-01d-1637-02                                                                     tcga-aa-3521-01a-01d-1953-10                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                                              NaN                                                                    tcga-aa-3521-01a-01d-0820-05                                                                    tcga-aa-3521-01a-01d-0959-10                                                                    tcga-aa-3521-01a-01d-0960-09                                                                    tcga-aa-3521-01a-01d-1547-02                                                                    tcga-aa-3521-01a-01d-1549-01                                                                    tcga-aa-3521-01a-01d-1551-05                                                                    tcga-aa-3521-01a-01d-1554-10                                                                    tcga-aa-3521-01a-01d-1555-09                                                                  tcga-aa-3521-01a-01d-0819-01                                                                                     NaN                                                                                     NaN                                                           tcga-aa-3521-01a-21-1932-20  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df_clin_keep.transpose()\n",
    "rows, cols = df.shape\n",
    "print(\"\\n Transposed clinical data: {} patients with {} variables each\".format(rows, cols))\n",
    "df.reset_index(inplace=True)\n",
    "new_header = df.iloc[0]  # grab the first row for the header\n",
    "df = df[1:]  # take the data less the header row\n",
    "df.rename(columns=new_header, inplace=True) # set the header row as the df header\n",
    "# df = df[keep_rows]\n",
    "df.to_csv(\"clin.csv\")\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Distinct values in column 'patient.stage_event.pathologic_stage': \n",
      "['stage iiic' 'stage iia' 'stage iv' 'stage iiib' 'stage ii' 'stage i'\n",
      " 'stage iii' 'stage iiia' nan 'stage iib' 'stage iva' 'stage iic'\n",
      " 'stage ivb' 'stage ia']\n",
      "\n",
      " === Printing stats for frame with 629 rows\n",
      "\n",
      " > Age mean: 66.29570747217807 (std: 12.78552864340629)\n",
      "\n",
      " > Height mean: 168.94501628664491 (std: 11.720008793818579)\n",
      "\n",
      " > Weight mean: 80.5949296636086 (std: 21.18835954916303)\n",
      "\n",
      " > BMI mean: 28.236895757196553\n",
      "\n",
      " > Patient counts by sex: \n",
      "patient.gender\n",
      "female    294\n",
      "male      335\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by vital_status: \n",
      "patient.vital_status\n",
      "alive     562\n",
      "dead       66\n",
      "living      1\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by race: \n",
      "patient.race_list.race\n",
      "american indian or alaska native      1\n",
      "asian                                12\n",
      "black or african american            65\n",
      "white                               295\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by ethnicity: \n",
      "patient.ethnicity\n",
      "hispanic or latino          5\n",
      "not hispanic or latino    354\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer stage: \n",
      "stage\n",
      "stage_1          109\n",
      "stage_2          229\n",
      "stage_3          181\n",
      "stage_4           90\n",
      "stage_unknown     20\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer type: \n",
      "admin.disease_code\n",
      "coad    458\n",
      "read    171\n",
      "dtype: int64\n",
      "\n",
      " > Top 10 most used medications: \n",
      "fluorouracil          183\n",
      "oxaliplatin           118\n",
      "leucovorin             83\n",
      "bevacizumab            37\n",
      "irinotecan             32\n",
      "folinic acid           16\n",
      "avastin                14\n",
      "leucovorin calcium     10\n",
      "cetuximab               8\n",
      "capecitabine            7\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "def group_stages(x):\n",
    "    if pd.isnull(x):\n",
    "        return 'stage_unknown'\n",
    "    \n",
    "    if x in ['stage i', 'stage ia', 'stage ib', 'stage ic']:\n",
    "        return 'stage_1'\n",
