base_final.ipynb

{
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   "source": [
    "# Primary author: Johannes (a.k.a. James) P. Johnson-Martinez\n",
    "# DOI: https://doi.org/10.1101/2023.03.04.531100\n",
    "# Title: base_final\n",
    "# Input(s): Arivale data snapshots, metadata.csv, asvs.csv\n",
    "# Output(s): Statistical graphs and conclusions,\n",
    "# chemistries.csv, chemistries_count.csv,\n",
    "# clrtaxa.csv, eGFR.csv,\n",
    "# gutmicrobiome.csv, gutmicrobiome_count.csv,\n",
    "# metabolomics.csv, metabolomics_count.csv, metabolomics_fullmetadata.csv,\n",
    "# proteomics.csv, proteomics_count.csv, proteomics_metadata_table.csv\n",
    "# taxa.csv, ordinal_questions.csv,\n",
    "# depression.csv, anxiety.csv,\n",
    "# nonPTR_cohort.csv\n",
    "# Comments: \n",
    "# This is the primary notebook that obtains the several different data snapshots, \n",
    "# transforms and arranges the data, and outputs the .csv files that are inputted into\n",
    "# the R markdown files (.rmd) to compute final graphs and statistics\n",
    "\n",
    "# Initial steps:\n",
    "# Load libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "import seaborn as sns\n",
    "\n",
    "# Get the library\n",
    "from arivale_data_interface import *\n",
    "import arivale_data_interface as adi\n",
    "\n",
    "# Set display options\n",
    "pd.set_option('display.max_rows', 200)\n",
    "pd.set_option('display.max_columns', 200)\n",
    "pd.set_option('display.width', 1000)\n",
    "from IPython.display import display\n",
    "\n",
    "# Apply these settings so the library knows where the data is\n",
    "adi.apply_isb_config()\n",
    "\n",
    "# If you want plots to show up in the notebook you need to run this\n",
    "%matplotlib inline\n",
    "plt.rcParams[\"figure.figsize\"] = [10, 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>basename</th>\n",
       "      <th>dirname</th>\n",
       "      <th>size</th>\n",
       "      <th>isdir</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>proteomics_metadata.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>248162</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:20.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>microbiome_dashboard.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1389505</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:32.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>assessments_exercise_readiness.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>552055</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:17.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>assessments_health_history_old.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>30775811</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:15.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>analyte_ranges.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>612873</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:01.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>wearables_raw_monthly.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>27708310</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 22:00:26.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>metabolomics_corrected.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>60169491</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:26.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>assessments.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>182233974</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:09.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>microbiome_trimmed_diversity.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1657995</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:11.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>assessments_lifestyle.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>3794590</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:17.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>microbiome_trimmed_otus.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>346348770</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:42.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>assessments_digestive_health.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>3100981</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:16.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>weight_raw.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>35151347</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:31.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>genetics_kinship.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>64080</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:22.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>microbiome_genera.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>20822027</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:07.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>chemistries_rfx_omit.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>9437212</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:20.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>microbiome_trimmed_pathways.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>13254222</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:11.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>medication_compliance.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>196546</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 22:00:27.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>microbiome_trimmed_modules.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>33462434</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:10.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>microbiome_trimmed_taxa_counts.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>24536197</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:45.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>fasting_status.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1245165</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:20.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>metabolomics_metadata.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>262108</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:26.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>proteomics_corrected.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>35820923</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:17.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>wearables_raw.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>433553489</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 22:00:25.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>assessments_diet_remapped.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>6505695</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:16.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>clients_raw.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1112680</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:21.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>metabolomics_corrected_external.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>5157837</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 22:04:47.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>assessments_vitals.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>598777</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:19.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>weight_raw_monthly.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>4659386</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:32.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>metabolomics_samples.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>617012</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:26.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>assessments_happiness.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>4265607</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:18.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>microbiome_trimmed_kos.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>462675903</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:08.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>proteomics_LOD.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1557132</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:20.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>microbiome_pathways.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>12675283</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:32.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>microbiome_trimmed_sample_stats.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1253283</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:33.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>wearables.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>281829812</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:51.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>genetics_prs.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>2974148</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:21.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>microbiome_taxa_counts.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>24115846</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:09.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>proteomics_raw.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>34684865</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:14.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>microbiome_modules.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>30087955</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:31.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>assessments_diet.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>4434505</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:16.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>assessments_productivity.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>347578</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:18.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>genetics_ancestry.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>2050055</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:22.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>assessments_health_history_misc.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>5790648</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:16.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>medication_dosages.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>476711</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 22:00:27.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>genetics_snp.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>2601535</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:21.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>weight_monthly.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>3489831</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:31.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>clients.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1090206</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:21.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>assessments_raw.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>59196495</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:12.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>microbiome_kos.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>378271675</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:29.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>genetics_metadata.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>164837</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:22.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>assessments_personality.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>5018103</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:18.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>assessments_health_history_new.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>71746618</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:14.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>proteomics_corrected_uncollapsed.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>36433234</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:19.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>microbiome_analyte_details.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>32085774</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:33.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>microbiome_trimmed_genera.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>21537013</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:44.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>weight.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>26262315</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:28.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>microbiome_diversity.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1544262</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:32.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>assessments_medications.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1755774</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:19.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>blood_pressure.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1321930</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:26.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>metabolomics_raw.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>42705241</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:23.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>saliva.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>318062</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:20.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>chemistries.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>6087945</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:19.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>medications.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>3787122</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 22:00:27.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>microbiome_otus.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>501571145</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:58:06.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>wearables_monthly.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>24304544</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:59:52.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>chemistries_metadata.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>12169</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:20.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>assessments_stress.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>1006403</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:17.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>assessments_misc.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>6334468</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:18.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>assessments_journey.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>2702303</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:17.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>assessments_education.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>425070</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-03-16 21:57:17.000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>proteomics_corrected_external.tsv</td>\n",
       "      <td>/proj/arivale/snapshots/arivale_snapshot_ISB_2...</td>\n",
       "      <td>318488</td>\n",
       "      <td>False</td>\n",
       "      <td>33184</td>\n",
       "      <td>2020-04-15 18:43:06.149096727</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                basename                                            dirname       size  isdir   mode                         mtime\n",
       "0                proteomics_metadata.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     248162  False  33184 2020-03-16 21:59:20.000000000\n",
       "1               microbiome_dashboard.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1389505  False  33184 2020-03-16 21:58:32.000000000\n",
       "2     assessments_exercise_readiness.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     552055  False  33184 2020-03-16 21:57:17.000000000\n",
       "3     assessments_health_history_old.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   30775811  False  33184 2020-03-16 21:57:15.000000000\n",
       "4                     analyte_ranges.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     612873  False  33184 2020-03-16 21:57:01.000000000\n",
       "5              wearables_raw_monthly.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   27708310  False  33184 2020-03-16 22:00:26.000000000\n",
       "6             metabolomics_corrected.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   60169491  False  33184 2020-03-16 21:59:26.000000000\n",
       "7                        assessments.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...  182233974  False  33184 2020-03-16 21:57:09.000000000\n",
       "8       microbiome_trimmed_diversity.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1657995  False  33184 2020-03-16 21:59:11.000000000\n",
       "9              assessments_lifestyle.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    3794590  False  33184 2020-03-16 21:57:17.000000000\n",
       "10           microbiome_trimmed_otus.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...  346348770  False  33184 2020-03-16 21:58:42.000000000\n",
       "11      assessments_digestive_health.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    3100981  False  33184 2020-03-16 21:57:16.000000000\n",
       "12                        weight_raw.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   35151347  False  33184 2020-03-16 21:59:31.000000000\n",
       "13                  genetics_kinship.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...      64080  False  33184 2020-03-16 21:57:22.000000000\n",
       "14                 microbiome_genera.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   20822027  False  33184 2020-03-16 21:58:07.000000000\n",
       "15              chemistries_rfx_omit.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    9437212  False  33184 2020-03-16 21:57:20.000000000\n",
       "16       microbiome_trimmed_pathways.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   13254222  False  33184 2020-03-16 21:59:11.000000000\n",
       "17             medication_compliance.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     196546  False  33184 2020-03-16 22:00:27.000000000\n",
       "18        microbiome_trimmed_modules.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   33462434  False  33184 2020-03-16 21:59:10.000000000\n",
       "19    microbiome_trimmed_taxa_counts.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   24536197  False  33184 2020-03-16 21:58:45.000000000\n",
       "20                    fasting_status.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1245165  False  33184 2020-03-16 21:57:20.000000000\n",
       "21             metabolomics_metadata.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     262108  False  33184 2020-03-16 21:59:26.000000000\n",
       "22              proteomics_corrected.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   35820923  False  33184 2020-03-16 21:59:17.000000000\n",
       "23                     wearables_raw.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...  433553489  False  33184 2020-03-16 22:00:25.000000000\n",
       "24         assessments_diet_remapped.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    6505695  False  33184 2020-03-16 21:57:16.000000000\n",
       "25                       clients_raw.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1112680  False  33184 2020-03-16 21:57:21.000000000\n",
       "26   metabolomics_corrected_external.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    5157837  False  33184 2020-03-16 22:04:47.000000000\n",
       "27                assessments_vitals.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     598777  False  33184 2020-03-16 21:57:19.000000000\n",
       "28                weight_raw_monthly.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    4659386  False  33184 2020-03-16 21:59:32.000000000\n",
       "29              metabolomics_samples.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     617012  False  33184 2020-03-16 21:59:26.000000000\n",
       "30             assessments_happiness.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    4265607  False  33184 2020-03-16 21:57:18.000000000\n",
       "31            microbiome_trimmed_kos.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...  462675903  False  33184 2020-03-16 21:59:08.000000000\n",
       "32                    proteomics_LOD.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1557132  False  33184 2020-03-16 21:59:20.000000000\n",
       "33               microbiome_pathways.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   12675283  False  33184 2020-03-16 21:58:32.000000000\n",
       "34   microbiome_trimmed_sample_stats.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1253283  False  33184 2020-03-16 21:58:33.000000000\n",
       "35                         wearables.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...  281829812  False  33184 2020-03-16 21:59:51.000000000\n",
       "36                      genetics_prs.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    2974148  False  33184 2020-03-16 21:57:21.000000000\n",
       "37            microbiome_taxa_counts.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   24115846  False  33184 2020-03-16 21:58:09.000000000\n",
       "38                    proteomics_raw.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   34684865  False  33184 2020-03-16 21:59:14.000000000\n",
       "39                microbiome_modules.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   30087955  False  33184 2020-03-16 21:58:31.000000000\n",
       "40                  assessments_diet.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    4434505  False  33184 2020-03-16 21:57:16.000000000\n",
       "41          assessments_productivity.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     347578  False  33184 2020-03-16 21:57:18.000000000\n",
       "42                 genetics_ancestry.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    2050055  False  33184 2020-03-16 21:57:22.000000000\n",
       "43   assessments_health_history_misc.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    5790648  False  33184 2020-03-16 21:57:16.000000000\n",
       "44                medication_dosages.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     476711  False  33184 2020-03-16 22:00:27.000000000\n",
       "45                      genetics_snp.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    2601535  False  33184 2020-03-16 21:57:21.000000000\n",
       "46                    weight_monthly.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    3489831  False  33184 2020-03-16 21:59:31.000000000\n",
       "47                           clients.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1090206  False  33184 2020-03-16 21:57:21.000000000\n",
       "48                   assessments_raw.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   59196495  False  33184 2020-03-16 21:57:12.000000000\n",
       "49                    microbiome_kos.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...  378271675  False  33184 2020-03-16 21:58:29.000000000\n",
       "50                 genetics_metadata.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     164837  False  33184 2020-03-16 21:57:22.000000000\n",
       "51           assessments_personality.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    5018103  False  33184 2020-03-16 21:57:18.000000000\n",
       "52    assessments_health_history_new.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   71746618  False  33184 2020-03-16 21:57:14.000000000\n",
       "53  proteomics_corrected_uncollapsed.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   36433234  False  33184 2020-03-16 21:59:19.000000000\n",
       "54        microbiome_analyte_details.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   32085774  False  33184 2020-03-16 21:58:33.000000000\n",
       "55         microbiome_trimmed_genera.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   21537013  False  33184 2020-03-16 21:58:44.000000000\n",
       "56                            weight.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   26262315  False  33184 2020-03-16 21:59:28.000000000\n",
       "57              microbiome_diversity.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1544262  False  33184 2020-03-16 21:58:32.000000000\n",
       "58           assessments_medications.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1755774  False  33184 2020-03-16 21:57:19.000000000\n",
       "59                    blood_pressure.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1321930  False  33184 2020-03-16 21:59:26.000000000\n",
       "60                  metabolomics_raw.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   42705241  False  33184 2020-03-16 21:59:23.000000000\n",
       "61                            saliva.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     318062  False  33184 2020-03-16 21:57:20.000000000\n",
       "62                       chemistries.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    6087945  False  33184 2020-03-16 21:57:19.000000000\n",
       "63                       medications.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    3787122  False  33184 2020-03-16 22:00:27.000000000\n",
       "64                   microbiome_otus.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...  501571145  False  33184 2020-03-16 21:58:06.000000000\n",
       "65                 wearables_monthly.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...   24304544  False  33184 2020-03-16 21:59:52.000000000\n",
       "66              chemistries_metadata.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...      12169  False  33184 2020-03-16 21:57:20.000000000\n",
       "67                assessments_stress.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    1006403  False  33184 2020-03-16 21:57:17.000000000\n",
       "68                  assessments_misc.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    6334468  False  33184 2020-03-16 21:57:18.000000000\n",
       "69               assessments_journey.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...    2702303  False  33184 2020-03-16 21:57:17.000000000\n",
       "70             assessments_education.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     425070  False  33184 2020-03-16 21:57:17.000000000\n",
       "71     proteomics_corrected_external.tsv  /proj/arivale/snapshots/arivale_snapshot_ISB_2...     318488  False  33184 2020-04-15 18:43:06.149096727"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#list the local snapshots\n",
    "local_snapshots = adi.list_local_snapshots()\n",
    "with pd.option_context('display.max_colwidth', 100):\n",
    "    display(local_snapshots)\n",
    "adi.list_snapshot_contents(path = local_snapshots.loc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>PC3</th>\n",
       "      <th>PC4</th>\n",
       "      <th>PC5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01000261</td>\n",
       "      <td>0.006041</td>\n",
       "      <td>-0.001819</td>\n",
       "      <td>-0.001843</td>\n",
       "      <td>0.005782</td>\n",
       "      <td>0.002251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01001298</td>\n",
       "      <td>0.006588</td>\n",
       "      <td>-0.002195</td>\n",
       "      <td>-0.004136</td>\n",
       "      <td>0.009007</td>\n",
       "      <td>0.004797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01001467</td>\n",
       "      <td>-0.024357</td>\n",
       "      <td>0.065986</td>\n",
       "      <td>-0.013913</td>\n",
       "      <td>0.003081</td>\n",
       "      <td>0.006945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01001548</td>\n",
       "      <td>0.006395</td>\n",
       "      <td>-0.002255</td>\n",
       "      <td>-0.003103</td>\n",
       "      <td>0.008462</td>\n",
       "      <td>0.002178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>01001621</td>\n",
       "      <td>0.006223</td>\n",
       "      <td>-0.001662</td>\n",
       "      <td>-0.003846</td>\n",
       "      <td>0.006116</td>\n",
       "      <td>0.001820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4757</th>\n",
       "      <td>QIRL</td>\n",
       "      <td>0.006607</td>\n",
       "      <td>-0.002364</td>\n",
       "      <td>-0.004081</td>\n",
       "      <td>0.007232</td>\n",
       "      <td>0.003434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4758</th>\n",
       "      <td>ZU273983</td>\n",
       "      <td>0.006136</td>\n",
       "      <td>-0.001745</td>\n",
       "      <td>-0.005167</td>\n",
       "      <td>0.007240</td>\n",
       "      <td>0.001996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4759</th>\n",
       "      <td>ZU612255</td>\n",
       "      <td>-0.026077</td>\n",
       "      <td>0.087718</td>\n",
       "      <td>-0.016342</td>\n",
       "      <td>0.004520</td>\n",
       "      <td>0.005992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4760</th>\n",
       "      <td>ZU621944</td>\n",
       "      <td>0.002336</td>\n",
       "      <td>0.003509</td>\n",
       "      <td>0.018513</td>\n",
       "      <td>-0.034476</td>\n",
       "      <td>-0.000915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4761</th>\n",
       "      <td>ZU687756</td>\n",
       "      <td>0.006513</td>\n",
       "      <td>-0.002052</td>\n",
       "      <td>-0.004874</td>\n",
       "      <td>0.005545</td>\n",
       "      <td>0.003376</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4761 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id       PC1       PC2       PC3       PC4       PC5\n",
       "0            01000261  0.006041 -0.001819 -0.001843  0.005782  0.002251\n",
       "1            01001298  0.006588 -0.002195 -0.004136  0.009007  0.004797\n",
       "3            01001467 -0.024357  0.065986 -0.013913  0.003081  0.006945\n",
       "4            01001548  0.006395 -0.002255 -0.003103  0.008462  0.002178\n",
       "5            01001621  0.006223 -0.001662 -0.003846  0.006116  0.001820\n",
       "...               ...       ...       ...       ...       ...       ...\n",
       "4757             QIRL  0.006607 -0.002364 -0.004081  0.007232  0.003434\n",
       "4758         ZU273983  0.006136 -0.001745 -0.005167  0.007240  0.001996\n",
       "4759         ZU612255 -0.026077  0.087718 -0.016342  0.004520  0.005992\n",
       "4760         ZU621944  0.002336  0.003509  0.018513 -0.034476 -0.000915\n",
       "4761         ZU687756  0.006513 -0.002052 -0.004874  0.005545  0.003376\n",
       "\n",
       "[4761 rows x 6 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Get the principal components of genetic ancestry\n",
    "anc = adi.get_snapshot('genetics_ancestry')\n",
    "anc = anc[['public_client_id','PC1','PC2','PC3','PC4','PC5']]\n",
    "#anc = anc.drop('days_in_program', axis=1)\n",
    "anc = anc.drop_duplicates(subset='public_client_id')\n",
    "anc\n",
    "#4761 participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>sample_id</th>\n",
       "      <th>days_in_program</th>\n",
       "      <th>days_since_first_call</th>\n",
       "      <th>days_since_first_draw</th>\n",
       "      <th>35</th>\n",
       "      <th>50</th>\n",
       "      <th>55</th>\n",
       "      <th>62</th>\n",
       "      <th>93</th>\n",
       "      <th>98</th>\n",
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       "      <th>112</th>\n",
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       "      <th>179</th>\n",
       "      <th>180</th>\n",
       "      <th>181</th>\n",
       "      <th>182</th>\n",
       "      <th>189</th>\n",
       "      <th>192</th>\n",
       "      <th>194</th>\n",
       "      <th>197</th>\n",
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       "      <th>212</th>\n",
       "      <th>229</th>\n",
       "      <th>231</th>\n",
       "      <th>234</th>\n",
       "      <th>235</th>\n",
       "      <th>240</th>\n",
       "      <th>241</th>\n",
       "      <th>244</th>\n",
       "      <th>250</th>\n",
       "      <th>252</th>\n",
       "      <th>254</th>\n",
       "      <th>266</th>\n",
       "      <th>267</th>\n",
       "      <th>273</th>\n",
       "      <th>275</th>\n",
       "      <th>278</th>\n",
       "      <th>279</th>\n",
       "      <th>297</th>\n",
       "      <th>302</th>\n",
       "      <th>310</th>\n",
       "      <th>313</th>\n",
       "      <th>327</th>\n",
       "      <th>330</th>\n",
       "      <th>331</th>\n",
       "      <th>338</th>\n",
       "      <th>339</th>\n",
       "      <th>340</th>\n",
       "      <th>342</th>\n",
       "      <th>344</th>\n",
       "      <th>355</th>\n",
       "      <th>356</th>\n",
       "      <th>358</th>\n",
       "      <th>361</th>\n",
       "      <th>363</th>\n",
       "      <th>376</th>\n",
       "      <th>391</th>\n",
       "      <th>397</th>\n",
       "      <th>407</th>\n",
       "      <th>409</th>\n",
       "      <th>415</th>\n",
       "      <th>424</th>\n",
       "      <th>432</th>\n",
       "      <th>439</th>\n",
       "      <th>444</th>\n",
       "      <th>445</th>\n",
       "      <th>452</th>\n",
       "      <th>460</th>\n",
       "      <th>461</th>\n",
       "      <th>480</th>\n",
       "      <th>482</th>\n",
       "      <th>491</th>\n",
       "      <th>498</th>\n",
       "      <th>501</th>\n",
       "      <th>503</th>\n",
       "      <th>504</th>\n",
       "      <th>512</th>\n",
       "      <th>519</th>\n",
       "      <th>533</th>\n",
       "      <th>535</th>\n",
       "      <th>537</th>\n",
       "      <th>561</th>\n",
       "      <th>563</th>\n",
       "      <th>564</th>\n",
       "      <th>565</th>\n",
       "      <th>566</th>\n",
       "      <th>572</th>\n",
       "      <th>796</th>\n",
       "      <th>798</th>\n",
       "      <th>799</th>\n",
       "      <th>800</th>\n",
       "      <th>803</th>\n",
       "      <th>806</th>\n",
       "      <th>811</th>\n",
       "      <th>815</th>\n",
       "      <th>...</th>\n",
       "      <th>999946595</th>\n",
       "      <th>999946601</th>\n",
       "      <th>999946602</th>\n",
       "      <th>999946607</th>\n",
       "      <th>999946608</th>\n",
       "      <th>999946610</th>\n",
       "      <th>999946613</th>\n",
       "      <th>999946616</th>\n",
       "      <th>999946620</th>\n",
       "      <th>999946623</th>\n",
       "      <th>999946624</th>\n",
       "      <th>999946627</th>\n",
       "      <th>999946632</th>\n",
       "      <th>999946633</th>\n",
       "      <th>999946636</th>\n",
       "      <th>999946639</th>\n",
       "      <th>999946645</th>\n",
       "      <th>999946646</th>\n",
       "      <th>999946657</th>\n",
       "      <th>999946666</th>\n",
       "      <th>999946673</th>\n",
       "      <th>999946674</th>\n",
       "      <th>999946681</th>\n",
       "      <th>999946685</th>\n",
       "      <th>999946690</th>\n",
       "      <th>999946695</th>\n",
       "      <th>999946700</th>\n",
       "      <th>999946701</th>\n",
       "      <th>999946707</th>\n",
       "      <th>999946710</th>\n",
       "      <th>999946902</th>\n",
       "      <th>999946905</th>\n",
       "      <th>999946911</th>\n",
       "      <th>999946966</th>\n",
       "      <th>999946970</th>\n",
       "      <th>999946972</th>\n",
       "      <th>999946973</th>\n",
       "      <th>999946977</th>\n",
       "      <th>999946986</th>\n",
       "      <th>999946997</th>\n",
       "      <th>999946998</th>\n",
       "      <th>999947006</th>\n",
       "      <th>999947011</th>\n",
       "      <th>999947417</th>\n",
       "      <th>999947437</th>\n",
       "      <th>999947493</th>\n",
       "      <th>999947642</th>\n",
       "      <th>999947650</th>\n",
       "      <th>999947654</th>\n",
       "      <th>999947670</th>\n",
       "      <th>999947671</th>\n",
       "      <th>999947687</th>\n",
       "      <th>999947708</th>\n",
       "      <th>999947788</th>\n",
       "      <th>999947802</th>\n",
       "      <th>999947804</th>\n",
       "      <th>999947818</th>\n",
       "      <th>999947820</th>\n",
       "      <th>999947905</th>\n",
       "      <th>999947929</th>\n",
       "      <th>999947955</th>\n",
       "      <th>999947959</th>\n",
       "      <th>999947971</th>\n",
       "      <th>999947977</th>\n",
       "      <th>999947988</th>\n",
       "      <th>999947993</th>\n",
       "      <th>999948001</th>\n",
       "      <th>999948009</th>\n",
       "      <th>999948047</th>\n",
       "      <th>999948076</th>\n",
       "      <th>999948081</th>\n",
       "      <th>999948094</th>\n",
       "      <th>999949463</th>\n",
       "      <th>999949512</th>\n",
       "      <th>999949515</th>\n",
       "      <th>999949517</th>\n",
       "      <th>999949521</th>\n",
       "      <th>999949555</th>\n",
       "      <th>999949557</th>\n",
       "      <th>999949592</th>\n",
       "      <th>999949637</th>\n",
       "      <th>999949679</th>\n",
       "      <th>999949681</th>\n",
       "      <th>999949883</th>\n",
       "      <th>999952025</th>\n",
       "      <th>999952286</th>\n",
       "      <th>999952483</th>\n",
       "      <th>999952501</th>\n",
       "      <th>999952502</th>\n",
       "      <th>999952524</th>\n",
       "      <th>999952533</th>\n",
       "      <th>999952640</th>\n",
       "      <th>999952843</th>\n",
       "      <th>999952865</th>\n",
       "      <th>999952867</th>\n",
       "      <th>999952877</th>\n",
       "      <th>999952909</th>\n",
       "      <th>999953157</th>\n",
       "      <th>999953267</th>\n",
       "      <th>999954840</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01000261</td>\n",
       "      <td>A477AV558-002</td>\n",
       "      <td>65</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.972222</td>\n",
       "      <td>2.568898</td>\n",
       "      <td>1.155771</td>\n",
       "      <td>0.824435</td>\n",
       "      <td>0.947589</td>\n",
       "      <td>0.772955</td>\n",
       "      <td>0.716831</td>\n",
       "      <td>1.193115</td>\n",
       "      <td>5.372793</td>\n",
       "      <td>24.532961</td>\n",
       "      <td>1.289964</td>\n",
       "      <td>1.135706</td>\n",
       "      <td>0.815813</td>\n",
       "      <td>0.710183</td>\n",
       "      <td>0.986860</td>\n",
       "      <td>0.603223</td>\n",
       "      <td>1.421159</td>\n",
       "      <td>1.128161</td>\n",
       "      <td>1.186826</td>\n",
       "      <td>1.186918</td>\n",
       "      <td>2.183882</td>\n",
       "      <td>1.129249</td>\n",
       "      <td>0.920111</td>\n",
       "      <td>1.374374</td>\n",
       "      <td>1.891255</td>\n",
       "      <td>0.819227</td>\n",
       "      <td>1.204927</td>\n",
       "      <td>1.203517</td>\n",
       "      <td>1.017136</td>\n",
       "      <td>0.921926</td>\n",
       "      <td>1.530622</td>\n",
       "      <td>0.389302</td>\n",
       "      <td>1.364602</td>\n",
       "      <td>1.437235</td>\n",
       "      <td>1.702655</td>\n",
       "      <td>0.954904</td>\n",
       "      <td>2.320103</td>\n",
       "      <td>0.708487</td>\n",
       "      <td>4.268696</td>\n",
       "      <td>2.899063</td>\n",
       "      <td>0.816147</td>\n",
       "      <td>3.386740</td>\n",
       "      <td>1.340840</td>\n",
       "      <td>1.101887</td>\n",
       "      <td>0.785114</td>\n",
       "      <td>0.943850</td>\n",
       "      <td>0.875629</td>\n",
       "      <td>1.076899</td>\n",
       "      <td>1.014633</td>\n",
       "      <td>1.051367</td>\n",
       "      <td>1.239469</td>\n",
       "      <td>2.139945</td>\n",
       "      <td>1.987275</td>\n",
       "      <td>3.027573</td>\n",
       "      <td>1.165933</td>\n",
       "      <td>1.031538</td>\n",
       "      <td>1.053787</td>\n",
       "      <td>1.165150</td>\n",
       "      <td>1.364448</td>\n",
       "      <td>1.219670</td>\n",
       "      <td>1.115540</td>\n",
       "      <td>0.832081</td>\n",
       "      <td>1.370398</td>\n",
       "      <td>0.920689</td>\n",
       "      <td>1.555217</td>\n",
       "      <td>1.408812</td>\n",
       "      <td>0.800073</td>\n",
       "      <td>1.035181</td>\n",
       "      <td>0.934017</td>\n",
       "      <td>1.245427</td>\n",
       "      <td>1.512853</td>\n",
       "      <td>0.992184</td>\n",
       "      <td>1.512646</td>\n",
       "      <td>4.848959</td>\n",
       "      <td>1.096566</td>\n",
       "      <td>2.289297</td>\n",
       "      <td>1.570808</td>\n",
       "      <td>1.039696</td>\n",
       "      <td>0.889427</td>\n",
       "      <td>0.980195</td>\n",
       "      <td>1.237122</td>\n",
       "      <td>0.948468</td>\n",
       "      <td>1.329892</td>\n",
       "      <td>1.461135</td>\n",
       "      <td>1.029702</td>\n",
       "      <td>1.077272</td>\n",
       "      <td>0.924483</td>\n",
       "      <td>0.496321</td>\n",
       "      <td>1.188124</td>\n",
       "      <td>0.933092</td>\n",
       "      <td>1.196293</td>\n",
       "      <td>0.796418</td>\n",
       "      <td>0.744728</td>\n",
       "      <td>1.375578</td>\n",
       "      <td>0.748462</td>\n",
       "      <td>...</td>\n",
       "      <td>0.970412</td>\n",
       "      <td>1.734915</td>\n",
       "      <td>0.512034</td>\n",
       "      <td>2.204863</td>\n",
       "      <td>0.591331</td>\n",
       "      <td>1.770225</td>\n",
       "      <td>1.148889</td>\n",
       "      <td>2.695183</td>\n",
       "      <td>0.819572</td>\n",
       "      <td>0.606842</td>\n",
       "      <td>1.380649</td>\n",
       "      <td>5.777018</td>\n",
       "      <td>1.152754</td>\n",
       "      <td>1.220782</td>\n",
       "      <td>0.167234</td>\n",
       "      <td>0.506707</td>\n",
       "      <td>1.376055</td>\n",
       "      <td>0.585078</td>\n",
       "      <td>0.733665</td>\n",
       "      <td>15.507542</td>\n",
       "      <td>7.548603</td>\n",
       "      <td>1.002886</td>\n",
       "      <td>1.449365</td>\n",
       "      <td>0.960719</td>\n",
       "      <td>1.252370</td>\n",
       "      <td>0.953545</td>\n",
       "      <td>1.799173</td>\n",
       "      <td>2.910742</td>\n",
       "      <td>0.651738</td>\n",
       "      <td>0.378580</td>\n",
       "      <td>0.571384</td>\n",
       "      <td>1.854875</td>\n",
       "      <td>2.604398</td>\n",
       "      <td>1.030214</td>\n",
       "      <td>1.039960</td>\n",
       "      <td>1.128947</td>\n",
       "      <td>0.927640</td>\n",
       "      <td>0.924388</td>\n",
       "      <td>1.142827</td>\n",
       "      <td>0.730759</td>\n",
       "      <td>4.020639</td>\n",
       "      <td>0.993381</td>\n",
       "      <td>2.206431</td>\n",
       "      <td>0.885257</td>\n",
       "      <td>1.115327</td>\n",
       "      <td>1.835164</td>\n",
       "      <td>0.588192</td>\n",
       "      <td>0.298005</td>\n",
       "      <td>3.765115</td>\n",
       "      <td>1.168743</td>\n",
       "      <td>0.467600</td>\n",
       "      <td>0.918908</td>\n",
       "      <td>2.920539</td>\n",
       "      <td>1.087581</td>\n",
       "      <td>0.739217</td>\n",
       "      <td>0.754325</td>\n",
       "      <td>0.462004</td>\n",
       "      <td>0.689655</td>\n",
       "      <td>1.012121</td>\n",
       "      <td>0.994050</td>\n",
       "      <td>0.891436</td>\n",
       "      <td>1.069549</td>\n",
       "      <td>0.671550</td>\n",
       "      <td>0.446172</td>\n",
       "      <td>0.809453</td>\n",
       "      <td>1.266994</td>\n",
       "      <td>4.729395</td>\n",
       "      <td>1.144651</td>\n",
       "      <td>0.790954</td>\n",
       "      <td>0.984952</td>\n",
       "      <td>1.053664</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.546438</td>\n",
       "      <td>1.206396</td>\n",
       "      <td>1.436551</td>\n",
       "      <td>1.001327</td>\n",
       "      <td>1.585908</td>\n",
       "      <td>0.483140</td>\n",
       "      <td>0.494334</td>\n",
       "      <td>0.689787</td>\n",
       "      <td>1.214707</td>\n",
       "      <td>1.310367</td>\n",
       "      <td>0.523531</td>\n",
       "      <td>0.570142</td>\n",
       "      <td>0.878512</td>\n",
       "      <td>1.266454</td>\n",
       "      <td>0.934197</td>\n",
       "      <td>1.365642</td>\n",
       "      <td>1.165906</td>\n",
       "      <td>0.999463</td>\n",
       "      <td>1.371351</td>\n",
       "      <td>1.089485</td>\n",
       "      <td>0.856545</td>\n",
       "      <td>1.678183</td>\n",
       "      <td>1.144330</td>\n",
       "      <td>0.715138</td>\n",
       "      <td>1.114859</td>\n",
       "      <td>0.592175</td>\n",
       "      <td>0.923405</td>\n",
       "      <td>0.987336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01001621</td>\n",
       "      <td>A776BI445-003</td>\n",
       "      <td>11</td>\n",
       "      <td>-31.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.540378</td>\n",
       "      <td>0.568236</td>\n",
       "      <td>1.328050</td>\n",
       "      <td>0.977196</td>\n",
       "      <td>1.366908</td>\n",
       "      <td>0.967574</td>\n",
       "      <td>1.957150</td>\n",
       "      <td>0.928533</td>\n",
       "      <td>0.456719</td>\n",
       "      <td>1.732912</td>\n",
       "      <td>1.103766</td>\n",
       "      <td>0.893238</td>\n",
       "      <td>0.985511</td>\n",
       "      <td>0.995848</td>\n",
       "      <td>1.504583</td>\n",
       "      <td>0.851745</td>\n",
       "      <td>1.003719</td>\n",
       "      <td>0.802254</td>\n",
       "      <td>1.359346</td>\n",
       "      <td>0.408849</td>\n",
       "      <td>1.213243</td>\n",
       "      <td>1.080032</td>\n",
       "      <td>0.844420</td>\n",
       "      <td>1.254205</td>\n",
       "      <td>0.603340</td>\n",
       "      <td>1.733442</td>\n",
       "      <td>1.165452</td>\n",
       "      <td>1.508164</td>\n",
       "      <td>1.460673</td>\n",
       "      <td>0.553575</td>\n",
       "      <td>1.147789</td>\n",
       "      <td>1.155400</td>\n",
       "      <td>0.980912</td>\n",
       "      <td>1.052493</td>\n",
       "      <td>0.971487</td>\n",
       "      <td>1.134848</td>\n",
       "      <td>0.474432</td>\n",
       "      <td>1.844409</td>\n",
       "      <td>0.664441</td>\n",
       "      <td>0.983395</td>\n",
       "      <td>1.074128</td>\n",
       "      <td>0.661147</td>\n",
       "      <td>0.387048</td>\n",
       "      <td>1.958801</td>\n",
       "      <td>0.443924</td>\n",
       "      <td>1.060663</td>\n",
       "      <td>7.146501</td>\n",
       "      <td>1.029642</td>\n",
       "      <td>0.933483</td>\n",
       "      <td>1.562872</td>\n",
       "      <td>0.792702</td>\n",
       "      <td>0.905864</td>\n",
       "      <td>0.981730</td>\n",
       "      <td>0.806218</td>\n",
       "      <td>1.049168</td>\n",
       "      <td>1.026207</td>\n",
       "      <td>1.420774</td>\n",
       "      <td>0.874352</td>\n",
       "      <td>0.797111</td>\n",
       "      <td>1.097956</td>\n",
       "      <td>0.981784</td>\n",
       "      <td>0.825712</td>\n",
       "      <td>0.795934</td>\n",
       "      <td>0.978952</td>\n",
       "      <td>0.829953</td>\n",
       "      <td>0.759106</td>\n",
       "      <td>0.824048</td>\n",
       "      <td>0.923527</td>\n",
       "      <td>0.800240</td>\n",
       "      <td>1.007761</td>\n",
       "      <td>0.730528</td>\n",
       "      <td>0.992184</td>\n",
       "      <td>0.801623</td>\n",
       "      <td>1.313013</td>\n",
       "      <td>1.041510</td>\n",
       "      <td>1.007206</td>\n",
       "      <td>1.223909</td>\n",
       "      <td>0.999185</td>\n",
       "      <td>1.408982</td>\n",
       "      <td>1.004989</td>\n",
       "      <td>1.644271</td>\n",
       "      <td>0.470435</td>\n",
       "      <td>0.895372</td>\n",
       "      <td>1.240656</td>\n",
       "      <td>0.941802</td>\n",
       "      <td>0.987731</td>\n",
       "      <td>1.066805</td>\n",
       "      <td>0.987838</td>\n",
       "      <td>1.213568</td>\n",
       "      <td>0.756432</td>\n",
       "      <td>0.696483</td>\n",
       "      <td>0.965558</td>\n",
       "      <td>0.826224</td>\n",
       "      <td>0.869290</td>\n",
       "      <td>0.731206</td>\n",
       "      <td>...</td>\n",
       "      <td>1.207244</td>\n",
       "      <td>1.013498</td>\n",
       "      <td>2.457292</td>\n",
       "      <td>0.562696</td>\n",
       "      <td>1.092548</td>\n",
       "      <td>1.646268</td>\n",
       "      <td>0.379110</td>\n",
       "      <td>2.275319</td>\n",
       "      <td>1.029679</td>\n",
       "      <td>0.613209</td>\n",
       "      <td>0.985040</td>\n",
       "      <td>1.006655</td>\n",
       "      <td>1.219864</td>\n",
       "      <td>0.797700</td>\n",
       "      <td>3.563505</td>\n",
       "      <td>0.506134</td>\n",
       "      <td>2.432495</td>\n",
       "      <td>1.027951</td>\n",
       "      <td>0.977469</td>\n",
       "      <td>1.062899</td>\n",
       "      <td>1.843114</td>\n",
       "      <td>0.931049</td>\n",
       "      <td>0.905048</td>\n",
       "      <td>0.584796</td>\n",
       "      <td>1.013139</td>\n",
       "      <td>1.417985</td>\n",
       "      <td>1.003863</td>\n",
       "      <td>1.129494</td>\n",
       "      <td>1.075831</td>\n",
       "      <td>1.019834</td>\n",
       "      <td>0.998635</td>\n",
       "      <td>1.379740</td>\n",
       "      <td>1.016647</td>\n",
       "      <td>1.002162</td>\n",
       "      <td>3.100292</td>\n",
       "      <td>0.611224</td>\n",
       "      <td>1.010144</td>\n",
       "      <td>0.770998</td>\n",
       "      <td>1.522902</td>\n",
       "      <td>0.496753</td>\n",
       "      <td>0.994616</td>\n",
       "      <td>1.763540</td>\n",
       "      <td>1.017765</td>\n",
       "      <td>0.727763</td>\n",
       "      <td>2.097429</td>\n",
       "      <td>0.984319</td>\n",
       "      <td>0.985498</td>\n",
       "      <td>1.011869</td>\n",
       "      <td>0.493069</td>\n",
       "      <td>0.998391</td>\n",
       "      <td>1.007431</td>\n",
       "      <td>0.764707</td>\n",
       "      <td>0.999457</td>\n",
       "      <td>1.568664</td>\n",
       "      <td>0.907274</td>\n",
       "      <td>1.149782</td>\n",
       "      <td>1.618463</td>\n",
       "      <td>1.461392</td>\n",
       "      <td>1.335239</td>\n",
       "      <td>0.994050</td>\n",
       "      <td>0.989869</td>\n",
       "      <td>1.640954</td>\n",
       "      <td>0.519274</td>\n",
       "      <td>1.598442</td>\n",
       "      <td>1.129075</td>\n",
       "      <td>0.982204</td>\n",
       "      <td>0.998716</td>\n",
       "      <td>0.994905</td>\n",
       "      <td>1.374724</td>\n",
       "      <td>0.984952</td>\n",
       "      <td>0.305894</td>\n",
       "      <td>1.649034</td>\n",
       "      <td>1.023258</td>\n",
       "      <td>1.407715</td>\n",
       "      <td>1.092817</td>\n",
       "      <td>1.001327</td>\n",
       "      <td>0.761693</td>\n",
       "      <td>1.577724</td>\n",
       "      <td>1.486997</td>\n",
       "      <td>0.576065</td>\n",
       "      <td>0.738958</td>\n",
       "      <td>0.812753</td>\n",
       "      <td>1.006523</td>\n",
       "      <td>1.003108</td>\n",
       "      <td>1.185607</td>\n",
       "      <td>0.858926</td>\n",
       "      <td>0.737318</td>\n",
       "      <td>1.830031</td>\n",
       "      <td>1.170687</td>\n",
       "      <td>0.995599</td>\n",
       "      <td>1.449969</td>\n",
       "      <td>3.400045</td>\n",
       "      <td>0.451772</td>\n",
       "      <td>1.006747</td>\n",
       "      <td>1.013851</td>\n",
       "      <td>1.273833</td>\n",
       "      <td>0.549250</td>\n",
       "      <td>1.036609</td>\n",
       "      <td>1.245966</td>\n",
       "      <td>0.987336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01001621</td>\n",
       "      <td>A391BM948-002</td>\n",
       "      <td>265</td>\n",
       "      <td>223.0</td>\n",
       "      <td>254</td>\n",
       "      <td>1.819302</td>\n",
       "      <td>0.704097</td>\n",
       "      <td>0.619724</td>\n",
       "      <td>1.014908</td>\n",
       "      <td>1.334809</td>\n",
       "      <td>1.341022</td>\n",
       "      <td>0.971382</td>\n",
       "      <td>0.983297</td>\n",
       "      <td>0.437747</td>\n",