    "    \n",
    "    if x in ['stage ii', 'stage iia', 'stage iib', 'stage iic']:\n",
    "        return 'stage_2'\n",
    "    \n",
    "        \n",
    "    if x in ['stage iii', 'stage iiia', 'stage iiib', 'stage iiic']:\n",
    "        return 'stage_3'\n",
    "    \n",
    "            \n",
    "    if x in ['stage iv', 'stage iva', 'stage ivb', 'stage ivc']:\n",
    "        return 'stage_4'\n",
    "    \n",
    "    \n",
    "    return None\n",
    "\n",
    "print(\"\\n Distinct values in column 'patient.stage_event.pathologic_stage': \\n{}\"\n",
    "      .format(df['patient.stage_event.pathologic_stage'].unique()))\n",
    "\n",
    "df['stage'] = df['patient.stage_event.pathologic_stage'].apply(lambda x: group_stages(x))\n",
    "\n",
    "def cleanup_meds(df):\n",
    "    def fluoro_uracil(med_name):\n",
    "        clean = str(med_name).replace('-', '').replace(' ', '')\n",
    "        \n",
    "        if clean in ['fluorouracil', '5fluorouracil', '5fu']: \n",
    "            return 'fluorouracil'\n",
    "        return med_name\n",
    "    \n",
    "    for col in ['patient.drugs.drug-2.drug_name', 'patient.drugs.drug-3.drug_name',\n",
    "                'patient.drugs.drug-4.drug_name', 'patient.drugs.drug-5.drug_name', \n",
    "                'patient.drugs.drug-6.drug_name', 'patient.drugs.drug-7.drug_name',\n",
    "                'patient.drugs.drug-8.drug_name', 'patient.drugs.drug-9.drug_name',\n",
    "                'patient.drugs.drug-10.drug_name'\n",
    "               ]:\n",
    "        df[col] = df[col].apply(lambda x: fluoro_uracil(x))\n",
    "    return df\n",
    "\n",
    "# Cleanup medication names\n",
    "df = cleanup_meds(df)\n",
    "\n",
    "def print_stats(df):\n",
    "    group_stage = df[['stage']].groupby('stage').size()\n",
    "    group_type = df[['admin.disease_code']].groupby('admin.disease_code').size()\n",
    "    group_race = df[['patient.race_list.race']].groupby('patient.race_list.race').size()\n",
    "    group_sex = df[['patient.gender']].groupby('patient.gender').size()\n",
    "    group_ethnicity = df[['patient.ethnicity']].groupby('patient.ethnicity').size()\n",
    " \n",
    "    group_vital_status = df[['patient.vital_status']].groupby('patient.vital_status').size()\n",
    "    group_polyps = df[['patient.colon_polyps_present']].groupby('patient.colon_polyps_present').size()\n",
    "    \n",
    "    drug_series = [df[\"patient.drugs.drug-{}.drug_name\".format(x)] for x in range(2, 11)]\n",
    "    drugs = pd.concat(drug_series)\n",
    "    drugs.dropna(inplace=True)\n",
    "    # group_drug2 = df[['patient.drugs.drug-2.drug_name']].groupby('patient.drugs.drug-2.drug_name').size().sort_values(ascending=False)\n",
    "    # group_drug3 = df[['patient.drugs.drug-3.drug_name']].groupby('patient.drugs.drug-3.drug_name').size().sort_values(ascending=False)\n",
    "    # group_drug4 = df[['patient.drugs.drug-4.drug_name']].groupby('patient.drugs.drug-4.drug_name').size().sort_values(ascending=False)\n",
    "    # group_drug5 = df[['patient.drugs.drug-5.drug_name']].groupby('patient.drugs.drug-5.drug_name').size().sort_values(ascending=False)\n",
    "    \n",
    "    \n",
    "    ht_mean = df['patient.height'].astype(float).mean()\n",
    "    ht_std = df['patient.height'].astype(float).std()\n",
    "    wt_mean = df['patient.weight'].astype(float).mean()\n",
    "    wt_std = df['patient.weight'].astype(float).std()\n",
    "    age_mean = df['patient.age_at_initial_pathologic_diagnosis'].astype(float).mean()\n",
    "    age_std = df['patient.age_at_initial_pathologic_diagnosis'].astype(float).std()\n",
    "\n",
    "    print(\"\\n === Printing stats for frame with {} rows\".format(len(df)))\n",
    "    print(\"\\n > Age mean: {} (std: {})\".format(age_mean, age_std))\n",
    "    print(\"\\n > Height mean: {} (std: {})\".format(ht_mean, ht_std))\n",
    "    print(\"\\n > Weight mean: {} (std: {})\".format(wt_mean, wt_std))\n",
    "    print(\"\\n > BMI mean: {}\".format(wt_mean * 10000/(ht_mean**2), wt_mean))  # BMI = wt/ht^2\n",
    "    print(\"\\n > Patient counts by sex: \\n{}\".format(group_sex))\n",
    "    print(\"\\n > Patient counts by vital_status: \\n{}\".format(group_vital_status))\n",
    "    print(\"\\n > Patient counts by race: \\n{}\".format(group_race))\n",
    "    print(\"\\n > Patient counts by ethnicity: \\n{}\".format(group_ethnicity))    \n",
    "    print(\"\\n > Patient counts by cancer stage: \\n{}\".format(group_stage))\n",
    "    print(\"\\n > Patient counts by cancer type: \\n{}\".format(group_type))\n",
    "    print(\"\\n > Top 10 most used medications: \\n{}\".format(drugs.value_counts()[:10]))\n",
    "    # print(\"\\n > Patient counts by polyps_present: \\n{}\".format(group_polyps))\n",
    "  \n",
    "print_stats(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unmatches patients: 233\n",
      "Matched patients: 396 using: \n",
      "status_src\n",
      "patient.samples.sample-3.portions.portion.analytes.analyte-2.aliquots.aliquot-3.bcr_aliquot_barcode     18\n",
      "patient.samples.sample-3.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode        1\n",
      "patient.samples.sample.portions.portion-2.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode        3\n",
      "patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-2.bcr_aliquot_barcode        7\n",
      "patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-3.bcr_aliquot_barcode        1\n",
      "patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot-4.bcr_aliquot_barcode        1\n",
      "patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode         63\n",
      "patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot-2.bcr_aliquot_barcode       11\n",
      "patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode        290\n",
      "patient.samples.sample.portions.portion.analytes.analyte.aliquots.aliquot-2.bcr_aliquot_barcode          1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>patient.patient_id</th>\n",
       "      <th>status</th>\n",
       "      <th>status_src</th>\n",
       "      <th>patient.stage_event.pathologic_stage</th>\n",
       "      <th>admin.disease_code</th>\n",
       "      <th>patient.race_list.race</th>\n",
       "      <th>patient.gender</th>\n",
       "      <th>patient.ethnicity</th>\n",
       "      <th>patient.height</th>\n",
       "      <th>patient.weight</th>\n",
       "      <th>patient.age_at_initial_pathologic_diagnosis</th>\n",
       "      <th>patient.tissue_source_site</th>\n",
       "      <th>patient.tumor_tissue_site</th>\n",
       "      <th>patient.vital_status</th>\n",
       "      <th>patient.drugs.drug-2.drug_name</th>\n",
       "      <th>patient.drugs.drug-3.drug_name</th>\n",
       "      <th>patient.drugs.drug-4.drug_name</th>\n",
       "      <th>patient.drugs.drug-5.drug_name</th>\n",
       "      <th>patient.drugs.drug-6.drug_name</th>\n",
       "      <th>patient.drugs.drug-7.drug_name</th>\n",
       "      <th>patient.drugs.drug-8.drug_name</th>\n",
       "      <th>patient.drugs.drug-9.drug_name</th>\n",
       "      <th>patient.drugs.drug-10.drug_name</th>\n",
       "      <th>patient.colon_polyps_present</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2682</td>\n",
       "      <td>tcga-a6-2682-01a-01r-1410-07</td>\n",
       "      <td>patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode</td>\n",
       "      <td>stage iv</td>\n",
       "      <td>coad</td>\n",
       "      <td>white</td>\n",
       "      <td>male</td>\n",
       "      <td>not hispanic or latino</td>\n",
       "      <td>180</td>\n",
       "      <td>96.5</td>\n",
       "      <td>70</td>\n",
       "      <td>a6</td>\n",
       "      <td>colon</td>\n",
       "      <td>dead</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4105</td>\n",
       "      <td>tcga-a6-4105-01a-02r-1774-07</td>\n",
       "      <td>patient.samples.sample.portions.portion-2.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode</td>\n",
       "      <td>stage iia</td>\n",
       "      <td>coad</td>\n",
       "      <td>white</td>\n",
       "      <td>male</td>\n",
       "      <td>not hispanic or latino</td>\n",
       "      <td>180.3</td>\n",
       "      <td>83.3</td>\n",
       "      <td>79</td>\n",
       "      <td>a6</td>\n",
       "      <td>colon</td>\n",
       "      <td>dead</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6649</td>\n",
       "      <td>tcga-a6-6649-01a-11r-1774-07</td>\n",
       "      <td>patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode</td>\n",
       "      <td>stage iiib</td>\n",
       "      <td>coad</td>\n",
       "      <td>white</td>\n",
       "      <td>male</td>\n",
       "      <td>not hispanic or latino</td>\n",
       "      <td>190</td>\n",