       "      <td>0.597480</td>\n",
       "      <td>0.981717</td>\n",
       "      <td>0.373895</td>\n",
       "      <td>2.085763</td>\n",
       "      <td>0.567837</td>\n",
       "      <td>0.650733</td>\n",
       "      <td>0.983639</td>\n",
       "      <td>1.036290</td>\n",
       "      <td>0.888782</td>\n",
       "      <td>1.192718</td>\n",
       "      <td>0.666124</td>\n",
       "      <td>1.047442</td>\n",
       "      <td>1.219334</td>\n",
       "      <td>0.663285</td>\n",
       "      <td>1.661423</td>\n",
       "      <td>0.694435</td>\n",
       "      <td>2.090090</td>\n",
       "      <td>1.321783</td>\n",
       "      <td>0.546186</td>\n",
       "      <td>0.927013</td>\n",
       "      <td>0.484962</td>\n",
       "      <td>1.264994</td>\n",
       "      <td>0.683409</td>\n",
       "      <td>0.999556</td>\n",
       "      <td>1.063370</td>\n",
       "      <td>0.955280</td>\n",
       "      <td>1.053888</td>\n",
       "      <td>0.834389</td>\n",
       "      <td>0.813427</td>\n",
       "      <td>0.566890</td>\n",
       "      <td>1.378451</td>\n",
       "      <td>1.030161</td>\n",
       "      <td>0.557247</td>\n",
       "      <td>0.666880</td>\n",
       "      <td>1.359100</td>\n",
       "      <td>1.121047</td>\n",
       "      <td>1.189167</td>\n",
       "      <td>2.339233</td>\n",
       "      <td>1.287490</td>\n",
       "      <td>0.819302</td>\n",
       "      <td>1.526069</td>\n",
       "      <td>0.914017</td>\n",
       "      <td>0.778223</td>\n",
       "      <td>1.437623</td>\n",
       "      <td>0.681799</td>\n",
       "      <td>0.851270</td>\n",
       "      <td>0.929102</td>\n",
       "      <td>1.152256</td>\n",
       "      <td>0.817847</td>\n",
       "      <td>0.871570</td>\n",
       "      <td>1.169466</td>\n",
       "      <td>0.909120</td>\n",
       "      <td>0.644457</td>\n",
       "      <td>1.023283</td>\n",
       "      <td>1.009925</td>\n",
       "      <td>1.015428</td>\n",
       "      <td>0.987975</td>\n",
       "      <td>0.379701</td>\n",
       "      <td>0.962439</td>\n",
       "      <td>1.500350</td>\n",
       "      <td>1.197596</td>\n",
       "      <td>0.760786</td>\n",
       "      <td>0.992184</td>\n",
       "      <td>0.820892</td>\n",
       "      <td>0.538089</td>\n",
       "      <td>0.999284</td>\n",
       "      <td>0.765463</td>\n",
       "      <td>1.128796</td>\n",
       "      <td>0.533141</td>\n",
       "      <td>1.162388</td>\n",
       "      <td>0.894506</td>\n",
       "      <td>1.426137</td>\n",
       "      <td>0.529222</td>\n",
       "      <td>1.009188</td>\n",
       "      <td>1.318555</td>\n",
       "      <td>0.915440</td>\n",
       "      <td>0.804123</td>\n",
       "      <td>0.996878</td>\n",
       "      <td>0.693355</td>\n",
       "      <td>0.999136</td>\n",
       "      <td>0.849613</td>\n",
       "      <td>1.615323</td>\n",
       "      <td>0.603969</td>\n",
       "      <td>0.592127</td>\n",
       "      <td>1.113037</td>\n",
       "      <td>0.968207</td>\n",
       "      <td>...</td>\n",
       "      <td>1.105134</td>\n",
       "      <td>0.379954</td>\n",
       "      <td>1.514958</td>\n",
       "      <td>0.209407</td>\n",
       "      <td>0.936974</td>\n",
       "      <td>4.056722</td>\n",
       "      <td>1.647921</td>\n",
       "      <td>2.841334</td>\n",
       "      <td>0.614300</td>\n",
       "      <td>1.007616</td>\n",
       "      <td>0.687927</td>\n",
       "      <td>1.006655</td>\n",
       "      <td>1.173688</td>\n",
       "      <td>0.997164</td>\n",
       "      <td>1.607427</td>\n",
       "      <td>1.486123</td>\n",
       "      <td>0.991903</td>\n",
       "      <td>1.722813</td>\n",
       "      <td>1.324431</td>\n",
       "      <td>1.062899</td>\n",
       "      <td>17.098502</td>\n",
       "      <td>1.002886</td>\n",
       "      <td>0.990457</td>\n",
       "      <td>1.085562</td>\n",
       "      <td>0.665675</td>\n",
       "      <td>2.055824</td>\n",
       "      <td>1.180362</td>\n",
       "      <td>1.080516</td>\n",
       "      <td>0.769920</td>\n",
       "      <td>1.957673</td>\n",
       "      <td>2.227080</td>\n",
       "      <td>1.389496</td>\n",
       "      <td>1.016647</td>\n",
       "      <td>0.781084</td>\n",
       "      <td>2.302494</td>\n",
       "      <td>0.591117</td>\n",
       "      <td>1.199069</td>\n",
       "      <td>1.224311</td>\n",
       "      <td>1.254009</td>\n",
       "      <td>0.999242</td>\n",
       "      <td>0.247112</td>\n",
       "      <td>1.001132</td>\n",
       "      <td>1.017765</td>\n",
       "      <td>0.734604</td>\n",
       "      <td>3.553576</td>\n",
       "      <td>0.984319</td>\n",
       "      <td>2.135471</td>\n",
       "      <td>2.320744</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>0.814772</td>\n",
       "      <td>1.462328</td>\n",
       "      <td>0.894339</td>\n",
       "      <td>0.999457</td>\n",
       "      <td>1.288771</td>\n",
       "      <td>0.753729</td>\n",
       "      <td>0.661740</td>\n",
       "      <td>2.258629</td>\n",
       "      <td>1.251819</td>\n",
       "      <td>1.479819</td>\n",
       "      <td>2.515144</td>\n",
       "      <td>1.096075</td>\n",
       "      <td>0.990924</td>\n",
       "      <td>1.830214</td>\n",
       "      <td>0.686897</td>\n",
       "      <td>2.077862</td>\n",
       "      <td>0.982204</td>\n",
       "      <td>0.526165</td>\n",
       "      <td>0.994905</td>\n",
       "      <td>0.980669</td>\n",
       "      <td>1.078174</td>\n",
       "      <td>1.028737</td>\n",
       "      <td>1.011223</td>\n",
       "      <td>1.023258</td>\n",
       "      <td>1.454377</td>\n",
       "      <td>0.872246</td>\n",
       "      <td>1.001327</td>\n",
       "      <td>10.215746</td>\n",
       "      <td>1.694952</td>\n",
       "      <td>0.627407</td>\n",
       "      <td>0.558186</td>\n",
       "      <td>0.808554</td>\n",
       "      <td>1.005075</td>\n",
       "      <td>1.203914</td>\n",
       "      <td>1.281067</td>\n",
       "      <td>0.995575</td>\n",
       "      <td>0.718099</td>\n",
       "      <td>0.516304</td>\n",
       "      <td>1.284870</td>\n",
       "      <td>1.025093</td>\n",
       "      <td>0.713206</td>\n",
       "      <td>0.984550</td>\n",
       "      <td>2.363626</td>\n",
       "      <td>0.820114</td>\n",
       "      <td>0.961806</td>\n",
       "      <td>1.013851</td>\n",
       "      <td>1.742466</td>\n",
       "      <td>0.525021</td>\n",
       "      <td>0.737648</td>\n",
       "      <td>0.844609</td>\n",
       "      <td>0.987336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01002183</td>\n",
       "      <td>A595AV320-002</td>\n",
       "      <td>13</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.528804</td>\n",
       "      <td>2.260729</td>\n",
       "      <td>0.425073</td>\n",
       "      <td>2.299795</td>\n",
       "      <td>0.850577</td>\n",
       "      <td>1.737810</td>\n",
       "      <td>0.992670</td>\n",
       "      <td>2.335956</td>\n",
       "      <td>3.769524</td>\n",
       "      <td>3.896395</td>\n",
       "      <td>1.051881</td>\n",
       "      <td>1.459102</td>\n",
       "      <td>1.823657</td>\n",
       "      <td>2.978882</td>\n",
       "      <td>2.421741</td>\n",
       "      <td>1.466470</td>\n",
       "      <td>1.207379</td>\n",
       "      <td>1.758998</td>\n",
       "      <td>1.133902</td>\n",
       "      <td>1.520067</td>\n",
       "      <td>1.886599</td>\n",
       "      <td>1.093981</td>\n",
       "      <td>1.201631</td>\n",
       "      <td>0.740414</td>\n",
       "      <td>1.339688</td>\n",
       "      <td>0.990273</td>\n",
       "      <td>0.979290</td>\n",
       "      <td>0.319515</td>\n",
       "      <td>1.098019</td>\n",
       "      <td>1.325594</td>\n",
       "      <td>1.753197</td>\n",
       "      <td>32.210346</td>\n",
       "      <td>1.100406</td>\n",
       "      <td>1.230342</td>\n",
       "      <td>0.895924</td>\n",
       "      <td>1.038174</td>\n",
       "      <td>1.514974</td>\n",
       "      <td>2.536602</td>\n",
       "      <td>2.710388</td>\n",
       "      <td>0.470894</td>\n",
       "      <td>3.014329</td>\n",
       "      <td>2.526205</td>\n",
       "      <td>1.165994</td>\n",
       "      <td>1.322621</td>\n",
       "      <td>0.462182</td>\n",
       "      <td>0.870719</td>\n",
       "      <td>1.617798</td>\n",
       "      <td>0.998268</td>\n",
       "      <td>1.873371</td>\n",
       "      <td>0.925059</td>\n",
       "      <td>0.775723</td>\n",
       "      <td>1.065127</td>\n",
       "      <td>2.299804</td>\n",
       "      <td>3.634989</td>\n",
       "      <td>1.590725</td>\n",
       "      <td>0.803890</td>\n",
       "      <td>1.125505</td>\n",
       "      <td>0.784719</td>\n",
       "      <td>0.929209</td>\n",
       "      <td>1.258474</td>\n",
       "      <td>0.828234</td>\n",
       "      <td>2.270925</td>\n",
       "      <td>1.441238</td>\n",
       "      <td>2.466381</td>\n",
       "      <td>1.180070</td>\n",
       "      <td>1.721624</td>\n",
       "      <td>5.867892</td>\n",
       "      <td>0.814355</td>\n",
       "      <td>1.072046</td>\n",
       "      <td>0.979631</td>\n",
       "      <td>1.208090</td>\n",
       "      <td>1.548912</td>\n",
       "      <td>1.124846</td>\n",
       "      <td>1.943683</td>\n",
       "      <td>0.936875</td>\n",
       "      <td>0.464060</td>\n",
       "      <td>1.677937</td>\n",
       "      <td>3.414667</td>\n",
       "      <td>1.381473</td>\n",
       "      <td>1.047617</td>\n",
       "      <td>1.146355</td>\n",
       "      <td>0.802923</td>\n",
       "      <td>0.934881</td>\n",
       "      <td>0.955544</td>\n",
       "      <td>0.658789</td>\n",
       "      <td>0.866354</td>\n",
       "      <td>0.930874</td>\n",
       "      <td>2.272248</td>\n",
       "      <td>1.548701</td>\n",
       "      <td>0.911506</td>\n",
       "      <td>0.969242</td>\n",
       "      <td>0.906317</td>\n",
       "      <td>1.556853</td>\n",
       "      <td>0.874275</td>\n",
       "      <td>0.961637</td>\n",
       "      <td>...</td>\n",
       "      <td>0.956550</td>\n",
       "      <td>2.626300</td>\n",
       "      <td>0.720840</td>\n",
       "      <td>0.630250</td>\n",
       "      <td>0.486695</td>\n",
       "      <td>0.448464</td>\n",
       "      <td>2.813037</td>\n",
       "      <td>1.692679</td>\n",
       "      <td>0.261399</td>\n",
       "      <td>8.741517</td>\n",
       "      <td>0.753129</td>\n",
       "      <td>9.556887</td>\n",
       "      <td>0.965060</td>\n",
       "      <td>1.335196</td>\n",
       "      <td>5.975684</td>\n",
       "      <td>1.035380</td>\n",
       "      <td>0.486720</td>\n",
       "      <td>0.501176</td>\n",
       "      <td>0.958028</td>\n",
       "      <td>0.059995</td>\n",
       "      <td>1.005088</td>\n",
       "      <td>1.296573</td>\n",
       "      <td>1.015101</td>\n",
       "      <td>1.336956</td>\n",
       "      <td>1.329022</td>\n",
       "      <td>1.203016</td>\n",
       "      <td>0.831101</td>\n",
       "      <td>1.538813</td>\n",
       "      <td>0.569734</td>\n",
       "      <td>0.177557</td>\n",
       "      <td>0.460412</td>\n",
       "      <td>9.419514</td>\n",
       "      <td>0.505720</td>\n",
       "      <td>2.618249</td>\n",
       "      <td>0.668784</td>\n",
       "      <td>1.426144</td>\n",
       "      <td>0.985807</td>\n",
       "      <td>0.841155</td>\n",
       "      <td>0.585205</td>\n",
       "      <td>1.642595</td>\n",
       "      <td>1.355057</td>\n",
       "      <td>9.323010</td>\n",
       "      <td>0.282722</td>\n",
       "      <td>1.442073</td>\n",
       "      <td>0.940509</td>\n",
       "      <td>1.876157</td>\n",
       "      <td>0.861270</td>\n",
       "      <td>4.439497</td>\n",
       "      <td>0.166112</td>\n",
       "      <td>0.563895</td>\n",
       "      <td>0.966311</td>\n",
       "      <td>1.028446</td>\n",
       "      <td>1.386704</td>\n",
       "      <td>0.999337</td>\n",
       "      <td>1.921009</td>\n",
       "      <td>1.806371</td>\n",
       "      <td>0.996982</td>\n",
       "      <td>1.312641</td>\n",
       "      <td>1.706791</td>\n",
       "      <td>2.319721</td>\n",
       "      <td>1.096288</td>\n",
       "      <td>2.016603</td>\n",
       "      <td>1.219276</td>\n",
       "      <td>0.711310</td>\n",
       "      <td>1.514662</td>\n",
       "      <td>1.223954</td>\n",
       "      <td>1.927196</td>\n",
       "      <td>0.977777</td>\n",
       "      <td>9.023102</td>\n",
       "      <td>1.842714</td>\n",
       "      <td>1.037084</td>\n",
       "      <td>4.320820</td>\n",
       "      <td>1.076432</td>\n",
       "      <td>0.608346</td>\n",
       "      <td>1.000454</td>\n",
       "      <td>0.830907</td>\n",
       "      <td>0.319562</td>\n",
       "      <td>1.448167</td>\n",
       "      <td>0.551810</td>\n",
       "      <td>1.201820</td>\n",
       "      <td>1.319489</td>\n",
       "      <td>1.005075</td>\n",
       "      <td>1.765913</td>\n",
       "      <td>0.786596</td>\n",
       "      <td>0.640124</td>\n",
       "      <td>1.012736</td>\n",
       "      <td>0.743734</td>\n",
       "      <td>0.758288</td>\n",
       "      <td>1.507977</td>\n",
       "      <td>1.372594</td>\n",
       "      <td>0.752198</td>\n",
       "      <td>0.632819</td>\n",
       "      <td>0.979239</td>\n",
       "      <td>0.666351</td>\n",
       "      <td>0.505361</td>\n",
       "      <td>0.643624</td>\n",
       "      <td>1.456737</td>\n",
       "      <td>3.109291</td>\n",
       "      <td>0.896029</td>\n",
       "      <td>0.932469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01002412</td>\n",
       "      <td>A294AU415-002</td>\n",
       "      <td>13</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.863152</td>\n",
       "      <td>0.535317</td>\n",
       "      <td>1.008430</td>\n",
       "      <td>1.300685</td>\n",
       "      <td>0.877139</td>\n",
       "      <td>0.772371</td>\n",
       "      <td>1.052063</td>\n",
       "      <td>1.128991</td>\n",
       "      <td>1.276539</td>\n",
       "      <td>0.338884</td>\n",
       "      <td>0.912151</td>\n",
       "      <td>1.371908</td>\n",
       "      <td>0.993805</td>\n",
       "      <td>1.363787</td>\n",
       "      <td>1.691931</td>\n",
       "      <td>1.149111</td>\n",
       "      <td>1.695642</td>\n",
       "      <td>1.353985</td>\n",
       "      <td>0.946088</td>\n",
       "      <td>0.739603</td>\n",
       "      <td>0.837236</td>\n",
       "      <td>1.219042</td>\n",
       "      <td>1.627303</td>\n",
       "      <td>0.896095</td>\n",
       "      <td>1.232910</td>\n",
       "      <td>0.635565</td>\n",
       "      <td>0.824078</td>\n",
       "      <td>1.354499</td>\n",
       "      <td>0.696302</td>\n",
       "      <td>0.850491</td>\n",
       "      <td>0.116368</td>\n",
       "      <td>1.331680</td>\n",
       "      <td>1.330306</td>\n",
       "      <td>1.336548</td>\n",
       "      <td>1.707707</td>\n",
       "      <td>0.970455</td>\n",
       "      <td>2.454634</td>\n",
       "      <td>1.285158</td>\n",
       "      <td>2.004822</td>\n",
       "      <td>0.874492</td>\n",
       "      <td>0.463814</td>\n",
       "      <td>1.506055</td>\n",
       "      <td>1.412419</td>\n",
       "      <td>1.478072</td>\n",
       "      <td>0.644207</td>\n",
       "      <td>1.102536</td>\n",
       "      <td>0.699082</td>\n",
       "      <td>0.762516</td>\n",
       "      <td>0.667225</td>\n",
       "      <td>0.665948</td>\n",
       "      <td>1.119785</td>\n",
       "      <td>1.968280</td>\n",
       "      <td>0.740929</td>\n",
       "      <td>2.525954</td>\n",
       "      <td>0.973392</td>\n",
       "      <td>0.893094</td>\n",
       "      <td>0.902797</td>\n",
       "      <td>0.961872</td>\n",
       "      <td>1.004920</td>\n",
       "      <td>1.253473</td>\n",
       "      <td>0.809371</td>\n",
       "      <td>1.442111</td>\n",
       "      <td>0.966668</td>\n",
       "      <td>1.253539</td>\n",
       "      <td>0.962945</td>\n",
       "      <td>0.987827</td>\n",
       "      <td>2.745546</td>\n",
       "      <td>0.932228</td>\n",
       "      <td>1.008731</td>\n",
       "      <td>0.748856</td>\n",
       "      <td>2.432967</td>\n",
       "      <td>0.331273</td>\n",
       "      <td>1.425743</td>\n",
       "      <td>2.298414</td>\n",
       "      <td>0.827643</td>\n",
       "      <td>0.052189</td>\n",
       "      <td>0.981442</td>\n",
       "      <td>1.920976</td>\n",
       "      <td>1.034740</td>\n",
       "      <td>1.116247</td>\n",
       "      <td>1.259668</td>\n",
       "      <td>0.695022</td>\n",
       "      <td>0.832403</td>\n",
       "      <td>0.809243</td>\n",
       "      <td>0.921793</td>\n",
       "      <td>0.870250</td>\n",
       "      <td>1.016423</td>\n",
       "      <td>1.322008</td>\n",
       "      <td>1.365583</td>\n",
       "      <td>0.647609</td>\n",
       "      <td>1.114263</td>\n",
       "      <td>0.833467</td>\n",
       "      <td>1.375467</td>\n",
       "      <td>0.959994</td>\n",
       "      <td>0.939378</td>\n",
       "      <td>...</td>\n",
       "      <td>1.136739</td>\n",
       "      <td>1.002367</td>\n",
       "      <td>0.993687</td>\n",
       "      <td>0.500008</td>\n",
       "      <td>0.902216</td>\n",
       "      <td>0.151157</td>\n",
       "      <td>1.415805</td>\n",
       "      <td>0.993954</td>\n",
       "      <td>0.990161</td>\n",
       "      <td>0.375014</td>\n",
       "      <td>0.247210</td>\n",
       "      <td>1.006655</td>\n",
       "      <td>1.657402</td>\n",
       "      <td>0.988605</td>\n",
       "      <td>1.231948</td>\n",
       "      <td>5.352143</td>\n",
       "      <td>0.432327</td>\n",
       "      <td>2.105681</td>\n",
       "      <td>1.460228</td>\n",
       "      <td>2.133159</td>\n",
       "      <td>0.988333</td>\n",
       "      <td>1.756289</td>\n",
       "      <td>0.922048</td>\n",
       "      <td>1.400946</td>\n",
       "      <td>1.269941</td>\n",
       "      <td>0.830175</td>\n",
       "      <td>1.003863</td>\n",
       "      <td>1.136340</td>\n",
       "      <td>1.012017</td>\n",
       "      <td>0.403511</td>\n",
       "      <td>1.536304</td>\n",
       "      <td>0.990189</td>\n",
       "      <td>0.952409</td>\n",
       "      <td>1.002162</td>\n",
       "      <td>0.314467</td>\n",
       "      <td>1.095291</td>\n",
       "      <td>1.854689</td>\n",
       "      <td>1.004537</td>\n",
       "      <td>1.586589</td>\n",
       "      <td>0.388884</td>\n",
       "      <td>0.261917</td>\n",
       "      <td>0.677321</td>\n",
       "      <td>0.299104</td>\n",
       "      <td>1.249010</td>\n",
       "      <td>0.354919</td>\n",
       "      <td>0.916581</td>\n",
       "      <td>0.700685</td>\n",
       "      <td>1.823693</td>\n",
       "      <td>0.110104</td>\n",
       "      <td>1.154961</td>\n",
       "      <td>1.927119</td>\n",
       "      <td>0.953554</td>\n",
       "      <td>0.362096</td>\n",
       "      <td>0.684793</td>\n",
       "      <td>1.165320</td>\n",
       "      <td>1.042208</td>\n",
       "      <td>1.512897</td>\n",
       "      <td>1.099416</td>\n",
       "      <td>1.071476</td>\n",
       "      <td>0.898256</td>\n",
       "      <td>1.077274</td>\n",
       "      <td>0.767719</td>\n",
       "      <td>0.961963</td>\n",
       "      <td>0.661606</td>\n",
       "      <td>1.105208</td>\n",
       "      <td>0.541328</td>\n",
       "      <td>0.556993</td>\n",
       "      <td>0.905297</td>\n",
       "      <td>0.996771</td>\n",
       "      <td>1.353932</td>\n",
       "      <td>2.052933</td>\n",
       "      <td>1.910046</td>\n",
       "      <td>2.137562</td>\n",
       "      <td>0.931497</td>\n",
       "      <td>1.004234</td>\n",
       "      <td>1.001327</td>\n",
       "      <td>1.217739</td>\n",
       "      <td>1.048890</td>\n",
       "      <td>1.108697</td>\n",
       "      <td>0.884804</td>\n",
       "      <td>1.009820</td>\n",
       "      <td>0.291430</td>\n",
       "      <td>1.409572</td>\n",
       "      <td>1.325102</td>\n",
       "      <td>1.166231</td>\n",
       "      <td>1.353643</td>\n",
       "      <td>2.557282</td>\n",
       "      <td>0.884912</td>\n",
       "      <td>0.988793</td>\n",
       "      <td>0.601601</td>\n",
       "      <td>1.370806</td>\n",
       "      <td>0.564907</td>\n",
       "      <td>0.934401</td>\n",
       "      <td>0.744207</td>\n",
       "      <td>0.922136</td>\n",
       "      <td>1.143238</td>\n",
       "      <td>1.350473</td>\n",
       "      <td>1.702258</td>\n",
       "      <td>0.994443</td>\n",
       "      <td>0.639387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3300</th>\n",
       "      <td>HX409129</td>\n",
       "      <td>A581BK409-002</td>\n",
       "      <td>5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.293945</td>\n",
       "      <td>1.169026</td>\n",
       "      <td>2.116840</td>\n",
       "      <td>0.888013</td>\n",
       "      <td>0.983976</td>\n",
       "      <td>0.685195</td>\n",
       "      <td>2.681062</td>\n",
       "      <td>0.842799</td>\n",
       "      <td>1.212464</td>\n",
       "      <td>0.191386</td>\n",
       "      <td>0.924692</td>\n",
       "      <td>1.498795</td>\n",
       "      <td>0.775644</td>\n",
       "      <td>1.463832</td>\n",
       "      <td>1.410570</td>\n",
       "      <td>0.741907</td>\n",
       "      <td>0.754003</td>\n",
       "      <td>0.985579</td>\n",
       "      <td>0.996335</td>\n",
       "      <td>0.853879</td>\n",
       "      <td>0.985995</td>\n",
       "      <td>0.884191</td>\n",
       "      <td>1.363257</td>\n",
       "      <td>0.794610</td>\n",
       "      <td>1.049076</td>\n",
       "      <td>0.334771</td>\n",
       "      <td>0.791397</td>\n",
       "      <td>1.003272</td>\n",
       "      <td>0.907027</td>\n",
       "      <td>0.733194</td>\n",
       "      <td>0.993264</td>\n",
       "      <td>1.025863</td>\n",
       "      <td>1.016732</td>\n",
       "      <td>0.950115</td>\n",
       "      <td>1.174212</td>\n",
       "      <td>0.771902</td>\n",
       "      <td>1.272168</td>\n",
       "      <td>0.336448</td>\n",
       "      <td>1.932395</td>\n",
       "      <td>0.515055</td>\n",
       "      <td>0.291243</td>\n",
       "      <td>1.957355</td>\n",
       "      <td>1.020348</td>\n",
       "      <td>1.209582</td>\n",
       "      <td>0.930509</td>\n",
       "      <td>0.768473</td>\n",
       "      <td>0.325320</td>\n",
       "      <td>0.870067</td>\n",
       "      <td>0.171186</td>\n",
       "      <td>0.802546</td>\n",
       "      <td>1.026871</td>\n",
       "      <td>0.860504</td>\n",
       "      <td>1.638939</td>\n",
       "      <td>1.161628</td>\n",
       "      <td>1.054982</td>\n",
       "      <td>0.936356</td>\n",
       "      <td>0.699198</td>\n",
       "      <td>1.134129</td>\n",
       "      <td>1.056094</td>\n",
       "      <td>1.200610</td>\n",
       "      <td>0.917835</td>\n",
       "      <td>1.772614</td>\n",
       "      <td>1.240209</td>\n",
       "      <td>1.359660</td>\n",
       "      <td>0.985741</td>\n",
       "      <td>1.196599</td>\n",
       "      <td>2.376415</td>\n",
       "      <td>0.984309</td>\n",
       "      <td>0.914006</td>\n",
       "      <td>0.882419</td>\n",
       "      <td>1.376412</td>\n",
       "      <td>1.137091</td>\n",
       "      <td>0.755141</td>\n",
       "      <td>0.787131</td>\n",
       "      <td>1.155326</td>\n",
       "      <td>1.046611</td>\n",
       "      <td>1.054763</td>\n",
       "      <td>1.783531</td>\n",
       "      <td>0.770417</td>\n",
       "      <td>0.891620</td>\n",
       "      <td>0.571094</td>\n",
       "      <td>1.042764</td>\n",
       "      <td>0.916201</td>\n",
       "      <td>0.973237</td>\n",
       "      <td>0.748718</td>\n",
       "      <td>1.109750</td>\n",
       "      <td>0.878201</td>\n",
       "      <td>1.667638</td>\n",
       "      <td>1.222129</td>\n",
       "      <td>1.008472</td>\n",
       "      <td>0.781168</td>\n",
       "      <td>1.337876</td>\n",
       "      <td>0.878307</td>\n",
       "      <td>0.978517</td>\n",
       "      <td>0.997493</td>\n",
       "      <td>...</td>\n",
       "      <td>1.030064</td>\n",
       "      <td>1.111858</td>\n",
       "      <td>0.662648</td>\n",
       "      <td>0.058267</td>\n",
       "      <td>1.014834</td>\n",
       "      <td>0.956980</td>\n",
       "      <td>1.853138</td>\n",
       "      <td>0.410554</td>\n",
       "      <td>0.994271</td>\n",
       "      <td>0.490613</td>\n",
       "      <td>3.310144</td>\n",
       "      <td>1.006655</td>\n",
       "      <td>0.595945</td>\n",
       "      <td>1.046722</td>\n",
       "      <td>0.285591</td>\n",
       "      <td>0.676871</td>\n",
       "      <td>0.770590</td>\n",
       "      <td>0.216563</td>\n",
       "      <td>0.873380</td>\n",
       "      <td>1.062899</td>\n",
       "      <td>0.582037</td>\n",
       "      <td>0.791514</td>\n",
       "      <td>0.359549</td>\n",
       "      <td>0.671983</td>\n",
       "      <td>1.013139</td>\n",
       "      <td>0.646661</td>\n",
       "      <td>1.002885</td>\n",
       "      <td>0.287626</td>\n",
       "      <td>0.334983</td>\n",
       "      <td>0.657411</td>\n",
       "      <td>0.956441</td>\n",
       "      <td>1.382889</td>\n",
       "      <td>5.221789</td>\n",
       "      <td>1.002162</td>\n",
       "      <td>0.976765</td>\n",
       "      <td>1.182890</td>\n",
       "      <td>1.000685</td>\n",
       "      <td>0.726752</td>\n",
       "      <td>0.997602</td>\n",
       "      <td>0.423556</td>\n",
       "      <td>0.297706</td>\n",
       "      <td>0.956572</td>\n",
       "      <td>1.017765</td>\n",
       "      <td>0.361518</td>\n",
       "      <td>0.975615</td>\n",
       "      <td>0.984319</td>\n",
       "      <td>1.339607</td>\n",
       "      <td>0.328432</td>\n",
       "      <td>0.978873</td>\n",
       "      <td>1.160430</td>\n",
       "      <td>1.270745</td>\n",
       "      <td>0.702943</td>\n",
       "      <td>0.999457</td>\n",
       "      <td>0.716331</td>\n",
       "      <td>1.645232</td>\n",
       "      <td>1.858631</td>\n",
       "      <td>0.467638</td>\n",
       "      <td>1.642978</td>\n",
       "      <td>0.845299</td>\n",
       "      <td>0.635652</td>\n",
       "      <td>0.989869</td>\n",
       "      <td>0.753862</td>\n",
       "      <td>1.011513</td>\n",