       "      <td>106</td>\n",
       "      <td>66</td>\n",
       "      <td>a6</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>oxaliplatin</td>\n",
       "      <td>fluorouracil</td>\n",
       "      <td>leucovorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3496</td>\n",
       "      <td>tcga-aa-3496-01a-21r-1839-07</td>\n",
       "      <td>patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode</td>\n",
       "      <td>stage ii</td>\n",
       "      <td>coad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83</td>\n",
       "      <td>aa</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3506</td>\n",
       "      <td>tcga-aa-3506-01a-01r-1410-07</td>\n",
       "      <td>patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode</td>\n",
       "      <td>stage i</td>\n",
       "      <td>coad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77</td>\n",
       "      <td>aa</td>\n",
       "      <td>colon</td>\n",
       "      <td>alive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  patient.patient_id                        status                                                                                         status_src patient.stage_event.pathologic_stage admin.disease_code patient.race_list.race patient.gender       patient.ethnicity patient.height patient.weight patient.age_at_initial_pathologic_diagnosis patient.tissue_source_site patient.tumor_tissue_site patient.vital_status patient.drugs.drug-2.drug_name patient.drugs.drug-3.drug_name patient.drugs.drug-4.drug_name patient.drugs.drug-5.drug_name patient.drugs.drug-6.drug_name patient.drugs.drug-7.drug_name patient.drugs.drug-8.drug_name patient.drugs.drug-9.drug_name patient.drugs.drug-10.drug_name patient.colon_polyps_present\n",
       "3               2682  tcga-a6-2682-01a-01r-1410-07    patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode                             stage iv               coad                  white           male  not hispanic or latino            180           96.5                                          70                         a6                     colon                 dead                     leucovorin                    oxaliplatin                   fluorouracil                    oxaliplatin                     leucovorin                   fluorouracil                   fluorouracil                            NaN                             NaN                           no\n",
       "4               4105  tcga-a6-4105-01a-02r-1774-07  patient.samples.sample.portions.portion-2.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode                            stage iia               coad                  white           male  not hispanic or latino          180.3           83.3                                          79                         a6                     colon                 dead                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                             NaN                          yes\n",
       "5               6649  tcga-a6-6649-01a-11r-1774-07    patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode                           stage iiib               coad                  white           male  not hispanic or latino            190            106                                          66                         a6                     colon                alive                    oxaliplatin                   fluorouracil                     leucovorin                            NaN                            NaN                            NaN                            NaN                            NaN                             NaN                          yes\n",
       "6               3496  tcga-aa-3496-01a-21r-1839-07    patient.samples.sample.portions.portion.analytes.analyte-3.aliquots.aliquot.bcr_aliquot_barcode                             stage ii               coad                    NaN         female                     NaN            NaN            NaN                                          83                         aa                     colon                alive                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                             NaN                          NaN\n",
       "7               3506  tcga-aa-3506-01a-01r-1410-07    patient.samples.sample.portions.portion.analytes.analyte-2.aliquots.aliquot.bcr_aliquot_barcode                              stage i               coad                    NaN           male                     NaN            NaN            NaN                                          77                         aa                     colon                alive                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                            NaN                             NaN                          NaN"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_expr = pd.read_csv('/Users/asura/git/class_tbi_project/data/expr/COADREAD.rnaseqv2__illuminahiseq_rnaseqv2__unc_edu__Level_3__RSEM_genes_normalized__data.data.txt',\n",
    "                   sep=\"\\t\", nrows=1)\n",
    "# The first row in the expression data contain the aliquot ids (except the first column)\n",
    "filter_values = sorted(df_expr.columns[1:]) # 433 values\n",
    "filter_values = [x.lower() for x in filter_values]\n",
    "df_filter = pd.DataFrame(filter_values)\n",
    "# df_filter[0] = df_filter[0].str.lower()\n",
    "df_filter.rename(columns={0: \"status\"}, inplace=True)\n",
    "df_filter.head()\n",
    "\n",
    "def check_pat_data(x, values):\n",
    "    for val in values:\n",
    "        if val in x.values:\n",
    "            return val\n",
    "    return None\n",
    "\n",
    "def check_pat_data_src(x, values):\n",
    "    \"\"\"Find the column which gave a match\"\"\"\n",
    "    for val in values:\n",
    "        if val in x.values:\n",
    "            return list(x.keys())[list(x.values).index(val)]\n",
    "    return None\n",
    "\n",
    "df['status'] = df.apply(lambda x: check_pat_data(x, filter_values), axis=1)\n",
    "df['status_src'] = df.apply(lambda x: check_pat_data_src(x, filter_values), axis=1)\n",
    "\n",
    "null_index = df['status'].isnull()\n",
    "matched = df[~null_index]\n",
    "unmatched = df[null_index]\n",
    "\n",
    "print(\"Unmatches patients: {}\".format(len(unmatched)))\n",
    "print(\"Matched patients: {} using: \\n{}\".format(len(matched), df[['status_src']].groupby('status_src').size()))\n",
    "matched[keep_cols].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " The expression file contain information for 433 patients\n",
      "\n",
      " === Printing stats for frame with 396 rows\n",
      "\n",
      " > Age mean: 64.76262626262626 (std: 13.229779112432848)\n",
      "\n",
      " > Height mean: 169.10698961937715 (std: 11.804470886915306)\n",
      "\n",
      " > Weight mean: 80.3504640522876 (std: 21.248158226538482)\n",
      "\n",
      " > BMI mean: 28.09734424322177\n",
      "\n",
      " > Patient counts by sex: \n",
      "patient.gender\n",
      "female    183\n",
      "male      213\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by vital_status: \n",
      "patient.vital_status\n",
      "alive     346\n",
      "dead       49\n",
      "living      1\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by race: \n",
      "patient.race_list.race\n",
      "american indian or alaska native      1\n",
      "asian                                12\n",
      "black or african american            61\n",
      "white                               278\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by ethnicity: \n",
      "patient.ethnicity\n",
      "hispanic or latino          5\n",
      "not hispanic or latino    333\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer stage: \n",
      "stage\n",
      "stage_1           59\n",
      "stage_2          147\n",
      "stage_3          116\n",
      "stage_4           55\n",
      "stage_unknown     19\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer type: \n",
      "admin.disease_code\n",
      "coad    298\n",
      "read     98\n",
      "dtype: int64\n",
      "\n",
      " > Top 10 most used medications: \n",
      "fluorouracil          128\n",
      "leucovorin             74\n",
      "oxaliplatin            73\n",
      "bevacizumab            22\n",
      "irinotecan             17\n",
      "avastin                12\n",
      "leucovorin calcium      8\n",
      "folinic acid            8\n",
      "xeloda                  7\n",
      "capecitabine            5\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"\\n The expression file contain information for {} patients\".format(len(df_filter)))\n",
    "print_stats(matched)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== Information for: stage_1\n",