       "      <td>0.962036</td>\n",
       "      <td>0.949513</td>\n",
       "      <td>2.396748</td>\n",
       "      <td>0.213364</td>\n",
       "      <td>0.994905</td>\n",
       "      <td>1.245224</td>\n",
       "      <td>0.707155</td>\n",
       "      <td>1.022462</td>\n",
       "      <td>1.115858</td>\n",
       "      <td>1.023258</td>\n",
       "      <td>0.782362</td>\n",
       "      <td>0.787242</td>\n",
       "      <td>0.498829</td>\n",
       "      <td>0.052159</td>\n",
       "      <td>1.725756</td>\n",
       "      <td>0.610755</td>\n",
       "      <td>0.860259</td>\n",
       "      <td>0.750734</td>\n",
       "      <td>0.509069</td>\n",
       "      <td>1.418470</td>\n",
       "      <td>1.594174</td>\n",
       "      <td>0.942591</td>\n",
       "      <td>0.343925</td>\n",
       "      <td>0.907863</td>\n",
       "      <td>1.123352</td>\n",
       "      <td>1.052340</td>\n",
       "      <td>1.132403</td>\n",
       "      <td>0.984550</td>\n",
       "      <td>0.993674</td>\n",
       "      <td>0.795302</td>\n",
       "      <td>1.132065</td>\n",
       "      <td>2.370099</td>\n",
       "      <td>1.230591</td>\n",
       "      <td>1.374512</td>\n",
       "      <td>0.991031</td>\n",
       "      <td>0.994443</td>\n",
       "      <td>0.943314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3301</th>\n",
       "      <td>HX460562</td>\n",
       "      <td>A641BO324-003</td>\n",
       "      <td>28</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.967099</td>\n",
       "      <td>1.137992</td>\n",
       "      <td>1.731506</td>\n",
       "      <td>0.676390</td>\n",
       "      <td>0.804149</td>\n",
       "      <td>1.313167</td>\n",
       "      <td>1.003930</td>\n",
       "      <td>0.842896</td>\n",
       "      <td>1.034660</td>\n",
       "      <td>4.892710</td>\n",
       "      <td>1.349325</td>\n",
       "      <td>0.590254</td>\n",
       "      <td>0.773872</td>\n",
       "      <td>0.660153</td>\n",
       "      <td>0.810674</td>\n",
       "      <td>2.134438</td>\n",
       "      <td>1.411470</td>\n",
       "      <td>0.812872</td>\n",
       "      <td>1.117198</td>\n",
       "      <td>1.053634</td>\n",
       "      <td>0.901961</td>\n",
       "      <td>1.180933</td>\n",
       "      <td>0.808491</td>\n",
       "      <td>1.213340</td>\n",
       "      <td>1.191766</td>\n",
       "      <td>0.476361</td>\n",
       "      <td>1.417045</td>\n",
       "      <td>1.003818</td>\n",
       "      <td>1.226775</td>\n",
       "      <td>0.916593</td>\n",
       "      <td>1.060786</td>\n",
       "      <td>0.516050</td>\n",
       "      <td>0.989456</td>\n",
       "      <td>0.908439</td>\n",
       "      <td>0.746589</td>\n",
       "      <td>0.851187</td>\n",
       "      <td>0.934748</td>\n",
       "      <td>0.951570</td>\n",
       "      <td>1.020632</td>\n",
       "      <td>1.925098</td>\n",
       "      <td>1.664708</td>\n",
       "      <td>1.167862</td>\n",
       "      <td>0.997056</td>\n",
       "      <td>0.777275</td>\n",
       "      <td>1.137106</td>\n",
       "      <td>0.874898</td>\n",
       "      <td>0.750916</td>\n",
       "      <td>0.996140</td>\n",
       "      <td>4.855933</td>\n",
       "      <td>0.852488</td>\n",
       "      <td>0.978802</td>\n",
       "      <td>0.648442</td>\n",
       "      <td>0.942340</td>\n",
       "      <td>0.971184</td>\n",
       "      <td>0.907819</td>\n",
       "      <td>1.058649</td>\n",
       "      <td>0.820754</td>\n",
       "      <td>1.094881</td>\n",
       "      <td>1.328300</td>\n",
       "      <td>0.854746</td>\n",
       "      <td>1.141695</td>\n",
       "      <td>0.873659</td>\n",
       "      <td>1.340750</td>\n",
       "      <td>0.840141</td>\n",
       "      <td>1.075907</td>\n",
       "      <td>1.168893</td>\n",
       "      <td>1.007298</td>\n",
       "      <td>1.162655</td>\n",
       "      <td>0.858106</td>\n",
       "      <td>1.023615</td>\n",
       "      <td>0.722871</td>\n",
       "      <td>0.992184</td>\n",
       "      <td>0.698737</td>\n",
       "      <td>0.675141</td>\n",
       "      <td>1.071068</td>\n",
       "      <td>2.123250</td>\n",
       "      <td>1.123728</td>\n",
       "      <td>0.843348</td>\n",
       "      <td>0.835169</td>\n",
       "      <td>1.028974</td>\n",
       "      <td>1.364395</td>\n",
       "      <td>1.044989</td>\n",
       "      <td>1.059805</td>\n",
       "      <td>1.549351</td>\n",
       "      <td>1.096307</td>\n",
       "      <td>1.214988</td>\n",
       "      <td>1.188926</td>\n",
       "      <td>1.696757</td>\n",
       "      <td>1.419263</td>\n",
       "      <td>0.856461</td>\n",
       "      <td>1.325343</td>\n",
       "      <td>1.686169</td>\n",
       "      <td>0.814738</td>\n",
       "      <td>1.152513</td>\n",
       "      <td>1.313716</td>\n",
       "      <td>...</td>\n",
       "      <td>0.616419</td>\n",
       "      <td>1.537503</td>\n",
       "      <td>0.868539</td>\n",
       "      <td>1.962861</td>\n",
       "      <td>0.868305</td>\n",
       "      <td>0.956980</td>\n",
       "      <td>0.302774</td>\n",
       "      <td>0.748818</td>\n",
       "      <td>1.311752</td>\n",
       "      <td>0.812088</td>\n",
       "      <td>0.899447</td>\n",
       "      <td>2.316296</td>\n",
       "      <td>1.372724</td>\n",
       "      <td>0.896752</td>\n",
       "      <td>0.787117</td>\n",
       "      <td>1.019233</td>\n",
       "      <td>0.373941</td>\n",
       "      <td>1.209983</td>\n",
       "      <td>0.977469</td>\n",
       "      <td>1.062899</td>\n",
       "      <td>1.005088</td>\n",
       "      <td>1.002886</td>\n",
       "      <td>0.879710</td>\n",
       "      <td>1.311278</td>\n",
       "      <td>0.697377</td>\n",
       "      <td>0.423724</td>\n",
       "      <td>0.657753</td>\n",
       "      <td>0.989485</td>\n",
       "      <td>0.710309</td>\n",
       "      <td>4.851325</td>\n",
       "      <td>0.813197</td>\n",
       "      <td>0.569748</td>\n",
       "      <td>1.016647</td>\n",
       "      <td>1.002162</td>\n",
       "      <td>0.976765</td>\n",
       "      <td>0.830176</td>\n",
       "      <td>1.123124</td>\n",
       "      <td>1.242655</td>\n",
       "      <td>0.295063</td>\n",
       "      <td>0.595950</td>\n",
       "      <td>1.066278</td>\n",
       "      <td>0.993381</td>\n",
       "      <td>1.017765</td>\n",
       "      <td>0.670436</td>\n",
       "      <td>0.311704</td>\n",
       "      <td>0.564371</td>\n",
       "      <td>1.172605</td>\n",
       "      <td>0.884355</td>\n",
       "      <td>1.493247</td>\n",
       "      <td>0.837906</td>\n",
       "      <td>0.669872</td>\n",
       "      <td>1.194474</td>\n",
       "      <td>0.674922</td>\n",
       "      <td>0.683711</td>\n",
       "      <td>0.556303</td>\n",
       "      <td>0.992172</td>\n",
       "      <td>4.747186</td>\n",
       "      <td>1.100764</td>\n",
       "      <td>1.183830</td>\n",
       "      <td>0.994050</td>\n",
       "      <td>0.989869</td>\n",
       "      <td>0.990924</td>\n",
       "      <td>0.364934</td>\n",
       "      <td>0.490303</td>\n",
       "      <td>1.178855</td>\n",
       "      <td>0.982204</td>\n",
       "      <td>0.833629</td>\n",
       "      <td>0.931017</td>\n",
       "      <td>0.736767</td>\n",
       "      <td>1.297460</td>\n",
       "      <td>1.022462</td>\n",
       "      <td>0.696111</td>\n",
       "      <td>1.109097</td>\n",
       "      <td>1.488904</td>\n",
       "      <td>0.848086</td>\n",
       "      <td>0.388493</td>\n",
       "      <td>0.361643</td>\n",
       "      <td>0.996804</td>\n",
       "      <td>0.628152</td>\n",
       "      <td>0.650280</td>\n",
       "      <td>0.735295</td>\n",
       "      <td>1.149918</td>\n",
       "      <td>1.052895</td>\n",
       "      <td>1.036297</td>\n",
       "      <td>0.871674</td>\n",
       "      <td>0.818190</td>\n",
       "      <td>0.675211</td>\n",
       "      <td>1.529002</td>\n",
       "      <td>1.111636</td>\n",
       "      <td>0.592653</td>\n",
       "      <td>0.771967</td>\n",
       "      <td>0.344492</td>\n",
       "      <td>1.196898</td>\n",
       "      <td>0.637983</td>\n",
       "      <td>1.280635</td>\n",
       "      <td>0.681650</td>\n",
       "      <td>1.256991</td>\n",
       "      <td>0.947308</td>\n",
       "      <td>1.123345</td>\n",
       "      <td>0.854447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3302</th>\n",
       "      <td>HX794171</td>\n",
       "      <td>A229BM682-002</td>\n",
       "      <td>56</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.847237</td>\n",
       "      <td>0.739835</td>\n",
       "      <td>0.660610</td>\n",
       "      <td>0.742720</td>\n",
       "      <td>0.983976</td>\n",
       "      <td>1.022540</td>\n",
       "      <td>0.992670</td>\n",
       "      <td>0.892882</td>\n",
       "      <td>0.556806</td>\n",
       "      <td>1.020689</td>\n",
       "      <td>1.271883</td>\n",
       "      <td>0.908899</td>\n",
       "      <td>0.562607</td>\n",
       "      <td>1.606326</td>\n",
       "      <td>1.081211</td>\n",
       "      <td>0.566162</td>\n",
       "      <td>0.842122</td>\n",
       "      <td>0.921913</td>\n",
       "      <td>1.014110</td>\n",
       "      <td>0.813691</td>\n",
       "      <td>0.263425</td>\n",
       "      <td>0.852257</td>\n",
       "      <td>0.999842</td>\n",
       "      <td>0.644714</td>\n",
       "      <td>0.737477</td>\n",
       "      <td>1.012418</td>\n",
       "      <td>1.666856</td>\n",
       "      <td>1.175950</td>\n",
       "      <td>1.213544</td>\n",
       "      <td>1.147164</td>\n",
       "      <td>0.697014</td>\n",
       "      <td>3.227658</td>\n",
       "      <td>1.022125</td>\n",
       "      <td>0.764084</td>\n",
       "      <td>1.008475</td>\n",
       "      <td>1.134923</td>\n",
       "      <td>1.501059</td>\n",
       "      <td>0.681087</td>\n",
       "      <td>0.421655</td>\n",
       "      <td>0.494839</td>\n",
       "      <td>0.825173</td>\n",
       "      <td>0.357887</td>\n",
       "      <td>1.017210</td>\n",
       "      <td>1.202161</td>\n",
       "      <td>1.440885</td>\n",
       "      <td>0.495096</td>\n",
       "      <td>1.136502</td>\n",
       "      <td>0.927470</td>\n",
       "      <td>0.951769</td>\n",
       "      <td>0.881206</td>\n",
       "      <td>0.866427</td>\n",
       "      <td>0.656156</td>\n",
       "      <td>1.002516</td>\n",
       "      <td>0.971184</td>\n",
       "      <td>0.777884</td>\n",
       "      <td>1.104414</td>\n",
       "      <td>1.003155</td>\n",
       "      <td>0.977068</td>\n",
       "      <td>0.860101</td>\n",
       "      <td>1.037788</td>\n",
       "      <td>0.959999</td>\n",
       "      <td>1.228826</td>\n",
       "      <td>0.608739</td>\n",
       "      <td>1.139937</td>\n",
       "      <td>1.052226</td>\n",
       "      <td>1.527722</td>\n",
       "      <td>1.686543</td>\n",
       "      <td>0.870300</td>\n",
       "      <td>1.009112</td>\n",
       "      <td>1.407180</td>\n",
       "      <td>1.103513</td>\n",
       "      <td>1.003782</td>\n",
       "      <td>0.738829</td>\n",
       "      <td>0.989552</td>\n",
       "      <td>0.999600</td>\n",
       "      <td>0.085900</td>\n",
       "      <td>0.660701</td>\n",
       "      <td>1.199279</td>\n",
       "      <td>0.745457</td>\n",
       "      <td>0.896482</td>\n",
       "      <td>2.946901</td>\n",
       "      <td>0.677493</td>\n",
       "      <td>0.883825</td>\n",
       "      <td>1.034886</td>\n",
       "      <td>0.872393</td>\n",
       "      <td>1.049007</td>\n",
       "      <td>0.895331</td>\n",
       "      <td>1.978742</td>\n",
       "      <td>1.037701</td>\n",
       "      <td>0.900396</td>\n",
       "      <td>1.387039</td>\n",
       "      <td>1.029819</td>\n",
       "      <td>0.991973</td>\n",
       "      <td>0.902280</td>\n",
       "      <td>0.813330</td>\n",
       "      <td>...</td>\n",
       "      <td>2.582663</td>\n",
       "      <td>1.013498</td>\n",
       "      <td>1.830383</td>\n",
       "      <td>0.509426</td>\n",
       "      <td>1.916733</td>\n",
       "      <td>0.960253</td>\n",
       "      <td>2.362014</td>\n",
       "      <td>0.674068</td>\n",
       "      <td>1.132728</td>\n",
       "      <td>0.916876</td>\n",
       "      <td>1.392433</td>\n",
       "      <td>1.006655</td>\n",
       "      <td>1.411063</td>\n",
       "      <td>1.303827</td>\n",
       "      <td>0.297318</td>\n",
       "      <td>0.903516</td>\n",
       "      <td>0.141576</td>\n",
       "      <td>2.294990</td>\n",
       "      <td>2.063530</td>\n",
       "      <td>0.330872</td>\n",
       "      <td>0.862191</td>\n",
       "      <td>1.002886</td>\n",
       "      <td>3.297034</td>\n",
       "      <td>1.525793</td>\n",
       "      <td>1.013139</td>\n",
       "      <td>0.690899</td>\n",
       "      <td>1.389069</td>\n",
       "      <td>1.153200</td>\n",
       "      <td>1.930300</td>\n",
       "      <td>12.494666</td>\n",
       "      <td>1.246260</td>\n",
       "      <td>1.229625</td>\n",
       "      <td>1.016647</td>\n",
       "      <td>0.743217</td>\n",
       "      <td>0.648438</td>\n",
       "      <td>1.656908</td>\n",
       "      <td>1.629688</td>\n",
       "      <td>0.885974</td>\n",
       "      <td>0.727675</td>\n",
       "      <td>0.870340</td>\n",
       "      <td>0.365335</td>\n",
       "      <td>1.432755</td>\n",
       "      <td>0.658996</td>\n",
       "      <td>0.908713</td>\n",
       "      <td>0.442705</td>\n",
       "      <td>0.806280</td>\n",
       "      <td>2.874496</td>\n",
       "      <td>1.281355</td>\n",
       "      <td>0.914997</td>\n",
       "      <td>1.361995</td>\n",
       "      <td>1.826027</td>\n",
       "      <td>0.831349</td>\n",
       "      <td>0.999457</td>\n",
       "      <td>0.808922</td>\n",
       "      <td>1.878353</td>\n",
       "      <td>1.674086</td>\n",
       "      <td>1.619529</td>\n",
       "      <td>2.006647</td>\n",
       "      <td>0.887967</td>\n",
       "      <td>1.747914</td>\n",
       "      <td>1.013042</td>\n",
       "      <td>1.235154</td>\n",
       "      <td>1.497222</td>\n",
       "      <td>0.962036</td>\n",
       "      <td>0.833656</td>\n",
       "      <td>0.574115</td>\n",
       "      <td>0.486881</td>\n",
       "      <td>0.994905</td>\n",
       "      <td>0.941280</td>\n",
       "      <td>1.394025</td>\n",
       "      <td>1.022462</td>\n",
       "      <td>1.301059</td>\n",
       "      <td>1.294317</td>\n",
       "      <td>1.412740</td>\n",
       "      <td>0.541051</td>\n",
       "      <td>0.586660</td>\n",
       "      <td>1.251593</td>\n",
       "      <td>1.924372</td>\n",
       "      <td>1.005923</td>\n",
       "      <td>0.864534</td>\n",
       "      <td>1.174404</td>\n",
       "      <td>1.832098</td>\n",
       "      <td>1.392178</td>\n",
       "      <td>1.514256</td>\n",
       "      <td>0.633108</td>\n",
       "      <td>1.216083</td>\n",
       "      <td>1.037989</td>\n",
       "      <td>1.563296</td>\n",
       "      <td>1.632232</td>\n",
       "      <td>0.988642</td>\n",
       "      <td>1.097448</td>\n",
       "      <td>0.833378</td>\n",
       "      <td>1.126640</td>\n",
       "      <td>1.006747</td>\n",
       "      <td>1.296063</td>\n",
       "      <td>0.994490</td>\n",
       "      <td>1.285084</td>\n",
       "      <td>0.935738</td>\n",
       "      <td>0.994443</td>\n",
       "      <td>1.124675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3303</th>\n",
       "      <td>INEW</td>\n",
       "      <td>A750AX220-002</td>\n",
       "      <td>149</td>\n",
       "      <td>106.0</td>\n",
       "      <td>142</td>\n",
       "      <td>1.002426</td>\n",
       "      <td>2.187877</td>\n",
       "      <td>1.635473</td>\n",
       "      <td>0.793053</td>\n",
       "      <td>0.826271</td>\n",
       "      <td>2.112935</td>\n",
       "      <td>1.446977</td>\n",
       "      <td>1.236833</td>\n",
       "      <td>2.500101</td>\n",
       "      <td>4.786991</td>\n",
       "      <td>0.888386</td>\n",
       "      <td>2.051927</td>\n",
       "      <td>0.436781</td>\n",
       "      <td>0.904626</td>\n",
       "      <td>1.013039</td>\n",
       "      <td>1.232329</td>\n",
       "      <td>3.505438</td>\n",
       "      <td>0.811308</td>\n",
       "      <td>0.900621</td>\n",
       "      <td>1.412596</td>\n",
       "      <td>1.981013</td>\n",
       "      <td>0.720299</td>\n",
       "      <td>1.135925</td>\n",
       "      <td>0.876337</td>\n",
       "      <td>1.276568</td>\n",
       "      <td>2.785307</td>\n",
       "      <td>1.378173</td>\n",
       "      <td>1.118191</td>\n",
       "      <td>1.891294</td>\n",
       "      <td>0.526987</td>\n",
       "      <td>1.658525</td>\n",
       "      <td>0.561925</td>\n",
       "      <td>1.233850</td>\n",
       "      <td>1.435658</td>\n",
       "      <td>1.123733</td>\n",
       "      <td>1.145211</td>\n",
       "      <td>0.714259</td>\n",
       "      <td>1.354412</td>\n",
       "      <td>3.973211</td>\n",
       "      <td>0.817582</td>\n",
       "      <td>1.382921</td>\n",
       "      <td>4.777693</td>\n",
       "      <td>1.573242</td>\n",
       "      <td>1.118794</td>\n",
       "      <td>0.786007</td>\n",
       "      <td>0.885228</td>\n",
       "      <td>0.919234</td>\n",
       "      <td>0.843833</td>\n",
       "      <td>2.441447</td>\n",
       "      <td>0.984592</td>\n",
       "      <td>0.993432</td>\n",
       "      <td>1.569950</td>\n",
       "      <td>0.808409</td>\n",
       "      <td>1.858431</td>\n",
       "      <td>1.474923</td>\n",
       "      <td>1.203146</td>\n",
       "      <td>0.937171</td>\n",
       "      <td>1.174463</td>\n",
       "      <td>0.993878</td>\n",
       "      <td>1.331893</td>\n",
       "      <td>1.048720</td>\n",
       "      <td>0.986489</td>\n",
       "      <td>1.975936</td>\n",
       "      <td>0.801913</td>\n",
       "      <td>1.034652</td>\n",
       "      <td>1.108172</td>\n",
       "      <td>1.169664</td>\n",
       "      <td>1.130142</td>\n",
       "      <td>0.920667</td>\n",
       "      <td>1.152048</td>\n",
       "      <td>1.423575</td>\n",
       "      <td>1.335704</td>\n",
       "      <td>1.281314</td>\n",
       "      <td>0.302595</td>\n",
       "      <td>0.736015</td>\n",
       "      <td>1.973289</td>\n",
       "      <td>1.157142</td>\n",
       "      <td>1.022229</td>\n",
       "      <td>1.375249</td>\n",
       "      <td>1.013729</td>\n",
       "      <td>0.506573</td>\n",
       "      <td>1.171922</td>\n",
       "      <td>0.883873</td>\n",
       "      <td>1.013466</td>\n",
       "      <td>1.122071</td>\n",
       "      <td>1.359226</td>\n",
       "      <td>0.964647</td>\n",
       "      <td>0.564049</td>\n",
       "      <td>1.016824</td>\n",
       "      <td>0.824540</td>\n",
       "      <td>1.043635</td>\n",
       "      <td>0.821326</td>\n",
       "      <td>0.588487</td>\n",
       "      <td>1.105307</td>\n",
       "      <td>0.955032</td>\n",
       "      <td>...</td>\n",
       "      <td>0.913499</td>\n",
       "      <td>0.519149</td>\n",
       "      <td>0.414552</td>\n",
       "      <td>3.720817</td>\n",
       "      <td>0.658342</td>\n",
       "      <td>1.114813</td>\n",
       "      <td>0.280612</td>\n",
       "      <td>2.038145</td>\n",
       "      <td>1.546206</td>\n",
       "      <td>0.907311</td>\n",
       "      <td>1.458233</td>\n",
       "      <td>0.085822</td>\n",
       "      <td>1.009130</td>\n",
       "      <td>1.118734</td>\n",
       "      <td>2.487615</td>\n",
       "      <td>0.376692</td>\n",
       "      <td>3.337197</td>\n",
       "      <td>1.027951</td>\n",
       "      <td>0.517654</td>\n",
       "      <td>2.432184</td>\n",
       "      <td>0.751093</td>\n",
       "      <td>0.917748</td>\n",
       "      <td>0.582558</td>\n",
       "      <td>0.741585</td>\n",
       "      <td>0.545501</td>\n",
       "      <td>1.630514</td>\n",
       "      <td>0.694774</td>\n",
       "      <td>1.104264</td>\n",
       "      <td>0.665797</td>\n",
       "      <td>0.241260</td>\n",
       "      <td>0.983612</td>\n",
       "      <td>1.566991</td>\n",
       "      <td>0.174873</td>\n",
       "      <td>0.153320</td>\n",
       "      <td>0.816234</td>\n",
       "      <td>0.971794</td>\n",
       "      <td>1.259316</td>\n",
       "      <td>2.006549</td>\n",
       "      <td>0.775108</td>\n",
       "      <td>1.270336</td>\n",
       "      <td>1.008525</td>\n",
       "      <td>1.332353</td>\n",
       "      <td>1.483697</td>\n",
       "      <td>0.738098</td>\n",
       "      <td>1.596064</td>\n",
       "      <td>0.620371</td>\n",
       "      <td>0.836804</td>\n",
       "      <td>0.476419</td>\n",
       "      <td>3.334104</td>\n",
       "      <td>0.757069</td>\n",
       "      <td>1.102936</td>\n",
       "      <td>1.397552</td>\n",
       "      <td>0.806825</td>\n",
       "      <td>0.682566</td>\n",
       "      <td>0.797098</td>\n",
       "      <td>0.984870</td>\n",
       "      <td>0.678347</td>\n",
       "      <td>1.140204</td>\n",
       "      <td>0.915967</td>\n",
       "      <td>1.355472</td>\n",
       "      <td>0.972091</td>\n",
       "      <td>1.547769</td>\n",
       "      <td>0.677287</td>\n",
       "      <td>0.958792</td>\n",
       "      <td>1.087288</td>\n",
       "      <td>0.964500</td>\n",
       "      <td>1.401698</td>\n",
       "      <td>1.404048</td>\n",
       "      <td>1.248806</td>\n",
       "      <td>0.769752</td>\n",
       "      <td>0.997274</td>\n",
       "      <td>1.339972</td>\n",
       "      <td>2.100294</td>\n",
       "      <td>1.047901</td>\n",
       "      <td>0.893002</td>\n",
       "      <td>2.616666</td>\n",
       "      <td>0.064125</td>\n",
       "      <td>0.936390</td>\n",
       "      <td>1.492462</td>\n",
       "      <td>0.885103</td>\n",
       "      <td>0.992495</td>\n",
       "      <td>1.005075</td>\n",
       "      <td>0.548039</td>\n",
       "      <td>0.909615</td>\n",
       "      <td>0.567963</td>\n",
       "      <td>1.305335</td>\n",
       "      <td>1.063255</td>\n",
       "      <td>0.798746</td>\n",
       "      <td>0.531192</td>\n",
       "      <td>1.911078</td>\n",
       "      <td>1.535510</td>\n",
       "      <td>1.963208</td>\n",
       "      <td>0.459620</td>\n",
       "      <td>0.639348</td>\n",
       "      <td>0.670493</td>\n",
       "      <td>0.970384</td>\n",
       "      <td>1.066472</td>\n",
       "      <td>1.161242</td>\n",
       "      <td>0.629977</td>\n",
       "      <td>0.629693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3304</th>\n",
       "      <td>MUMA</td>\n",
       "      <td>A803AW467-002</td>\n",
       "      <td>120</td>\n",
       "      <td>75.0</td>\n",
       "      <td>-21</td>\n",
       "      <td>0.812045</td>\n",
       "      <td>0.971784</td>\n",
       "      <td>1.474707</td>\n",
       "      <td>0.394527</td>\n",
       "      <td>2.734523</td>\n",
       "      <td>1.366411</td>\n",
       "      <td>1.256579</td>\n",
       "      <td>1.211834</td>\n",
       "      <td>2.588349</td>\n",
       "      <td>0.290345</td>\n",
       "      <td>0.800763</td>\n",
       "      <td>1.896884</td>\n",
       "      <td>0.420819</td>\n",
       "      <td>1.101575</td>\n",
       "      <td>1.203452</td>\n",
       "      <td>0.972805</td>\n",
       "      <td>0.996129</td>\n",
       "      <td>1.776075</td>\n",
       "      <td>0.957674</td>\n",
       "      <td>1.661142</td>\n",
       "      <td>1.013503</td>\n",
       "      <td>0.979852</td>\n",
       "      <td>1.401971</td>\n",
       "      <td>0.593606</td>\n",
       "      <td>1.491250</td>\n",
       "      <td>0.817900</td>\n",
       "      <td>1.015779</td>\n",
       "      <td>1.075762</td>\n",
       "      <td>1.527554</td>\n",
       "      <td>1.353739</td>\n",
       "      <td>4.574820</td>\n",
       "      <td>0.703992</td>\n",
       "      <td>0.717354</td>\n",
       "      <td>0.798721</td>\n",
       "      <td>1.008913</td>\n",
       "      <td>1.001739</td>\n",
       "      <td>1.699296</td>\n",
       "      <td>1.226585</td>\n",
       "      <td>4.290239</td>\n",
       "      <td>0.983395</td>\n",
       "      <td>0.836835</td>\n",
       "      <td>3.127522</td>\n",
       "      <td>1.579068</td>\n",
       "      <td>1.233380</td>\n",
       "      <td>0.751403</td>\n",
       "      <td>0.621940</td>\n",
       "      <td>0.838507</td>\n",
       "      <td>0.929571</td>\n",
       "      <td>0.632013</td>\n",
       "      <td>1.355414</td>\n",
       "      <td>1.066341</td>\n",
       "      <td>1.429977</td>\n",
       "      <td>1.793588</td>\n",
       "      <td>1.191335</td>\n",
       "      <td>0.675124</td>\n",
       "      <td>0.871975</td>\n",
       "      <td>1.070113</td>\n",
       "      <td>0.944451</td>\n",
       "      <td>1.263848</td>\n",
       "      <td>1.694460</td>\n",
       "      <td>1.042292</td>\n",
       "      <td>1.645111</td>\n",
       "      <td>1.249238</td>\n",
       "      <td>1.479769</td>\n",
       "      <td>1.789837</td>\n",
       "      <td>1.425951</td>\n",
       "      <td>1.411382</td>\n",
       "      <td>1.008124</td>\n",
       "      <td>0.848139</td>\n",
       "      <td>1.002259</td>\n",
       "      <td>2.354118</td>\n",
       "      <td>1.667581</td>\n",
       "      <td>1.571381</td>\n",
       "      <td>0.403252</td>\n",
       "      <td>1.034424</td>\n",
       "      <td>1.570735</td>\n",
       "      <td>1.190277</td>\n",
       "      <td>1.687464</td>\n",
       "      <td>1.020580</td>\n",
       "      <td>1.466466</td>\n",
       "      <td>0.987289</td>\n",
       "      <td>1.807497</td>\n",
       "      <td>1.025085</td>\n",
       "      <td>1.381630</td>\n",
       "      <td>1.092732</td>\n",
       "      <td>0.953069</td>\n",
       "      <td>1.008946</td>\n",
       "      <td>1.276483</td>\n",
       "      <td>0.892301</td>\n",
       "      <td>1.166797</td>\n",
       "      <td>1.545595</td>\n",
       "      <td>0.872112</td>\n",
       "      <td>0.946646</td>\n",
       "      <td>1.180866</td>\n",
       "      <td>1.326343</td>\n",
       "      <td>...</td>\n",
       "      <td>1.026697</td>\n",
       "      <td>1.055386</td>\n",
       "      <td>1.695362</td>\n",
       "      <td>1.256369</td>\n",
       "      <td>0.834743</td>\n",
       "      <td>1.246086</td>\n",
       "      <td>0.906043</td>\n",
       "      <td>1.091951</td>\n",
       "      <td>1.210839</td>\n",
       "      <td>0.329446</td>\n",
       "      <td>1.697404</td>\n",
       "      <td>1.006655</td>\n",
       "      <td>2.825769</td>\n",
       "      <td>0.820237</td>\n",
       "      <td>0.101744</td>\n",
       "      <td>2.995352</td>\n",
       "      <td>0.730399</td>\n",
       "      <td>3.756722</td>\n",
       "      <td>1.442784</td>\n",
       "      <td>0.296669</td>\n",
       "      <td>1.687517</td>\n",
       "      <td>1.356662</td>\n",
       "      <td>0.663809</td>\n",
       "      <td>1.410871</td>\n",
       "      <td>1.550179</td>\n",
       "      <td>0.744994</td>\n",
       "      <td>1.196607</td>\n",
       "      <td>0.834623</td>\n",
       "      <td>0.649299</td>\n",
       "      <td>6.308382</td>\n",
       "      <td>0.774029</td>\n",
       "      <td>1.574996</td>\n",
       "      <td>1.016647</td>\n",
       "      <td>1.291583</td>\n",
       "      <td>0.910045</td>\n",
       "      <td>2.178852</td>\n",
       "      <td>3.102052</td>\n",
       "      <td>1.196113</td>\n",
       "      <td>0.865558</td>\n",
       "      <td>1.622000</td>\n",
       "      <td>1.889411</td>\n",
       "      <td>1.579232</td>\n",
       "      <td>2.959397</td>\n",
       "      <td>1.108119</td>\n",
       "      <td>0.342494</td>\n",
       "      <td>0.951569</td>\n",
       "      <td>1.148422</td>\n",
       "      <td>1.777214</td>\n",
       "      <td>2.266729</td>\n",
       "      <td>1.024822</td>\n",
       "      <td>2.915288</td>\n",
       "      <td>0.757580</td>\n",
       "      <td>1.825993</td>\n",
       "      <td>1.030900</td>\n",
       "      <td>1.215036</td>\n",
       "      <td>1.196817</td>\n",
       "      <td>15.115658</td>\n",
       "      <td>1.716848</td>\n",
       "      <td>1.681500</td>\n",
       "      <td>1.184029</td>\n",
       "      <td>0.979472</td>\n",
       "      <td>1.316430</td>\n",
       "      <td>0.412629</td>\n",
       "      <td>1.046921</td>\n",
       "      <td>3.008181</td>\n",
       "      <td>0.653595</td>\n",
       "      <td>1.553132</td>\n",
       "      <td>1.060596</td>\n",
       "      <td>1.425282</td>\n",
       "      <td>1.467998</td>\n",
       "      <td>0.672767</td>\n",
       "      <td>1.243897</td>\n",
       "      <td>0.581809</td>\n",
       "      <td>0.755112</td>\n",
       "      <td>0.800765</td>\n",
       "      <td>1.001327</td>\n",
       "      <td>1.849120</td>\n",
       "      <td>1.300656</td>\n",
       "      <td>1.054691</td>\n",
       "      <td>0.887092</td>\n",
       "      <td>1.182228</td>\n",
       "      <td>1.386005</td>\n",
       "      <td>1.663122</td>\n",
       "      <td>1.405728</td>\n",
       "      <td>0.875891</td>\n",
       "      <td>1.281767</td>\n",
       "      <td>1.740169</td>\n",
       "      <td>0.788257</td>\n",
       "      <td>0.618453</td>\n",
       "      <td>1.160964</td>\n",
       "      <td>0.826441</td>\n",
       "      <td>0.653824</td>\n",
       "      <td>1.558568</td>\n",
       "      <td>0.648828</td>\n",
       "      <td>1.013851</td>\n",
       "      <td>1.661437</td>\n",
       "      <td>1.750988</td>\n",
       "      <td>2.291573</td>\n",
       "      <td>1.062574</td>\n",
       "      <td>0.738989</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3305 rows × 957 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id      sample_id  days_in_program  days_since_first_call  days_since_first_draw        35        50        55        62        93        98       111       112       132        136       158       171       179       180       181       182       189       192       194       197       209       212       229       231       234       235       240       241       244       250       252        254       266       267       273       275       278       279       297       302       310       313       327       330       331       338       339       340       342       344       355       356       358       361       363       376       391       397       407       409       415       424       432       439       444       445       452       460       461       480       482       491       498       501       503       504       512       519       533       535       537       561       563       564       565       566       572       796       798  \\\n",
       "0            01000261  A477AV558-002               65                   -9.0                      0  0.972222  2.568898  1.155771  0.824435  0.947589  0.772955  0.716831  1.193115  5.372793  24.532961  1.289964  1.135706  0.815813  0.710183  0.986860  0.603223  1.421159  1.128161  1.186826  1.186918  2.183882  1.129249  0.920111  1.374374  1.891255  0.819227  1.204927  1.203517  1.017136  0.921926  1.530622   0.389302  1.364602  1.437235  1.702655  0.954904  2.320103  0.708487  4.268696  2.899063  0.816147  3.386740  1.340840  1.101887  0.785114  0.943850  0.875629  1.076899  1.014633  1.051367  1.239469  2.139945  1.987275  3.027573  1.165933  1.031538  1.053787  1.165150  1.364448  1.219670  1.115540  0.832081  1.370398  0.920689  1.555217  1.408812  0.800073  1.035181  0.934017  1.245427  1.512853  0.992184  1.512646  4.848959  1.096566  2.289297  1.570808  1.039696  0.889427  0.980195  1.237122  0.948468  1.329892  1.461135  1.029702  1.077272  0.924483  0.496321  1.188124   \n",
       "2            01001621  A776BI445-003               11                  -31.0                      0  2.540378  0.568236  1.328050  0.977196  1.366908  0.967574  1.957150  0.928533  0.456719   1.732912  1.103766  0.893238  0.985511  0.995848  1.504583  0.851745  1.003719  0.802254  1.359346  0.408849  1.213243  1.080032  0.844420  1.254205  0.603340  1.733442  1.165452  1.508164  1.460673  0.553575  1.147789   1.155400  0.980912  1.052493  0.971487  1.134848  0.474432  1.844409  0.664441  0.983395  1.074128  0.661147  0.387048  1.958801  0.443924  1.060663  7.146501  1.029642  0.933483  1.562872  0.792702  0.905864  0.981730  0.806218  1.049168  1.026207  1.420774  0.874352  0.797111  1.097956  0.981784  0.825712  0.795934  0.978952  0.829953  0.759106  0.824048  0.923527  0.800240  1.007761  0.730528  0.992184  0.801623  1.313013  1.041510  1.007206  1.223909  0.999185  1.408982  1.004989  1.644271  0.470435  0.895372  1.240656  0.941802  0.987731  1.066805  0.987838  1.213568   \n",
       "1            01001621  A391BM948-002              265                  223.0                    254  1.819302  0.704097  0.619724  1.014908  1.334809  1.341022  0.971382  0.983297  0.437747   0.597480  0.981717  0.373895  2.085763  0.567837  0.650733  0.983639  1.036290  0.888782  1.192718  0.666124  1.047442  1.219334  0.663285  1.661423  0.694435  2.090090  1.321783  0.546186  0.927013  0.484962  1.264994   0.683409  0.999556  1.063370  0.955280  1.053888  0.834389  0.813427  0.566890  1.378451  1.030161  0.557247  0.666880  1.359100  1.121047  1.189167  2.339233  1.287490  0.819302  1.526069  0.914017  0.778223  1.437623  0.681799  0.851270  0.929102  1.152256  0.817847  0.871570  1.169466  0.909120  0.644457  1.023283  1.009925  1.015428  0.987975  0.379701  0.962439  1.500350  1.197596  0.760786  0.992184  0.820892  0.538089  0.999284  0.765463  1.128796  0.533141  1.162388  0.894506  1.426137  0.529222  1.009188  1.318555  0.915440  0.804123  0.996878  0.693355  0.999136   \n",
       "3            01002183  A595AV320-002               13                   -1.0                      0  0.528804  2.260729  0.425073  2.299795  0.850577  1.737810  0.992670  2.335956  3.769524   3.896395  1.051881  1.459102  1.823657  2.978882  2.421741  1.466470  1.207379  1.758998  1.133902  1.520067  1.886599  1.093981  1.201631  0.740414  1.339688  0.990273  0.979290  0.319515  1.098019  1.325594  1.753197  32.210346  1.100406  1.230342  0.895924  1.038174  1.514974  2.536602  2.710388  0.470894  3.014329  2.526205  1.165994  1.322621  0.462182  0.870719  1.617798  0.998268  1.873371  0.925059  0.775723  1.065127  2.299804  3.634989  1.590725  0.803890  1.125505  0.784719  0.929209  1.258474  0.828234  2.270925  1.441238  2.466381  1.180070  1.721624  5.867892  0.814355  1.072046  0.979631  1.208090  1.548912  1.124846  1.943683  0.936875  0.464060  1.677937  3.414667  1.381473  1.047617  1.146355  0.802923  0.934881  0.955544  0.658789  0.866354  0.930874  2.272248  1.548701   \n",
       "4            01002412  A294AU415-002               13                   -6.0                      0  0.863152  0.535317  1.008430  1.300685  0.877139  0.772371  1.052063  1.128991  1.276539   0.338884  0.912151  1.371908  0.993805  1.363787  1.691931  1.149111  1.695642  1.353985  0.946088  0.739603  0.837236  1.219042  1.627303  0.896095  1.232910  0.635565  0.824078  1.354499  0.696302  0.850491  0.116368   1.331680  1.330306  1.336548  1.707707  0.970455  2.454634  1.285158  2.004822  0.874492  0.463814  1.506055  1.412419  1.478072  0.644207  1.102536  0.699082  0.762516  0.667225  0.665948  1.119785  1.968280  0.740929  2.525954  0.973392  0.893094  0.902797  0.961872  1.004920  1.253473  0.809371  1.442111  0.966668  1.253539  0.962945  0.987827  2.745546  0.932228  1.008731  0.748856  2.432967  0.331273  1.425743  2.298414  0.827643  0.052189  0.981442  1.920976  1.034740  1.116247  1.259668  0.695022  0.832403  0.809243  0.921793  0.870250  1.016423  1.322008  1.365583   \n",
       "...               ...            ...              ...                    ...                    ...       ...       ...       ...       ...       ...       ...       ...       ...       ...        ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...        ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...       ...   \n",
       "3300         HX409129  A581BK409-002                5                    2.0                      0  0.293945  1.169026  2.116840  0.888013  0.983976  0.685195  2.681062  0.842799  1.212464   0.191386  0.924692  1.498795  0.775644  1.463832  1.410570  0.741907  0.754003  0.985579  0.996335  0.853879  0.985995  0.884191  1.363257  0.794610  1.049076  0.334771  0.791397  1.003272  0.907027  0.733194  0.993264   1.025863  1.016732  0.950115  1.174212  0.771902  1.272168  0.336448  1.932395  0.515055  0.291243  1.957355  1.020348  1.209582  0.930509  0.768473  0.325320  0.870067  0.171186  0.802546  1.026871  0.860504  1.638939  1.161628  1.054982  0.936356  0.699198  1.134129  1.056094  1.200610  0.917835  1.772614  1.240209  1.359660  0.985741  1.196599  2.376415  0.984309  0.914006  0.882419  1.376412  1.137091  0.755141  0.787131  1.155326  1.046611  1.054763  1.783531  0.770417  0.891620  0.571094  1.042764  0.916201  0.973237  0.748718  1.109750  0.878201  1.667638  1.222129   \n",
       "3301         HX460562  A641BO324-003               28                    7.0                      0  0.967099  1.137992  1.731506  0.676390  0.804149  1.313167  1.003930  0.842896  1.034660   4.892710  1.349325  0.590254  0.773872  0.660153  0.810674  2.134438  1.411470  0.812872  1.117198  1.053634  0.901961  1.180933  0.808491  1.213340  1.191766  0.476361  1.417045  1.003818  1.226775  0.916593  1.060786   0.516050  0.989456  0.908439  0.746589  0.851187  0.934748  0.951570  1.020632  1.925098  1.664708  1.167862  0.997056  0.777275  1.137106  0.874898  0.750916  0.996140  4.855933  0.852488  0.978802  0.648442  0.942340  0.971184  0.907819  1.058649  0.820754  1.094881  1.328300  0.854746  1.141695  0.873659  1.340750  0.840141  1.075907  1.168893  1.007298  1.162655  0.858106  1.023615  0.722871  0.992184  0.698737  0.675141  1.071068  2.123250  1.123728  0.843348  0.835169  1.028974  1.364395  1.044989  1.059805  1.549351  1.096307  1.214988  1.188926  1.696757  1.419263   \n",
       "3302         HX794171  A229BM682-002               56                  -17.0                      0  0.847237  0.739835  0.660610  0.742720  0.983976  1.022540  0.992670  0.892882  0.556806   1.020689  1.271883  0.908899  0.562607  1.606326  1.081211  0.566162  0.842122  0.921913  1.014110  0.813691  0.263425  0.852257  0.999842  0.644714  0.737477  1.012418  1.666856  1.175950  1.213544  1.147164  0.697014   3.227658  1.022125  0.764084  1.008475  1.134923  1.501059  0.681087  0.421655  0.494839  0.825173  0.357887  1.017210  1.202161  1.440885  0.495096  1.136502  0.927470  0.951769  0.881206  0.866427  0.656156  1.002516  0.971184  0.777884  1.104414  1.003155  0.977068  0.860101  1.037788  0.959999  1.228826  0.608739  1.139937  1.052226  1.527722  1.686543  0.870300  1.009112  1.407180  1.103513  1.003782  0.738829  0.989552  0.999600  0.085900  0.660701  1.199279  0.745457  0.896482  2.946901  0.677493  0.883825  1.034886  0.872393  1.049007  0.895331  1.978742  1.037701   \n",
       "3303             INEW  A750AX220-002              149                  106.0                    142  1.002426  2.187877  1.635473  0.793053  0.826271  2.112935  1.446977  1.236833  2.500101   4.786991  0.888386  2.051927  0.436781  0.904626  1.013039  1.232329  3.505438  0.811308  0.900621  1.412596  1.981013  0.720299  1.135925  0.876337  1.276568  2.785307  1.378173  1.118191  1.891294  0.526987  1.658525   0.561925  1.233850  1.435658  1.123733  1.145211  0.714259  1.354412  3.973211  0.817582  1.382921  4.777693  1.573242  1.118794  0.786007  0.885228  0.919234  0.843833  2.441447  0.984592  0.993432  1.569950  0.808409  1.858431  1.474923  1.203146  0.937171  1.174463  0.993878  1.331893  1.048720  0.986489  1.975936  0.801913  1.034652  1.108172  1.169664  1.130142  0.920667  1.152048  1.423575  1.335704  1.281314  0.302595  0.736015  1.973289  1.157142  1.022229  1.375249  1.013729  0.506573  1.171922  0.883873  1.013466  1.122071  1.359226  0.964647  0.564049  1.016824   \n",
       "3304             MUMA  A803AW467-002              120                   75.0                    -21  0.812045  0.971784  1.474707  0.394527  2.734523  1.366411  1.256579  1.211834  2.588349   0.290345  0.800763  1.896884  0.420819  1.101575  1.203452  0.972805  0.996129  1.776075  0.957674  1.661142  1.013503  0.979852  1.401971  0.593606  1.491250  0.817900  1.015779  1.075762  1.527554  1.353739  4.574820   0.703992  0.717354  0.798721  1.008913  1.001739  1.699296  1.226585  4.290239  0.983395  0.836835  3.127522  1.579068  1.233380  0.751403  0.621940  0.838507  0.929571  0.632013  1.355414  1.066341  1.429977  1.793588  1.191335  0.675124  0.871975  1.070113  0.944451  1.263848  1.694460  1.042292  1.645111  1.249238  1.479769  1.789837  1.425951  1.411382  1.008124  0.848139  1.002259  2.354118  1.667581  1.571381  0.403252  1.034424  1.570735  1.190277  1.687464  1.020580  1.466466  0.987289  1.807497  1.025085  1.381630  1.092732  0.953069  1.008946  1.276483  0.892301   \n",
       "\n",
       "           799       800       803       806       811       815  ...  999946595  999946601  999946602  999946607  999946608  999946610  999946613  999946616  999946620  999946623  999946624  999946627  999946632  999946633  999946636  999946639  999946645  999946646  999946657  999946666  999946673  999946674  999946681  999946685  999946690  999946695  999946700  999946701  999946707  999946710  999946902  999946905  999946911  999946966  999946970  999946972  999946973  999946977  999946986  999946997  999946998  999947006  999947011  999947417  999947437  999947493  999947642  999947650  999947654  999947670  999947671  999947687  999947708  999947788  999947802  999947804  999947818  999947820  999947905  999947929  999947955  999947959  999947971  999947977  999947988  999947993  999948001  999948009  999948047  999948076  999948081  999948094  999949463  999949512  999949515  999949517  999949521  999949555  999949557  999949592  999949637  999949679  999949681  999949883  \\\n",
       "0     0.933092  1.196293  0.796418  0.744728  1.375578  0.748462  ...   0.970412   1.734915   0.512034   2.204863   0.591331   1.770225   1.148889   2.695183   0.819572   0.606842   1.380649   5.777018   1.152754   1.220782   0.167234   0.506707   1.376055   0.585078   0.733665  15.507542   7.548603   1.002886   1.449365   0.960719   1.252370   0.953545   1.799173   2.910742   0.651738   0.378580   0.571384   1.854875   2.604398   1.030214   1.039960   1.128947   0.927640   0.924388   1.142827   0.730759   4.020639   0.993381   2.206431   0.885257   1.115327   1.835164   0.588192   0.298005   3.765115   1.168743   0.467600   0.918908   2.920539   1.087581   0.739217   0.754325   0.462004   0.689655   1.012121   0.994050   0.891436   1.069549   0.671550   0.446172   0.809453   1.266994   4.729395   1.144651   0.790954   0.984952   1.053664   1.000000   0.546438   1.206396   1.436551   1.001327   1.585908   0.483140   0.494334   0.689787   1.214707   1.310367   0.523531   0.570142   \n",
       "2     0.756432  0.696483  0.965558  0.826224  0.869290  0.731206  ...   1.207244   1.013498   2.457292   0.562696   1.092548   1.646268   0.379110   2.275319   1.029679   0.613209   0.985040   1.006655   1.219864   0.797700   3.563505   0.506134   2.432495   1.027951   0.977469   1.062899   1.843114   0.931049   0.905048   0.584796   1.013139   1.417985   1.003863   1.129494   1.075831   1.019834   0.998635   1.379740   1.016647   1.002162   3.100292   0.611224   1.010144   0.770998   1.522902   0.496753   0.994616   1.763540   1.017765   0.727763   2.097429   0.984319   0.985498   1.011869   0.493069   0.998391   1.007431   0.764707   0.999457   1.568664   0.907274   1.149782   1.618463   1.461392   1.335239   0.994050   0.989869   1.640954   0.519274   1.598442   1.129075   0.982204   0.998716   0.994905   1.374724   0.984952   0.305894   1.649034   1.023258   1.407715   1.092817   1.001327   0.761693   1.577724   1.486997   0.576065   0.738958   0.812753   1.006523   1.003108   \n",
       "1     0.849613  1.615323  0.603969  0.592127  1.113037  0.968207  ...   1.105134   0.379954   1.514958   0.209407   0.936974   4.056722   1.647921   2.841334   0.614300   1.007616   0.687927   1.006655   1.173688   0.997164   1.607427   1.486123   0.991903   1.722813   1.324431   1.062899  17.098502   1.002886   0.990457   1.085562   0.665675   2.055824   1.180362   1.080516   0.769920   1.957673   2.227080   1.389496   1.016647   0.781084   2.302494   0.591117   1.199069   1.224311   1.254009   0.999242   0.247112   1.001132   1.017765   0.734604   3.553576   0.984319   2.135471   2.320744   0.978873   0.814772   1.462328   0.894339   0.999457   1.288771   0.753729   0.661740   2.258629   1.251819   1.479819   2.515144   1.096075   0.990924   1.830214   0.686897   2.077862   0.982204   0.526165   0.994905   0.980669   1.078174   1.028737   1.011223   1.023258   1.454377   0.872246   1.001327  10.215746   1.694952   0.627407   0.558186   0.808554   1.005075   1.203914   1.281067   \n",
       "3     0.911506  0.969242  0.906317  1.556853  0.874275  0.961637  ...   0.956550   2.626300   0.720840   0.630250   0.486695   0.448464   2.813037   1.692679   0.261399   8.741517   0.753129   9.556887   0.965060   1.335196   5.975684   1.035380   0.486720   0.501176   0.958028   0.059995   1.005088   1.296573   1.015101   1.336956   1.329022   1.203016   0.831101   1.538813   0.569734   0.177557   0.460412   9.419514   0.505720   2.618249   0.668784   1.426144   0.985807   0.841155   0.585205   1.642595   1.355057   9.323010   0.282722   1.442073   0.940509   1.876157   0.861270   4.439497   0.166112   0.563895   0.966311   1.028446   1.386704   0.999337   1.921009   1.806371   0.996982   1.312641   1.706791   2.319721   1.096288   2.016603   1.219276   0.711310   1.514662   1.223954   1.927196   0.977777   9.023102   1.842714   1.037084   4.320820   1.076432   0.608346   1.000454   0.830907   0.319562   1.448167   0.551810   1.201820   1.319489   1.005075   1.765913   0.786596   \n",
       "4     0.647609  1.114263  0.833467  1.375467  0.959994  0.939378  ...   1.136739   1.002367   0.993687   0.500008   0.902216   0.151157   1.415805   0.993954   0.990161   0.375014   0.247210   1.006655   1.657402   0.988605   1.231948   5.352143   0.432327   2.105681   1.460228   2.133159   0.988333   1.756289   0.922048   1.400946   1.269941   0.830175   1.003863   1.136340   1.012017   0.403511   1.536304   0.990189   0.952409   1.002162   0.314467   1.095291   1.854689   1.004537   1.586589   0.388884   0.261917   0.677321   0.299104   1.249010   0.354919   0.916581   0.700685   1.823693   0.110104   1.154961   1.927119   0.953554   0.362096   0.684793   1.165320   1.042208   1.512897   1.099416   1.071476   0.898256   1.077274   0.767719   0.961963   0.661606   1.105208   0.541328   0.556993   0.905297   0.996771   1.353932   2.052933   1.910046   2.137562   0.931497   1.004234   1.001327   1.217739   1.048890   1.108697   0.884804   1.009820   0.291430   1.409572   1.325102   \n",
       "...        ...       ...       ...       ...       ...       ...  ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...   \n",
       "3300  1.008472  0.781168  1.337876  0.878307  0.978517  0.997493  ...   1.030064   1.111858   0.662648   0.058267   1.014834   0.956980   1.853138   0.410554   0.994271   0.490613   3.310144   1.006655   0.595945   1.046722   0.285591   0.676871   0.770590   0.216563   0.873380   1.062899   0.582037   0.791514   0.359549   0.671983   1.013139   0.646661   1.002885   0.287626   0.334983   0.657411   0.956441   1.382889   5.221789   1.002162   0.976765   1.182890   1.000685   0.726752   0.997602   0.423556   0.297706   0.956572   1.017765   0.361518   0.975615   0.984319   1.339607   0.328432   0.978873   1.160430   1.270745   0.702943   0.999457   0.716331   1.645232   1.858631   0.467638   1.642978   0.845299   0.635652   0.989869   0.753862   1.011513   0.962036   0.949513   2.396748   0.213364   0.994905   1.245224   0.707155   1.022462   1.115858   1.023258   0.782362   0.787242   0.498829   0.052159   1.725756   0.610755   0.860259   0.750734   0.509069   1.418470   1.594174   \n",
       "3301  0.856461  1.325343  1.686169  0.814738  1.152513  1.313716  ...   0.616419   1.537503   0.868539   1.962861   0.868305   0.956980   0.302774   0.748818   1.311752   0.812088   0.899447   2.316296   1.372724   0.896752   0.787117   1.019233   0.373941   1.209983   0.977469   1.062899   1.005088   1.002886   0.879710   1.311278   0.697377   0.423724   0.657753   0.989485   0.710309   4.851325   0.813197   0.569748   1.016647   1.002162   0.976765   0.830176   1.123124   1.242655   0.295063   0.595950   1.066278   0.993381   1.017765   0.670436   0.311704   0.564371   1.172605   0.884355   1.493247   0.837906   0.669872   1.194474   0.674922   0.683711   0.556303   0.992172   4.747186   1.100764   1.183830   0.994050   0.989869   0.990924   0.364934   0.490303   1.178855   0.982204   0.833629   0.931017   0.736767   1.297460   1.022462   0.696111   1.109097   1.488904   0.848086   0.388493   0.361643   0.996804   0.628152   0.650280   0.735295   1.149918   1.052895   1.036297   \n",
       "3302  0.900396  1.387039  1.029819  0.991973  0.902280  0.813330  ...   2.582663   1.013498   1.830383   0.509426   1.916733   0.960253   2.362014   0.674068   1.132728   0.916876   1.392433   1.006655   1.411063   1.303827   0.297318   0.903516   0.141576   2.294990   2.063530   0.330872   0.862191   1.002886   3.297034   1.525793   1.013139   0.690899   1.389069   1.153200   1.930300  12.494666   1.246260   1.229625   1.016647   0.743217   0.648438   1.656908   1.629688   0.885974   0.727675   0.870340   0.365335   1.432755   0.658996   0.908713   0.442705   0.806280   2.874496   1.281355   0.914997   1.361995   1.826027   0.831349   0.999457   0.808922   1.878353   1.674086   1.619529   2.006647   0.887967   1.747914   1.013042   1.235154   1.497222   0.962036   0.833656   0.574115   0.486881   0.994905   0.941280   1.394025   1.022462   1.301059   1.294317   1.412740   0.541051   0.586660   1.251593   1.924372   1.005923   0.864534   1.174404   1.832098   1.392178   1.514256   \n",
       "3303  0.824540  1.043635  0.821326  0.588487  1.105307  0.955032  ...   0.913499   0.519149   0.414552   3.720817   0.658342   1.114813   0.280612   2.038145   1.546206   0.907311   1.458233   0.085822   1.009130   1.118734   2.487615   0.376692   3.337197   1.027951   0.517654   2.432184   0.751093   0.917748   0.582558   0.741585   0.545501   1.630514   0.694774   1.104264   0.665797   0.241260   0.983612   1.566991   0.174873   0.153320   0.816234   0.971794   1.259316   2.006549   0.775108   1.270336   1.008525   1.332353   1.483697   0.738098   1.596064   0.620371   0.836804   0.476419   3.334104   0.757069   1.102936   1.397552   0.806825   0.682566   0.797098   0.984870   0.678347   1.140204   0.915967   1.355472   0.972091   1.547769   0.677287   0.958792   1.087288   0.964500   1.401698   1.404048   1.248806   0.769752   0.997274   1.339972   2.100294   1.047901   0.893002   2.616666   0.064125   0.936390   1.492462   0.885103   0.992495   1.005075   0.548039   0.909615   \n",
       "3304  1.166797  1.545595  0.872112  0.946646  1.180866  1.326343  ...   1.026697   1.055386   1.695362   1.256369   0.834743   1.246086   0.906043   1.091951   1.210839   0.329446   1.697404   1.006655   2.825769   0.820237   0.101744   2.995352   0.730399   3.756722   1.442784   0.296669   1.687517   1.356662   0.663809   1.410871   1.550179   0.744994   1.196607   0.834623   0.649299   6.308382   0.774029   1.574996   1.016647   1.291583   0.910045   2.178852   3.102052   1.196113   0.865558   1.622000   1.889411   1.579232   2.959397   1.108119   0.342494   0.951569   1.148422   1.777214   2.266729   1.024822   2.915288   0.757580   1.825993   1.030900   1.215036   1.196817  15.115658   1.716848   1.681500   1.184029   0.979472   1.316430   0.412629   1.046921   3.008181   0.653595   1.553132   1.060596   1.425282   1.467998   0.672767   1.243897   0.581809   0.755112   0.800765   1.001327   1.849120   1.300656   1.054691   0.887092   1.182228   1.386005   1.663122   1.405728   \n",
       "\n",
       "      999952025  999952286  999952483  999952501  999952502  999952524  999952533  999952640  999952843  999952865  999952867  999952877  999952909  999953157  999953267  999954840  \n",
       "0      0.878512   1.266454   0.934197   1.365642   1.165906   0.999463   1.371351   1.089485   0.856545   1.678183   1.144330   0.715138   1.114859   0.592175   0.923405   0.987336  \n",
       "2      1.185607   0.858926   0.737318   1.830031   1.170687   0.995599   1.449969   3.400045   0.451772   1.006747   1.013851   1.273833   0.549250   1.036609   1.245966   0.987336  \n",
       "1      0.995575   0.718099   0.516304   1.284870   1.025093   0.713206   0.984550   2.363626   0.820114   0.961806   1.013851   1.742466   0.525021   0.737648   0.844609   0.987336  \n",
       "3      0.640124   1.012736   0.743734   0.758288   1.507977   1.372594   0.752198   0.632819   0.979239   0.666351   0.505361   0.643624   1.456737   3.109291   0.896029   0.932469  \n",