      "\n",
      " === Printing stats for frame with 59 rows\n",
      "\n",
      " > Age mean: 65.76271186440678 (std: 12.789191264839614)\n",
      "\n",
      " > Height mean: 172.0 (std: 10.89078650829364)\n",
      "\n",
      " > Weight mean: 83.17073170731707 (std: 19.73240030891375)\n",
      "\n",
      " > BMI mean: 28.11341661280323\n",
      "\n",
      " > Patient counts by sex: \n",
      "patient.gender\n",
      "female    25\n",
      "male      34\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by vital_status: \n",
      "patient.vital_status\n",
      "alive    57\n",
      "dead      2\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by race: \n",
      "patient.race_list.race\n",
      "black or african american     8\n",
      "white                        43\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by ethnicity: \n",
      "patient.ethnicity\n",
      "not hispanic or latino    49\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer stage: \n",
      "stage\n",
      "stage_1    59\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer type: \n",
      "admin.disease_code\n",
      "coad    46\n",
      "read    13\n",
      "dtype: int64\n",
      "\n",
      " > Top 10 most used medications: \n",
      "fluorouracil    3\n",
      "leucovorin      2\n",
      "capecitabine    2\n",
      "oxaliplatin     2\n",
      "mitomycin       1\n",
      "camptosar       1\n",
      "bevacizumab     1\n",
      "dtype: int64\n",
      "=== Information for: stage_2\n",
      "\n",
      " === Printing stats for frame with 147 rows\n",
      "\n",
      " > Age mean: 67.04761904761905 (std: 12.875767477236217)\n",
      "\n",
      " > Height mean: 166.93352380952382 (std: 12.870156443744067)\n",
      "\n",
      " > Weight mean: 77.86978378378377 (std: 23.342935448889186)\n",
      "\n",
      " > BMI mean: 27.943567238226755\n",
      "\n",
      " > Patient counts by sex: \n",
      "patient.gender\n",
      "female    72\n",
      "male      75\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by vital_status: \n",
      "patient.vital_status\n",
      "alive    133\n",
      "dead      14\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by race: \n",
      "patient.race_list.race\n",
      "asian                        11\n",
      "black or african american    20\n",
      "white                        93\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by ethnicity: \n",
      "patient.ethnicity\n",
      "hispanic or latino          1\n",
      "not hispanic or latino    121\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer stage: \n",
      "stage\n",
      "stage_2    147\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer type: \n",
      "admin.disease_code\n",
      "coad    119\n",
      "read     28\n",
      "dtype: int64\n",
      "\n",
      " > Top 10 most used medications: \n",
      "fluorouracil    19\n",
      "oxaliplatin     10\n",
      "leucovorin       7\n",
      "folinic acid     6\n",
      "bevacizumab      4\n",
      "xeloda           2\n",
      "irinotecan       2\n",
      "leuocvorin       1\n",
      "mitomycin        1\n",
      "mayo 425-20      1\n",
      "dtype: int64\n",
      "=== Information for: stage_3\n",
      "\n",
      " === Printing stats for frame with 116 rows\n",
      "\n",
      " > Age mean: 63.21551724137931 (std: 13.432475918286707)\n",
      "\n",
      " > Height mean: 169.06391752577318 (std: 10.898974966778317)\n",
      "\n",
      " > Weight mean: 81.41295999999998 (std: 20.111632992239723)\n",
      "\n",
      " > BMI mean: 28.483390810326792\n",
      "\n",
      " > Patient counts by sex: \n",
      "patient.gender\n",
      "female    54\n",
      "male      62\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by vital_status: \n",
      "patient.vital_status\n",
      "alive    103\n",
      "dead      13\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by race: \n",
      "patient.race_list.race\n",
      "american indian or alaska native     1\n",
      "asian                                1\n",
      "black or african american           22\n",
      "white                               86\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by ethnicity: \n",
      "patient.ethnicity\n",
      "hispanic or latino          1\n",
      "not hispanic or latino    105\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer stage: \n",