       "4      1.166231   1.353643   2.557282   0.884912   0.988793   0.601601   1.370806   0.564907   0.934401   0.744207   0.922136   1.143238   1.350473   1.702258   0.994443   0.639387  \n",
       "...         ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...        ...  \n",
       "3300   0.942591   0.343925   0.907863   1.123352   1.052340   1.132403   0.984550   0.993674   0.795302   1.132065   2.370099   1.230591   1.374512   0.991031   0.994443   0.943314  \n",
       "3301   0.871674   0.818190   0.675211   1.529002   1.111636   0.592653   0.771967   0.344492   1.196898   0.637983   1.280635   0.681650   1.256991   0.947308   1.123345   0.854447  \n",
       "3302   0.633108   1.216083   1.037989   1.563296   1.632232   0.988642   1.097448   0.833378   1.126640   1.006747   1.296063   0.994490   1.285084   0.935738   0.994443   1.124675  \n",
       "3303   0.567963   1.305335   1.063255   0.798746   0.531192   1.911078   1.535510   1.963208   0.459620   0.639348   0.670493   0.970384   1.066472   1.161242   0.629977   0.629693  \n",
       "3304   0.875891   1.281767   1.740169   0.788257   0.618453   1.160964   0.826441   0.653824   1.558568   0.648828   1.013851   1.661437   1.750988   2.291573   1.062574   0.738989  \n",
       "\n",
       "[3305 rows x 957 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Blood plasma metabolites snapshot:\n",
    "# Get the metabolomics data:\n",
    "rawmet=adi.get_snapshot('metabolomics_corrected')\n",
    "rawmet = rawmet.sort_values('days_in_program',ascending=True) # Sort by days\n",
    "rawmet = rawmet.sort_values('public_client_id',ascending=True) # Sort by PCI\n",
    "rawmet=rawmet.drop(columns={\"month\",\"weekday\",\"season\"}) # Drop unneeded columns\n",
    "#rawmet = rawmet.drop_duplicates('public_client_id') # This line drops duplicates from this snapshot from 3305 participants -> 2043\n",
    "met_nonnancounts=(~rawmet.isna()).sum() # sum up times any columns have non-NA values\n",
    "rawmet = rawmet.loc[:, met_nonnancounts/rawmet.shape[0] >= 0.70] #this sum of non-NA counts/num of total rows should >= 70% to proceed with the cohort\n",
    "rawmet = rawmet.dropna(axis = 0, how = 'all') # Drop patients with all NaN values\n",
    "rawmet = rawmet.dropna(axis = 1, how = 'all') # Drop patients with all NaN values\n",
    "rawmet.iloc[:,5:] = rawmet.iloc[:,5:].fillna(rawmet.iloc[:,5:].median()) # Fill df NaNs with median instead of 0\n",
    "#rawmet = rawmet[['public_client_id','days_in_program','100001315','100015967','100001417','100006191'\n",
    "              #  ,'999952286'\n",
    "              #  ,'999946354'\n",
    "             ##   ,'999946486'\n",
    "              #  ,'999946510'\n",
    "              #  ,'999946616'\n",
    "              #  ,'999949883'\n",
    "              #  ,'999946510'\n",
    "              #  ,'999946620']]\n",
    "#rawmet = rawmet.rename(columns={'100001315':'PCS','100015967':'CD','100001417':'PAG','100006191':'PCG'})\n",
    "rawmet\n",
    "#3305 participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Output the metabolomics metatadata df from Arivale\n",
    "meta = adi.get_snapshot('metabolomics_metadata')\n",
    "meta.to_csv('metabolomics_fullmetadata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>bowel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01092042</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01568974</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01684342</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01601230</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01124029</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3950</th>\n",
       "      <td>01395286</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3951</th>\n",
       "      <td>01232614</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3952</th>\n",
       "      <td>01181682</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3953</th>\n",
       "      <td>01380110</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3954</th>\n",
       "      <td>01992118</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3955 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id  bowel\n",
       "0            01092042      3\n",
       "1            01568974      3\n",
       "2            01684342      2\n",
       "3            01601230      3\n",
       "4            01124029      3\n",
       "...               ...    ...\n",
       "3950         01395286      3\n",
       "3951         01232614      3\n",
       "3952         01181682      3\n",
       "3953         01380110      3\n",
       "3954         01992118      3\n",
       "\n",
       "[3955 rows x 2 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Obtain Bowel Movement Frequency (BMF) data:\n",
    "bowel = adi.get_snapshot('assessments')\n",
    "bowel = bowel.sort_values('days_in_program',ascending=True) # Sort df by days first\n",
    "bowel = bowel.drop(columns = ['vendor','days_since_first_call','days_since_first_draw']) # Drop days and vendor, unneeded from this point\n",
    "bowel = bowel.drop_duplicates(subset='public_client_id') # Keep only the first timepoint for each public_client_id\n",
    "bowel = bowel.fillna(0) # Fill in empty BMF data with zero\n",
    "bowel = bowel.set_index('public_client_id') # Arrange df by index of PCI\n",
    "bowel = bowel[['assessment:digestion:bowel-movements:enum','days_in_program']]\n",
    "bowel = bowel.rename(columns={\"assessment:digestion:bowel-movements:enum\":\"bowel\"}) # rename column to \"bowel\"\n",
    "bowel = bowel[bowel['bowel'] != 0] #remove participants with no bowel data, reduce from 5764 -> 3955 individuals\n",
    "bowel_list = ['(1) 2 or fewer times per week', '(2) 3-6 times per week', '(3) 1-3 times daily', '(4) 4+ times daily']\n",
    "bowel_r = [1,2,3,4] #convert bowel responses to ordinal bowel movement frequency categories\n",
    "bowel.bowel = bowel.bowel.replace(to_replace = bowel_list, value = bowel_r)\n",
    "bowel = bowel.reset_index()\n",
    "bowel = bowel.drop('days_in_program', axis=1)\n",
    "bowel\n",
    "#3955 participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_663465/2578788160.py:23: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  creat_calc['eGFR'] = creat_calc.apply(lambda x: f(x.sex, x.age, x['CREATININE ENZ, SER']), axis=1)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>eGFR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01000552</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01000978</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01001181</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01001298</td>\n",
       "      <td>99.024207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01001467</td>\n",
       "      <td>100.959522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6128</th>\n",
       "      <td>QIRL</td>\n",
       "      <td>111.687296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6129</th>\n",
       "      <td>ZU273983</td>\n",
       "      <td>118.179626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6130</th>\n",
       "      <td>ZU612255</td>\n",
       "      <td>70.256126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6131</th>\n",
       "      <td>ZU621944</td>\n",
       "      <td>120.472213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6132</th>\n",
       "      <td>ZU687756</td>\n",
       "      <td>103.156842</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6133 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id        eGFR\n",
       "0            01000552         NaN\n",
       "1            01000978         NaN\n",
       "2            01001181         NaN\n",
       "3            01001298   99.024207\n",
       "4            01001467  100.959522\n",
       "...               ...         ...\n",
       "6128             QIRL  111.687296\n",
       "6129         ZU273983  118.179626\n",
       "6130         ZU612255   70.256126\n",
       "6131         ZU621944  120.472213\n",
       "6132         ZU687756  103.156842\n",
       "\n",
       "[6133 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Obtain \"eGFR\" calculated GFR data from the blood clinical laboratory chemistries data (credit: Alexandra Ralevski) code chunk below:\n",
    "################################################################################################\n",
    "chems = adi.get_snapshot('chemistries', clean=True)\n",
    "cl = adi.get_snapshot('clients', clean=True)\n",
    "chems_dems = join_clients(cl, chems)\n",
    "#these are the relevant column names\n",
    "[col for col in chems.columns if 'CREAT' in col]\n",
    "[col for col in chems.columns if 'GFR' in col]\n",
    "def f(sex, age, creatinine): \n",
    "    if sex == 'F':\n",
    "        if (creatinine/0.7) <=1:\n",
    "            return 142*(((creatinine/0.7)**-0.241) * (0.9938**age) * 1.012)\n",
    "        else:\n",
    "            return 142*(((creatinine/0.7)**-1.200) * (0.9938**age) * 1.012)\n",
    "    if sex == 'M':\n",
    "        if (creatinine/0.9) <=1:\n",
    "            return 142*(((creatinine/0.9)**-0.302) * (0.9938**age))\n",
    "        else:\n",
    "            return 142*(((creatinine/0.7)**-1.200) * (0.9938**age))\n",
    "\n",
    "creat_calc = chems_dems[['public_client_id','days_in_program','sex', 'age', 'CREATININE ENZ, SER']]\n",
    "\n",
    "creat_calc['eGFR'] = creat_calc.apply(lambda x: f(x.sex, x.age, x['CREATININE ENZ, SER']), axis=1)\n",
    "creat_calc.to_csv('eGFR.csv',index = False)\n",
    "################################################################################################\n",
    "\n",
    "#prepare eGFR dataframe:\n",
    "eGFR = creat_calc\n",
    "eGFR = eGFR.drop_duplicates(subset='public_client_id')\n",
    "eGFR = eGFR.set_index('public_client_id')\n",
    "eGFR = eGFR[['eGFR','days_in_program']] #select relevant columns\n",
    "#drop duplicate entries to reduce 12316 entries across all individuals\n",
    "#to 6133 individuals\n",
    "eGFR = eGFR.reset_index()\n",
    "eGFR = eGFR.drop('days_in_program', axis=1)\n",
    "eGFR\n",
    "#6133"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>ADIPONECTIN, SERUM</th>\n",
       "      <th>ALAT (SGPT)</th>\n",
       "      <th>ALBUMIN</th>\n",
       "      <th>ALKALINE PHOSPHATASE</th>\n",
       "      <th>ARACHIDONIC ACID</th>\n",
       "      <th>ASAT (SGOT)</th>\n",
       "      <th>BASOPHILS</th>\n",
       "      <th>BASOPHILS ABSOLUTE</th>\n",
       "      <th>BILIRUBIN, TOTAL</th>\n",
       "      <th>BUN/CREAT RATIO</th>\n",
       "      <th>CALCIUM</th>\n",
       "      <th>CARBON DIOXIDE (CO2)</th>\n",
       "      <th>CHLORIDE</th>\n",
       "      <th>CHOLESTEROL, TOTAL</th>\n",
       "      <th>CREATININE ENZ, SER</th>\n",
       "      <th>CRP HIGH SENSITIVITY</th>\n",
       "      <th>DHA</th>\n",
       "      <th>DPA</th>\n",
       "      <th>EOSINOPHILS</th>\n",
       "      <th>EOSINOPHILS ABSOLUTE</th>\n",
       "      <th>EPA</th>\n",
       "      <th>FERRITIN</th>\n",
       "      <th>GFR, MDRD</th>\n",
       "      <th>GFR, MDRD, AFRICAN AM</th>\n",
       "      <th>GGT</th>\n",
       "      <th>GLOBULIN</th>\n",
       "      <th>GLUCOSE</th>\n",
       "      <th>GLYCOHEMOGLOBIN A1C</th>\n",
       "      <th>HDL CHOL DIRECT</th>\n",
       "      <th>HDL PARTICLE NUMBER</th>\n",
       "      <th>HEMATOCRIT</th>\n",
       "      <th>HEMOGLOBIN</th>\n",
       "      <th>HOMA-IR</th>\n",
       "      <th>HOMOCYSTEINE, SERUM</th>\n",
       "      <th>IMMATURE GRANULOCYTES</th>\n",
       "      <th>IMMATURE GRANULOCYTES ABSOLUTE</th>\n",
       "      <th>INSULIN</th>\n",
       "      <th>LDL PARTICLE NUMBER</th>\n",
       "      <th>LDL SMALL</th>\n",
       "      <th>LDL-CHOL CALCULATION</th>\n",
       "      <th>LDL_SIZE</th>\n",
       "      <th>LINOLEIC_ACID</th>\n",
       "      <th>LPIR_SCORE</th>\n",
       "      <th>LYMPHOCYTES</th>\n",
       "      <th>LYMPHOCYTES ABSOLUTE</th>\n",
       "      <th>MAGNESIUM, SERUM</th>\n",
       "      <th>MCH</th>\n",
       "      <th>MCHC</th>\n",
       "      <th>MCV</th>\n",
       "      <th>MERCURY, BLOOD</th>\n",
       "      <th>METHYLMALONIC ACID</th>\n",
       "      <th>MONOCYTES</th>\n",
       "      <th>MONOCYTES ABSOLUTE</th>\n",
       "      <th>OMEGA-3 INDEX</th>\n",
       "      <th>OMEGA-6/OMEGA-3 RATIO</th>\n",
       "      <th>OMEGA_3_TOTAL</th>\n",
       "      <th>OMEGA_6_TOTAL</th>\n",
       "      <th>PLATELET COUNT THOUSAND</th>\n",
       "      <th>POTASSIUM</th>\n",
       "      <th>PROTEIN, TOTAL SERUM</th>\n",
       "      <th>RDW</th>\n",
       "      <th>RED CELL COUNT</th>\n",
       "      <th>SODIUM</th>\n",
       "      <th>TOTAL NEUTROPHILS</th>\n",
       "      <th>TOTAL NEUTROPHILS AB</th>\n",
       "      <th>TRIGLYCERIDES</th>\n",
       "      <th>Triglyceride HDL Ratio</th>\n",
       "      <th>UREA NITROGEN</th>\n",
       "      <th>URIC ACID</th>\n",
       "      <th>VITAMIN D, 25-OH TOT</th>\n",
       "      <th>WHITE CELL COUNT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01074064</td>\n",
       "      <td>9.3</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>41.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>2.74</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>27.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>90.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>69.0</td>\n",
       "      <td>37.80</td>\n",
       "      <td>42.2</td>\n",
       "      <td>13.8</td>\n",
       "      <td>1.111111</td>\n",
       "      <td>11.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>965.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>20.9</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.9</td>\n",
       "      <td>30.7</td>\n",
       "      <td>32.7</td>\n",
       "      <td>94.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>163.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>4.6</td>\n",
       "      <td>8.5</td>\n",
       "      <td>4.6</td>\n",
       "      <td>38.9</td>\n",
       "      <td>229.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>6.2</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.49</td>\n",
       "      <td>138.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1.086957</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>44.7</td>\n",
       "      <td>3.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01920535</td>\n",
       "      <td>19.4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>10.9</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>0.86</td>\n",
       "      <td>1.04</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>162.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>61.0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>42.1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.172840</td>\n",
       "      <td>11.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1217.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>29.7</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>30.3</td>\n",
       "      <td>33.4</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>166.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4.1</td>\n",
       "      <td>10.7</td>\n",
       "      <td>4.1</td>\n",
       "      <td>43.7</td>\n",
       "      <td>239.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>6.5</td>\n",
       "      <td>13.6</td>\n",
       "      <td>4.65</td>\n",
       "      <td>141.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1.409836</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>17.8</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01729568</td>\n",
       "      <td>17.6</td>\n",
       "      <td>57.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>49.0</td>\n",
       "      <td>11.6</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>234.0</td>\n",
       "      <td>0.85</td>\n",
       "      <td>1.22</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>91.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>62.0</td>\n",
       "      <td>33.80</td>\n",
       "      <td>40.7</td>\n",
       "      <td>13.9</td>\n",
       "      <td>2.134568</td>\n",
       "      <td>7.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1771.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>21.7</td>\n",
       "      <td>24.4</td>\n",
       "      <td>25.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.1</td>\n",
       "      <td>32.2</td>\n",
       "      <td>34.2</td>\n",
       "      <td>94.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>180.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>39.8</td>\n",
       "      <td>219.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>13.9</td>\n",
       "      <td>4.32</td>\n",
       "      <td>144.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>94.0</td>\n",
       "      <td>1.516129</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>44.2</td>\n",
       "      <td>4.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01977894</td>\n",
       "      <td>7.2</td>\n",
       "      <td>39.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>73.0</td>\n",
       "      <td>11.8</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.9</td>\n",
       "      <td>26.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.90</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>83.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>91.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>48.0</td>\n",
       "      <td>31.90</td>\n",
       "      <td>42.1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.213333</td>\n",
       "      <td>8.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1643.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>21.6</td>\n",
       "      <td>24.2</td>\n",
       "      <td>46.0</td>\n",
       "      <td>32.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.3</td>\n",
       "      <td>33.4</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>6.3</td>\n",
       "      <td>6.1</td>\n",
       "      <td>6.3</td>\n",
       "      <td>38.4</td>\n",
       "      <td>239.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>7.5</td>\n",
       "      <td>13.6</td>\n",
       "      <td>4.65</td>\n",
       "      <td>139.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>1.229167</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>41.7</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01627898</td>\n",
       "      <td>7.2</td>\n",
       "      <td>21.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>51.0</td>\n",
       "      <td>11.8</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.3</td>\n",
       "      <td>24.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>0.92</td>\n",
       "      <td>2.84</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.4</td>\n",
       "      <td>122.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>85.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>59.0</td>\n",
       "      <td>34.35</td>\n",
       "      <td>42.1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.755556</td>\n",
       "      <td>12.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1230.0</td>\n",
       "      <td>349.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>21.2</td>\n",
       "      <td>25.6</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.3</td>\n",
       "      <td>33.4</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>6.2</td>\n",
       "      <td>6.6</td>\n",
       "      <td>6.2</td>\n",
       "      <td>40.8</td>\n",
       "      <td>239.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>13.6</td>\n",
       "      <td>4.65</td>\n",
       "      <td>143.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>1.534483</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>51.8</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4876</th>\n",
       "      <td>01034328</td>\n",
       "      <td>30.7</td>\n",
       "      <td>46.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>205.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>86.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>19.0</td>\n",
       "      <td>9.2</td>\n",
       "      <td>28.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>0.64</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>102.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>84.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>85.0</td>\n",
       "      <td>24.90</td>\n",
       "      <td>34.3</td>\n",
       "      <td>11.5</td>\n",
       "      <td>1.576296</td>\n",
       "      <td>11.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>650.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>21.3</td>\n",
       "      <td>44.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>37.8</td>\n",
       "      <td>33.5</td>\n",
       "      <td>113.0</td>\n",
       "      <td>8.8</td>\n",
       "      <td>118.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>4.8</td>\n",
       "      <td>6.6</td>\n",
       "      <td>4.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>150.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.04</td>\n",
       "      <td>141.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.847059</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>25.8</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4877</th>\n",
       "      <td>QIRL</td>\n",
       "      <td>16.3</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>77.0</td>\n",
       "      <td>9.6</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>17.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>0.64</td>\n",
       "      <td>4.20</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>41.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>96.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>88.0</td>\n",
       "      <td>37.50</td>\n",
       "      <td>40.7</td>\n",
       "      <td>13.7</td>\n",
       "      <td>1.161481</td>\n",
       "      <td>8.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>684.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>21.2</td>\n",
       "      <td>25.2</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>33.7</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>6.7</td>\n",
       "      <td>5.7</td>\n",
       "      <td>6.7</td>\n",
       "      <td>38.3</td>\n",
       "      <td>179.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>6.7</td>\n",
       "      <td>15.2</td>\n",
       "      <td>4.77</td>\n",
       "      <td>137.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>3.1</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.738636</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>33.3</td>\n",
       "      <td>4.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4878</th>\n",
       "      <td>HX842645</td>\n",
       "      <td>7.2</td>\n",
       "      <td>30.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>49.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>16.0</td>\n",
       "      <td>9.2</td>\n",
       "      <td>23.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.72</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>110.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>90.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>34.0</td>\n",
       "      <td>24.30</td>\n",
       "      <td>42.1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2.244444</td>\n",
       "      <td>7.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.1</td>\n",
       "      <td>2716.0</td>\n",
       "      <td>1778.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.2</td>\n",
       "      <td>87.0</td>\n",
       "      <td>32.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.3</td>\n",
       "      <td>33.4</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>9.1</td>\n",
       "      <td>3.9</td>\n",
       "      <td>35.6</td>\n",
       "      <td>239.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>7.3</td>\n",
       "      <td>13.6</td>\n",
       "      <td>4.65</td>\n",
       "      <td>139.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>9.941176</td>\n",
       "      <td>16.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>18.9</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4879</th>\n",
       "      <td>01232614</td>\n",
       "      <td>6.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>70.0</td>\n",
       "      <td>10.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8.6</td>\n",
       "      <td>22.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.98</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>43.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>58.0</td>\n",
       "      <td>30.70</td>\n",
       "      <td>41.7</td>\n",
       "      <td>13.7</td>\n",
       "      <td>0.713580</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1071.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>21.2</td>\n",
       "      <td>28.4</td>\n",
       "      <td>25.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>30.4</td>\n",
       "      <td>32.9</td>\n",
       "      <td>93.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>4.6</td>\n",
       "      <td>9.2</td>\n",
       "      <td>4.6</td>\n",
       "      <td>42.3</td>\n",
       "      <td>159.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>6.4</td>\n",
       "      <td>13.7</td>\n",
       "      <td>4.51</td>\n",
       "      <td>139.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.775862</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>36.2</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4880</th>\n",
       "      <td>01181682</td>\n",
       "      <td>6.9</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>16.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.08</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>78.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>91.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>74.0</td>\n",
       "      <td>37.00</td>\n",
       "      <td>47.5</td>\n",
       "      <td>15.4</td>\n",
       "      <td>0.786420</td>\n",
       "      <td>8.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>713.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>20.5</td>\n",
       "      <td>24.8</td>\n",
       "      <td>25.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>32.4</td>\n",
       "      <td>94.0</td>\n",
       "      <td>23.7</td>\n",
       "      <td>72.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>9.6</td>\n",
       "      <td>3.7</td>\n",
       "      <td>9.6</td>\n",
       "      <td>35.8</td>\n",