      "stage\n",
      "stage_3    116\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer type: \n",
      "admin.disease_code\n",
      "coad    83\n",
      "read    33\n",
      "dtype: int64\n",
      "\n",
      " > Top 10 most used medications: \n",
      "fluorouracil                 56\n",
      "leucovorin                   39\n",
      "oxaliplatin                  32\n",
      "irinotecan                    5\n",
      "leucovorin calcium            4\n",
      "bevacizumab                   4\n",
      "avastin                       3\n",
      "xeloda                        2\n",
      "folfiri                       1\n",
      "pegfilgrastim (peg g-csf)     1\n",
      "dtype: int64\n",
      "=== Information for: stage_4\n",
      "\n",
      " === Printing stats for frame with 55 rows\n",
      "\n",
      " > Age mean: 60.63636363636363 (std: 13.581528355008961)\n",
      "\n",
      " > Height mean: 171.8411764705882 (std: 10.90001717115853)\n",
      "\n",
      " > Weight mean: 80.6268292682927 (std: 17.791950769803794)\n",
      "\n",
      " > BMI mean: 27.30392651431243\n",
      "\n",
      " > Patient counts by sex: \n",
      "patient.gender\n",
      "female    24\n",
      "male      31\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by vital_status: \n",
      "patient.vital_status\n",
      "alive    39\n",
      "dead     16\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by race: \n",
      "patient.race_list.race\n",
      "black or african american    11\n",
      "white                        39\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by ethnicity: \n",
      "patient.ethnicity\n",
      "hispanic or latino         2\n",
      "not hispanic or latino    47\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer stage: \n",
      "stage\n",
      "stage_4    55\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer type: \n",
      "admin.disease_code\n",
      "coad    41\n",
      "read    14\n",
      "dtype: int64\n",
      "\n",
      " > Top 10 most used medications: \n",
      "fluorouracil          48\n",
      "oxaliplatin           27\n",
      "leucovorin            24\n",
      "bevacizumab           13\n",
      "irinotecan            10\n",
      "avastin                8\n",
      "irinotecan hcl         5\n",
      "floxuridine            3\n",
      "leucovorin calcium     3\n",
      "cetuximab              3\n",
      "dtype: int64\n",
      "=== Information for: stage_unknown\n",
      "\n",
      " === Printing stats for frame with 19 rows\n",
      "\n",
      " > Age mean: 65.36842105263158 (std: 12.216612215957733)\n",
      "\n",
      " > Height mean: 170.93076923076922 (std: 12.336759745802018)\n",
      "\n",
      " > Weight mean: 83.5923076923077 (std: 26.176530886096604)\n",
      "\n",
      " > BMI mean: 28.610524571156\n",
      "\n",
      " > Patient counts by sex: \n",
      "patient.gender\n",
      "female     8\n",
      "male      11\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by vital_status: \n",
      "patient.vital_status\n",
      "alive     14\n",
      "dead       4\n",
      "living     1\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by race: \n",
      "patient.race_list.race\n",
      "white    17\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by ethnicity: \n",
      "patient.ethnicity\n",
      "hispanic or latino         1\n",
      "not hispanic or latino    11\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer stage: \n",
      "stage\n",
      "stage_unknown    19\n",
      "dtype: int64\n",
      "\n",
      " > Patient counts by cancer type: \n",
      "admin.disease_code\n",
      "coad     9\n",
      "read    10\n",
      "dtype: int64\n",
      "\n",
      " > Top 10 most used medications: \n",
      "leucovorin            2\n",
      "oxaliplatin           2\n",
      "fluorouracil          2\n",
      "avastin               1\n",
      "leucovorin calcium    1\n",
      "xeloda                1\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "for stage in ['stage_1', 'stage_2', 'stage_3', 'stage_4', 'stage_unknown']:\n",
    "    # extract the frame specific to a stage and analyze it\n",
    "    print(\"=== Information for: {}\".format(stage))\n",
    "    df = matched[(matched['stage'] == stage)]\n",
    "    print_stats(df)\n",
    "   "
   ]
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