       "      <td>283.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>6.8</td>\n",
       "      <td>12.7</td>\n",
       "      <td>5.06</td>\n",
       "      <td>141.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0.770270</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>54.9</td>\n",
       "      <td>5.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4881 rows × 72 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id  ADIPONECTIN, SERUM  ALAT (SGPT)  ALBUMIN  ALKALINE PHOSPHATASE  ARACHIDONIC ACID  ASAT (SGOT)  BASOPHILS  BASOPHILS ABSOLUTE  BILIRUBIN, TOTAL  BUN/CREAT RATIO  CALCIUM  CARBON DIOXIDE (CO2)  CHLORIDE  CHOLESTEROL, TOTAL  CREATININE ENZ, SER  CRP HIGH SENSITIVITY  DHA  DPA  EOSINOPHILS  EOSINOPHILS ABSOLUTE  EPA  FERRITIN  GFR, MDRD  GFR, MDRD, AFRICAN AM    GGT  GLOBULIN  GLUCOSE  GLYCOHEMOGLOBIN A1C  HDL CHOL DIRECT  HDL PARTICLE NUMBER  HEMATOCRIT  HEMOGLOBIN   HOMA-IR  HOMOCYSTEINE, SERUM  IMMATURE GRANULOCYTES  IMMATURE GRANULOCYTES ABSOLUTE  INSULIN  LDL PARTICLE NUMBER  LDL SMALL  LDL-CHOL CALCULATION  LDL_SIZE  LINOLEIC_ACID  LPIR_SCORE  LYMPHOCYTES  LYMPHOCYTES ABSOLUTE  MAGNESIUM, SERUM   MCH  MCHC    MCV  MERCURY, BLOOD  METHYLMALONIC ACID  MONOCYTES  MONOCYTES ABSOLUTE  OMEGA-3 INDEX  OMEGA-6/OMEGA-3 RATIO  OMEGA_3_TOTAL  OMEGA_6_TOTAL  PLATELET COUNT THOUSAND  POTASSIUM  PROTEIN, TOTAL SERUM   RDW  RED CELL COUNT  SODIUM  TOTAL NEUTROPHILS  \\\n",
       "0            01074064                 9.3         11.0      4.1                  41.0              10.7         17.0        1.0                 0.0               0.2             17.0      9.0                  24.0     101.0               165.0                 0.76                  2.74  3.1  0.8          3.0                   0.1  0.7      27.0      103.0                  118.0   17.0       2.1     90.0                  5.3             69.0                37.80        42.2        13.8  1.111111                 11.4                    0.0                             0.0      5.0                965.0      328.0                  81.0      20.9           24.2        25.0         44.0                   1.8               1.9  30.7  32.7   94.0             1.6               163.0        7.0                 0.3            4.6                    8.5            4.6           38.9                    229.0        4.5                   6.2  13.0            4.49   138.0               45.0   \n",
       "1            01920535                19.4         12.0      4.0                  68.0              10.9         17.0        0.6                 0.0               0.2             14.0      9.1                  23.0     104.0               225.0                 0.86                  1.04  2.5  1.1          2.0                   0.1  0.5     162.0       75.0                   87.0   10.0       2.5     95.0                  5.5             61.0                30.00        42.1        14.0  1.172840                 11.4                    0.0                             0.0      5.0               1217.0      132.0                 147.0      22.1           29.7        25.0         32.8                   1.7               2.2  30.3  33.4   91.0             2.2               166.0        7.0                 0.4            4.1                   10.7            4.1           43.7                    239.0        4.3                   6.5  13.6            4.65   141.0               57.0   \n",
       "2            01729568                17.6         57.0      4.3                  49.0              11.6         46.0        0.0                 0.0               0.7             15.0      9.5                  25.0     106.0               234.0                 0.85                  1.22  3.3  1.4          3.0                   0.1  1.0     196.0       68.0                   78.0   17.0       1.7     91.0                  5.3             62.0                33.80        40.7        13.9  2.134568                  7.8                    0.0                             0.0      9.5               1771.0      419.0                 153.0      21.7           24.4        25.0         44.0                   1.9               2.1  32.2  34.2   94.0             1.7               180.0       10.0                 0.4            5.7                    7.0            5.7           39.8                    219.0        4.3                   6.0  13.9            4.32   144.0               43.0   \n",
       "3            01977894                 7.2         39.0      4.8                  73.0              11.8         34.0        0.6                 0.0               0.4             14.0      9.9                  26.0      99.0               202.0                 1.37                  0.90  3.6  1.4          2.0                   0.1  1.3      83.0       68.0                   78.0   16.0       2.7     91.0                  5.5             48.0                31.90        42.1        14.0  1.213333                  8.3                    0.0                             0.0      5.4               1643.0      417.0                 142.0      21.6           24.2        46.0         32.8                   1.7               2.0  30.3  33.4   91.0             2.0               144.0        7.0                 0.4            6.3                    6.1            6.3           38.4                    239.0        4.6                   7.5  13.6            4.65   139.0               57.0   \n",
       "4            01627898                 7.2         21.0      4.6                  51.0              11.8         20.0        0.6                 0.0               2.0             14.0      9.3                  24.0     104.0               194.0                 0.92                  2.84  3.3  1.5          2.0                   0.1  1.4     122.0       98.0                  113.0   14.0       2.3     85.0                  5.1             59.0                34.35        42.1        14.0  0.755556                 12.1                    0.0                             0.0      3.6               1230.0      349.0                 111.0      21.2           25.6        32.0         32.8                   1.7               2.0  30.3  33.4   91.0             2.0               144.0        7.0                 0.4            6.2                    6.6            6.2           40.8                    239.0        4.0                   6.9  13.6            4.65   143.0               57.0   \n",
       "...               ...                 ...          ...      ...                   ...               ...          ...        ...                 ...               ...              ...      ...                   ...       ...                 ...                  ...                   ...  ...  ...          ...                   ...  ...       ...        ...                    ...    ...       ...      ...                  ...              ...                  ...         ...         ...       ...                  ...                    ...                             ...      ...                  ...        ...                   ...       ...            ...         ...          ...                   ...               ...   ...   ...    ...             ...                 ...        ...                 ...            ...                    ...            ...            ...                      ...        ...                   ...   ...             ...     ...                ...   \n",
       "4876         01034328                30.7         46.0      3.6                 205.0               7.5         86.0        0.0                 0.0               0.5             19.0      9.2                  28.0     101.0               179.0                 0.64                  3.24  3.2  0.9          3.0                   0.1  0.7     102.0       96.0                  111.0  309.0       2.4     84.0                  4.9             85.0                24.90        34.3        11.5  1.576296                 11.6                    0.0                             0.0      7.6                650.0       90.0                  80.0      22.1           21.3        44.0         13.0                   0.5               1.8  37.8  33.5  113.0             8.8               118.0       10.0                 0.3            4.8                    6.6            4.8           31.5                    150.0        4.2                   6.0  14.0            3.04   141.0               74.0   \n",
       "4877             QIRL                16.3         15.0      4.1                  77.0               9.6         23.0        1.0                 0.0               0.3             17.0      9.0                  20.0      99.0               184.0                 0.64                  4.20  3.3  1.6          2.0                   0.1  1.8      41.0      108.0                  125.0   35.0       2.6     96.0                  5.2             88.0                37.50        40.7        13.7  1.161481                  8.4                    0.0                             0.0      4.9                684.0       90.0                  83.0      21.2           25.2        25.0         25.0                   1.2               2.0  28.7  33.7   85.0             0.0               137.0        7.0                 0.4            6.7                    5.7            6.7           38.3                    179.0        4.4                   6.7  15.2            4.77   137.0               65.0   \n",
       "4878         HX842645                 7.2         30.0      4.7                  49.0               8.3         33.0        0.6                 0.0               0.6             16.0      9.2                  23.0     100.0               272.0                 0.99                  0.72  2.1  1.1          2.0                   0.1  0.7     110.0       96.0                  110.0   36.0       2.6     90.0                  5.2             34.0                24.30        42.1        14.0  2.244444                  7.7                    0.0                             0.0     10.1               2716.0     1778.0                 170.0      19.8           24.2        87.0         32.8                   1.7               2.0  30.3  33.4   91.0             2.0               144.0        7.0                 0.4            3.9                    9.1            3.9           35.6                    239.0        4.4                   7.3  13.6            4.65   139.0               57.0   \n",
       "4879         01232614                 6.5         21.0      3.9                  70.0              10.8         23.0        1.0                 0.0               0.3             15.0      8.6                  22.0     101.0               194.0                 0.66                  0.98  3.0  1.0          2.0                   0.1  0.6      43.0      104.0                  120.0   35.0       2.5     85.0                  5.4             58.0                30.70        41.7        13.7  0.713580                  5.8                    0.0                             0.0      3.4               1071.0      400.0                 115.0      21.2           28.4        25.0         48.0                   2.5               2.1  30.4  32.9   93.0             6.0                81.0        9.0                 0.5            4.6                    9.2            4.6           42.3                    159.0        4.2                   6.4  13.7            4.51   139.0               40.0   \n",
       "4880         01181682                 6.9         27.0      5.0                  59.0               9.0         28.0        0.0                 0.0               0.9             16.0     10.0                  24.0      98.0               154.0                 1.25                  0.08  5.0  1.8          1.0                   0.1  2.8      78.0       67.0                   78.0   17.0       1.8     91.0                  5.6             74.0                37.00        47.5        15.4  0.786420                  8.1                    0.0                             0.0      3.5                713.0      242.0                  69.0      20.5           24.8        25.0         38.0                   2.2               2.0  30.4  32.4   94.0            23.7                72.0        7.0                 0.4            9.6                    3.7            9.6           35.8                    283.0        4.6                   6.8  12.7            5.06   141.0               54.0   \n",
       "\n",
       "      TOTAL NEUTROPHILS AB  TRIGLYCERIDES  Triglyceride HDL Ratio  UREA NITROGEN  URIC ACID  VITAMIN D, 25-OH TOT  WHITE CELL COUNT  \n",
       "0                      1.8           75.0                1.086957           13.0        4.7                  44.7               3.9  \n",
       "1                      3.0           86.0                1.409836           12.0        5.5                  17.8               5.3  \n",
       "2                      1.9           94.0                1.516129           13.0        4.8                  44.2               4.3  \n",
       "3                      3.0           59.0                1.229167           19.0        5.4                  41.7               5.3  \n",
       "4                      3.0           91.0                1.534483           13.0        7.1                  51.8               5.3  \n",
       "...                    ...            ...                     ...            ...        ...                   ...               ...  \n",
       "4876                   2.5           72.0                0.847059           12.0        6.7                  25.8               3.5  \n",
       "4877                   3.1           65.0                0.738636           11.0        3.5                  33.3               4.9  \n",
       "4878                   3.0          338.0                9.941176           16.0        6.1                  18.9               5.3  \n",
       "4879                   2.1          103.0                1.775862           10.0        4.1                  36.2               5.3  \n",
       "4880                   3.0           57.0                0.770270           20.0        5.5                  54.9               5.7  \n",
       "\n",
       "[4881 rows x 72 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Get the clinical laboratory chemistries data:\n",
    "chem=adi.get_snapshot('chemistries')\n",
    "chemdf = chem.sort_values(by='days_in_program') #keep only first date data\n",
    "chemdf = chemdf.drop_duplicates(subset='public_client_id')\n",
    "dip = chemdf[['public_client_id','days_in_program']]\n",
    "crp = chemdf[['public_client_id','days_in_program','CRP HIGH SENSITIVITY']]\n",
    "ldl = chemdf[['public_client_id','days_in_program','LDL-CHOL CALCULATION']]\n",
    "a1c = chemdf[['public_client_id','days_in_program','GLYCOHEMOGLOBIN A1C']]\n",
    "chemdf = chemdf.set_index('public_client_id')\n",
    "chemdf = chemdf.iloc[:,12:] #keep only relevant columns\n",
    "chem_nonnancounts=(~chemdf.isna()).sum() # sum up times any columns have non-NA values\n",
    "chemdf = chemdf.loc[:, chem_nonnancounts/chemdf.shape[0] >= .70] #this sum of non-NA count values/num of total rows should >= 70% to proceed with the cohort\n",
    "chemdf = chemdf.fillna(chemdf.median()) # impute with the median\n",
    "chemdf = chemdf.dropna()\n",
    "chemdf = chemdf.reset_index()\n",
    "chemdf = pd.merge(dip,chemdf,on=['public_client_id'])\n",
    "chemdf = chemdf.drop('days_in_program', axis=1)\n",
    "chemdf \n",
    "#4881 participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Name</th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>taxa_Archaea.Euryarchaeota.Methanobacteria.Methanobacteriales.Methanobacteriaceae.Methanobrevibacter</th>\n",
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       "      <th>taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Coriobacteriales_Incertae_Sedis.nan</th>\n",
       "      <th>taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.Adlercreutzia</th>\n",
       "      <th>taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.DNF00809</th>\n",
       "      <th>taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.Eggerthella</th>\n",
       "      <th>taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.Gordonibacter</th>\n",
       "      <th>taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.nan</th>\n",
       "      <th>taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.nan.nan</th>\n",
       "      <th>taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Bacteroidaceae.Bacteroides</th>\n",
       "      <th>taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Barnesiellaceae.Barnesiella</th>\n",
       "      <th>taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Barnesiellaceae.Coprobacter</th>\n",
       "      <th>taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Marinifilaceae.Butyricimonas</th>\n",
       "      <th>taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Marinifilaceae.Odoribacter</th>\n",
       "      <th>taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Muribaculaceae.nan</th>\n",
       "      <th>taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Prevotellaceae.Prevotella_9</th>\n",
       "      <th>taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Rikenellaceae.Alistipes</th>\n",
       "      <th>taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Tannerellaceae.Parabacteroides</th>\n",
       "      <th>taxa_Bacteria.Cyanobacteria.Melainabacteria.Gastranaerophilales.nan.nan</th>\n",
       "      <th>taxa_Bacteria.Cyanobacteria.Oxyphotobacteria.Chloroplast.nan.nan</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Bacilli.Bacillales.Family_XI.Gemella</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Bacilli.Lactobacillales.Carnobacteriaceae.Granulicatella</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Bacilli.Lactobacillales.Lactobacillaceae.Lactobacillus</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Bacilli.Lactobacillales.Streptococcaceae.Lactococcus</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Bacilli.Lactobacillales.Streptococcaceae.Streptococcus</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Christensenellaceae.Christensenellaceae_R-7_group</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Christensenellaceae.nan</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Clostridiaceae_1.Clostridium_sensu_stricto_1</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Clostridiales_vadinBB60_group.nan</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Defluviitaleaceae.Defluviitaleaceae_UCG-011</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Eubacteriaceae.Anaerofustis</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Family_XIII.Family_XIII_AD3011_group</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Family_XIII.Family_XIII_UCG-001</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Family_XIII.nan</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Agathobacter</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Anaerostipes</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Blautia</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.CAG-56</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Coprococcus_1</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Coprococcus_2</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Coprococcus_3</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Dorea</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Eisenbergiella</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Fusicatenibacter</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.GCA-900066575</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Hungatella</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnoclostridium</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospira</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_FCS020_group</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_ND3007_group</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_NK4A136_group</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-001</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-004</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-008</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-010</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Marvinbryantia</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Roseburia</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Sellimonas</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Shuttleworthia</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Tyzzerella</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Tyzzerella_3</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.UC5-1-2E3</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.nan</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Peptococcaceae.Peptococcus</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Peptococcaceae.nan</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Peptostreptococcaceae.Intestinibacter</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Peptostreptococcaceae.Romboutsia</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Peptostreptococcaceae.Terrisporobacter</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Anaerofilum</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Anaerotruncus</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Angelakisella</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Butyricicoccus</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Candidatus_Soleaferrea</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Caproiciproducens</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.DTU089</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Faecalibacterium</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Flavonifractor</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Fournierella</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.GCA-900066225</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Hydrogenoanaerobacterium</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Intestinimonas</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Negativibacillus</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Oscillibacter</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Oscillospira</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Papillibacter</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Phocea</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Pseudoflavonifractor</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Pygmaiobacter</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium_5</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium_6</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium_9</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_NK4A214_group</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-002</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-003</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-004</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-005</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-009</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-010</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-013</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-014</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcus_1</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcus_2</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Subdoligranulum</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.UBA1819</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.nan</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.nan.nan</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Clostridia.DTU014.nan.nan</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Candidatus_Stoquefichus</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Dielma</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Erysipelatoclostridium</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Erysipelotrichaceae_UCG-003</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Faecalitalea</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Holdemania</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Merdibacter</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Turicibacter</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.nan</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Negativicutes.Selenomonadales.Acidaminococcaceae.Phascolarctobacterium</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Negativicutes.Selenomonadales.Veillonellaceae.Dialister</th>\n",
       "      <th>taxa_Bacteria.Firmicutes.Negativicutes.Selenomonadales.Veillonellaceae.Veillonella</th>\n",
       "      <th>taxa_Bacteria.Proteobacteria.Alphaproteobacteria.Rhodospirillales.nan.nan</th>\n",
       "      <th>taxa_Bacteria.Proteobacteria.Deltaproteobacteria.Desulfovibrionales.Desulfovibrionaceae.Bilophila</th>\n",
       "      <th>taxa_Bacteria.Proteobacteria.Deltaproteobacteria.Desulfovibrionales.Desulfovibrionaceae.Desulfovibrio</th>\n",
       "      <th>taxa_Bacteria.Proteobacteria.Deltaproteobacteria.Desulfovibrionales.Desulfovibrionaceae.nan</th>\n",
       "      <th>taxa_Bacteria.Proteobacteria.Gammaproteobacteria.Betaproteobacteriales.Burkholderiaceae.Oxalobacter</th>\n",
       "      <th>taxa_Bacteria.Proteobacteria.Gammaproteobacteria.Betaproteobacteriales.Burkholderiaceae.Parasutterella</th>\n",
       "      <th>taxa_Bacteria.Proteobacteria.Gammaproteobacteria.Betaproteobacteriales.Burkholderiaceae.Sutterella</th>\n",
       "      <th>taxa_Bacteria.Proteobacteria.Gammaproteobacteria.Enterobacteriales.Enterobacteriaceae.Escherichia/Shigella</th>\n",
       "      <th>taxa_Bacteria.Proteobacteria.Gammaproteobacteria.Pasteurellales.Pasteurellaceae.Haemophilus</th>\n",
       "      <th>taxa_Bacteria.Tenericutes.Mollicutes.Izimaplasmatales.nan.nan</th>\n",
       "      <th>taxa_Bacteria.Tenericutes.Mollicutes.Mollicutes_RF39.nan.nan</th>\n",
       "      <th>taxa_Bacteria.Verrucomicrobia.Verrucomicrobiae.Verrucomicrobiales.Akkermansiaceae.Akkermansia</th>\n",
       "      <th>taxa_Eukaryota.nan.nan.nan.nan.nan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01000261</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>14866</td>\n",
       "      <td>522</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>10461</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>94</td>\n",
       "      <td>1740</td>\n",
       "      <td>0</td>\n",
       "      <td>1293</td>\n",
       "      <td>73</td>\n",
       "      <td>688</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>1722</td>\n",
       "      <td>430</td>\n",
       "      <td>12</td>\n",
       "      <td>245</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
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       "      <td>11</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>13434</td>\n",
       "      <td>1180</td>\n",
       "      <td>5969</td>\n",
       "      <td>1113</td>\n",
       "      <td>644</td>\n",
       "      <td>0</td>\n",
       "      <td>1282</td>\n",
       "      <td>2150</td>\n",
       "      <td>0</td>\n",
       "      <td>1631</td>\n",
       "      <td>122</td>\n",
       "      <td>0</td>\n",
       "      <td>493</td>\n",
       "      <td>2007</td>\n",
       "      <td>37</td>\n",
       "      <td>688</td>\n",
       "      <td>2533</td>\n",
       "      <td>358</td>\n",
       "      <td>347</td>\n",
       "      <td>52</td>\n",
       "      <td>111</td>\n",
       "      <td>273</td>\n",
       "      <td>9011</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>5934</td>\n",
       "      <td>0</td>\n",
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       "      <td>251</td>\n",
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       "      <td>1065</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7248</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>79</td>\n",
       "      <td>29</td>\n",
       "      <td>182</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>518</td>\n",
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       "      <td>81</td>\n",
       "      <td>193</td>\n",
       "      <td>659</td>\n",
       "      <td>275</td>\n",
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       "      <td>327</td>\n",
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       "      <td>3310</td>\n",
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       "      <td>49</td>\n",
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       "      <td>516</td>\n",
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       "      <td>679</td>\n",
       "      <td>52</td>\n",
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       "      <td>43</td>\n",
       "      <td>861</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01001298</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>23</td>\n",
       "      <td>578</td>\n",
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       "      <td>28</td>\n",
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       "      <td>421</td>\n",
       "      <td>92</td>\n",
       "      <td>107017</td>\n",
       "      <td>5388</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>973</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4295</td>\n",
       "      <td>2118</td>\n",
       "      <td>3003</td>\n",
       "      <td>294</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>841</td>\n",
       "      <td>44</td>\n",
       "      <td>77</td>\n",
       "      <td>105</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>195</td>\n",
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       "      <td>12679</td>\n",
       "      <td>1334</td>\n",
       "      <td>416</td>\n",
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       "      <td>207</td>\n",
       "      <td>1886</td>\n",
       "      <td>1437</td>\n",
       "      <td>77</td>\n",
       "      <td>9114</td>\n",
       "      <td>15149</td>\n",
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       "      <td>709</td>\n",
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       "      <td>119</td>\n",
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       "      <td>279</td>\n",
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       "      <td>671</td>\n",
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       "      <td>24</td>\n",
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       "      <td>412</td>\n",
       "      <td>80</td>\n",
       "      <td>1375</td>\n",
       "      <td>1312</td>\n",
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       "      <td>400</td>\n",
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       "      <td>2165</td>\n",
       "      <td>291</td>\n",
       "      <td>2457</td>\n",
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       "      <td>8698</td>\n",
       "      <td>78</td>\n",
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       "      <td>8079</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01001621</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>812</td>\n",
       "      <td>6857</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2281</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>85495</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5358</td>\n",
       "      <td>864</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>70</td>\n",
       "      <td>99</td>\n",
       "      <td>108</td>\n",
       "      <td>2387</td>\n",
       "      <td>45</td>\n",
       "      <td>282</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>57</td>\n",
       "      <td>35</td>\n",
       "      <td>79</td>\n",
       "      <td>159</td>\n",
       "      <td>505</td>\n",
       "      <td>9281</td>\n",
       "      <td>402</td>\n",
       "      <td>44146</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>2555</td>\n",
       "      <td>288</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>284</td>\n",
       "      <td>5597</td>\n",
       "      <td>3589</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>384</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>299</td>\n",
       "      <td>0</td>\n",
       "      <td>10042</td>\n",
       "      <td>2709</td>\n",
       "      <td>66</td>\n",
       "      <td>847</td>\n",
       "      <td>955</td>\n",
       "      <td>0</td>\n",
       "      <td>13198</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>528</td>\n",
       "      <td>2340</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>436</td>\n",
       "      <td>241</td>\n",
       "      <td>140</td>\n",
       "      <td>340</td>\n",
       "      <td>17397</td>\n",
       "      <td>1840</td>\n",
       "      <td>0</td>\n",
       "      <td>424</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1873</td>\n",
       "      <td>1656</td>\n",
       "      <td>0</td>\n",
       "      <td>196</td>\n",
       "      <td>0</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>12018</td>\n",
       "      <td>0</td>\n",
       "      <td>2902</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>904</td>\n",
       "      <td>486</td>\n",
       "      <td>182</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>285</td>\n",
       "      <td>3490</td>\n",
       "      <td>0</td>\n",
       "      <td>786</td>\n",
       "      <td>670</td>\n",
       "      <td>4376</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4699</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>224</td>\n",
       "      <td>78</td>\n",
       "      <td>21</td>\n",
       "      <td>491</td>\n",
       "      <td>4543</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>1850</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01001661</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31605</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>533</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1289</td>\n",
       "      <td>853</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>308</td>\n",
       "      <td>1594</td>\n",
       "      <td>16</td>\n",
       "      <td>51</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>6077</td>\n",
       "      <td>1316</td>\n",
       "      <td>5601</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>795</td>\n",
       "      <td>4015</td>\n",
       "      <td>114</td>\n",
       "      <td>0</td>\n",
       "      <td>1695</td>\n",
       "      <td>873</td>\n",
       "      <td>791</td>\n",
       "      <td>0</td>\n",
       "      <td>215</td>\n",
       "      <td>93</td>\n",
       "      <td>1556</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>3134</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1378</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>6913</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>9</td>\n",
       "      <td>61</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>3659</td>\n",
       "      <td>71</td>\n",
       "      <td>21</td>\n",
       "      <td>689</td>\n",
       "      <td>351</td>\n",
       "      <td>120</td>\n",
       "      <td>122</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1335</td>\n",
       "      <td>151</td>\n",
       "      <td>352</td>\n",
       "      <td>1414</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>221</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>58</td>\n",
       "      <td>1688</td>\n",
       "      <td>15</td>\n",
       "      <td>38</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>535</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>133</td>\n",
       "      <td>541</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>97</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01001798</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>2439</td>\n",
       "      <td>2657</td>\n",
       "      <td>166</td>\n",
       "      <td>297</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>54320</td>\n",
       "      <td>880</td>\n",
       "      <td>1472</td>\n",
       "      <td>0</td>\n",
       "      <td>751</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4798</td>\n",
       "      <td>2228</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>481</td>\n",
       "      <td>38</td>\n",
       "      <td>1284</td>\n",
       "      <td>44</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>28</td>\n",
       "      <td>56</td>\n",
       "      <td>13180</td>\n",
       "      <td>3689</td>\n",
       "      <td>20076</td>\n",
       "      <td>1455</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>470</td>\n",
       "      <td>2659</td>\n",
       "      <td>234</td>\n",
       "      <td>0</td>\n",
       "      <td>90</td>\n",
       "      <td>57</td>\n",
       "      <td>2327</td>\n",
       "      <td>6201</td>\n",
       "      <td>492</td>\n",
       "      <td>0</td>\n",
       "      <td>382</td>\n",
       "      <td>0</td>\n",
       "      <td>1381</td>\n",
       "      <td>0</td>\n",
       "      <td>521</td>\n",
       "      <td>46</td>\n",
       "      <td>15938</td>\n",
       "      <td>21</td>\n",
       "      <td>47</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4450</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>212</td>\n",
       "      <td>66</td>\n",
       "      <td>31</td>\n",
       "      <td>14</td>\n",
       "      <td>37083</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>358</td>\n",
       "      <td>1082</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2725</td>\n",
       "      <td>0</td>\n",
       "      <td>397</td>\n",
       "      <td>132</td>\n",
       "      <td>641</td>\n",
       "      <td>0</td>\n",
       "      <td>308</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2491</td>\n",
       "      <td>7668</td>\n",
       "      <td>1421</td>\n",
       "      <td>0</td>\n",
       "      <td>3039</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>796</td>\n",
       "      <td>20</td>\n",
       "      <td>41</td>\n",
       "      <td>101</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>34</td>\n",
       "      <td>1810</td>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>0</td>\n",
       "      <td>436</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2565</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>561</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3689</th>\n",
       "      <td>MUMA</td>\n",
       "      <td>0</td>\n",
       "      <td>142</td>\n",
       "      <td>5150</td>\n",
       "      <td>49966</td>\n",
       "      <td>1552</td>\n",
       "      <td>1005</td>\n",
       "      <td>112</td>\n",
       "      <td>3373</td>\n",
       "      <td>948</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8604</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>4366</td>\n",
       "      <td>3046</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5544</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>53</td>\n",
       "      <td>51</td>\n",
       "      <td>419</td>\n",
       "      <td>1631</td>\n",
       "      <td>466</td>\n",
       "      <td>55</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>191</td>\n",
       "      <td>189</td>\n",
       "      <td>445</td>\n",
       "      <td>1938</td>\n",
       "      <td>5634</td>\n",
       "      <td>16935</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1644</td>\n",
       "      <td>659</td>\n",
       "      <td>108</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3480</td>\n",
       "      <td>952</td>\n",
       "      <td>0</td>\n",
       "      <td>7978</td>\n",
       "      <td>936</td>\n",
       "      <td>826</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>170</td>\n",
       "      <td>113</td>\n",
       "      <td>1415</td>\n",
       "      <td>179</td>\n",
       "      <td>659</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "      <td>8988</td>\n",
       "      <td>76</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>227</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27354</td>\n",
       "      <td>5961</td>\n",
       "      <td>166</td>\n",
       "      <td>336</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>642</td>\n",
       "      <td>85</td>\n",
       "      <td>375</td>\n",
       "      <td>451</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>628</td>\n",
       "      <td>103</td>\n",
       "      <td>7404</td>\n",
       "      <td>85</td>\n",
       "      <td>1977</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>313</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4264</td>\n",
       "      <td>0</td>\n",
       "      <td>1264</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>663</td>\n",
       "      <td>4546</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7583</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12790</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6749</td>\n",
       "      <td>3149</td>\n",
       "      <td>180</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>59632</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3690</th>\n",
       "      <td>QIRL</td>\n",
       "      <td>3269</td>\n",
       "      <td>156</td>\n",
       "      <td>20953</td>\n",
       "      <td>87296</td>\n",
       "      <td>25</td>\n",
       "      <td>1905</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1891</td>\n",
       "      <td>1603</td>\n",
       "      <td>284</td>\n",
       "      <td>16481</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>4087</td>\n",
       "      <td>3098</td>\n",
       "      <td>0</td>\n",
       "      <td>421</td>\n",
       "      <td>14265</td>\n",
       "      <td>0</td>\n",
       "      <td>710</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>90</td>\n",
       "      <td>2217</td>\n",
       "      <td>23430</td>\n",
       "      <td>333</td>\n",
       "      <td>963</td>\n",
       "      <td>131</td>\n",
       "      <td>60</td>\n",
       "      <td>24</td>\n",
       "      <td>671</td>\n",
       "      <td>116</td>\n",
       "      <td>56</td>\n",
       "      <td>4899</td>\n",
       "      <td>2895</td>\n",
       "      <td>14001</td>\n",
       "      <td>71</td>\n",
       "      <td>823</td>\n",
       "      <td>675</td>\n",
       "      <td>1378</td>\n",
       "      <td>3986</td>\n",
       "      <td>0</td>\n",
       "      <td>3768</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1969</td>\n",
       "      <td>3858</td>\n",
       "      <td>148</td>\n",
       "      <td>4284</td>\n",
       "      <td>816</td>\n",
       "      <td>158</td>\n",
       "      <td>61</td>\n",
       "      <td>14</td>\n",
       "      <td>152</td>\n",
       "      <td>502</td>\n",
       "      <td>779</td>\n",
       "      <td>27</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>107</td>\n",
       "      <td>159</td>\n",
       "      <td>5719</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>155</td>\n",
       "      <td>3434</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>18727</td>\n",
       "      <td>43</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>314</td>\n",
       "      <td>0</td>\n",
       "      <td>556</td>\n",
       "      <td>220</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>923</td>\n",
       "      <td>1524</td>\n",
       "      <td>139</td>\n",
       "      <td>1406</td>\n",
       "      <td>14750</td>\n",
       "      <td>0</td>\n",
       "      <td>1646</td>\n",
       "      <td>3451</td>\n",
       "      <td>0</td>\n",
       "      <td>226</td>\n",
       "      <td>154</td>\n",
       "      <td>1751</td>\n",
       "      <td>840</td>\n",
       "      <td>7800</td>\n",
       "      <td>1978</td>\n",
       "      <td>0</td>\n",
       "      <td>1512</td>\n",
       "      <td>116</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>4825</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>930</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>4207</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>13115</td>\n",
       "      <td>29</td>\n",
       "      <td>152</td>\n",
       "      <td>6</td>\n",
       "      <td>99</td>\n",
       "      <td>125</td>\n",
       "      <td>7050</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3691</th>\n",
       "      <td>ZU273983</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6853</td>\n",
       "      <td>144</td>\n",
       "      <td>46</td>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43541</td>\n",
       "      <td>0</td>\n",
       "      <td>887</td>\n",
       "      <td>0</td>\n",
       "      <td>188</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3797</td>\n",
       "      <td>3528</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>106</td>\n",
       "      <td>553</td>\n",
       "      <td>169</td>\n",
       "      <td>86</td>\n",
       "      <td>37</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>161</td>\n",
       "      <td>76</td>\n",
       "      <td>18</td>\n",
       "      <td>9457</td>\n",
       "      <td>1249</td>\n",
       "      <td>4700</td>\n",
       "      <td>633</td>\n",
       "      <td>431</td>\n",
       "      <td>0</td>\n",
       "      <td>633</td>\n",
       "      <td>888</td>\n",
       "      <td>10</td>\n",
       "      <td>1063</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>2631</td>\n",
       "      <td>2061</td>\n",
       "      <td>0</td>\n",
       "      <td>300</td>\n",
       "      <td>1217</td>\n",
       "      <td>169</td>\n",
       "      <td>287</td>\n",
       "      <td>0</td>\n",
       "      <td>219</td>\n",
       "      <td>0</td>\n",
       "      <td>3459</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5949</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>382</td>\n",
       "      <td>28</td>\n",
       "      <td>59</td>\n",
       "      <td>28</td>\n",
       "      <td>12587</td>\n",
       "      <td>177</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>803</td>\n",
       "      <td>81</td>\n",
       "      <td>279</td>\n",
       "      <td>510</td>\n",
       "      <td>635</td>\n",
       "      <td>0</td>\n",
       "      <td>185</td>\n",
       "      <td>499</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>524</td>\n",
       "      <td>0</td>\n",
       "      <td>4855</td>\n",
       "      <td>7658</td>\n",
       "      <td>3244</td>\n",
       "      <td>30</td>\n",
       "      <td>2492</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>16</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>177</td>\n",
       "      <td>1429</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>1973</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3692</th>\n",
       "      <td>ZU621944</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2204</td>\n",
       "      <td>3571</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>154921</td>\n",
       "      <td>1620</td>\n",
       "      <td>0</td>\n",
       "      <td>389</td>\n",
       "      <td>196</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3314</td>\n",
       "      <td>5769</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13318</td>\n",
       "      <td>1800</td>\n",
       "      <td>2512</td>\n",
       "      <td>270</td>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2319</td>\n",
       "      <td>0</td>\n",
       "      <td>1306</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7304</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>265</td>\n",
       "      <td>0</td>\n",
       "      <td>432</td>\n",
       "      <td>0</td>\n",
       "      <td>722</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>795</td>\n",
       "      <td>0</td>\n",
       "      <td>3134</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>638</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1620</td>\n",
       "      <td>170</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>336</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>549</td>\n",
       "      <td>0</td>\n",
       "      <td>162</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>424</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1183</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>491</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>1268</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2508</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1476</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1583</td>\n",
       "      <td>19171</td>\n",
       "      <td>72</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>131</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3693</th>\n",
       "      <td>ZU687756</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1508</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46468</td>\n",
       "      <td>4570</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>989</td>\n",
       "      <td>3849</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>20</td>\n",
       "      <td>134</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5951</td>\n",
       "      <td>39</td>\n",
       "      <td>8042</td>\n",
       "      <td>0</td>\n",
       "      <td>148</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>124</td>\n",
       "      <td>42</td>\n",
       "      <td>901</td>\n",
       "      <td>0</td>\n",
       "      <td>164</td>\n",
       "      <td>2611</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3694 rows × 136 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Name public_client_id  taxa_Archaea.Euryarchaeota.Methanobacteria.Methanobacteriales.Methanobacteriaceae.Methanobrevibacter  taxa_Bacteria.Actinobacteria.Actinobacteria.Actinomycetales.Actinomycetaceae.Actinomyces  taxa_Bacteria.Actinobacteria.Actinobacteria.Bifidobacteriales.Bifidobacteriaceae.Bifidobacterium  taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Coriobacteriaceae.Collinsella  taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Coriobacteriales_Incertae_Sedis.nan  taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.Adlercreutzia  taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.DNF00809  taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.Eggerthella  taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.Gordonibacter  taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.nan  \\\n",
       "0            01000261                                                 71                                                                                                     0                                                                                     14866                                                                                               522                                                                                          67                                                                                                 0                                                                                           0                                                                                      0                                                                                         0                                                                                           0                                  \n",
       "1            01001298                                                  0                                                                                                     7                                                                                        23                                                                                               578                                                                                           0                                                                                                49                                                                                           0                                                                                     28                                                                                         0                                                                                         421                                  \n",
       "2            01001621                                                  0                                                                                                   139                                                                                       812                                                                                              6857                                                                                           0                                                                                                 0                                                                                           0                                                                                   2281                                                                                         0                                                                                           0                                  \n",
       "3            01001661                                                  0                                                                                                     0                                                                                        18                                                                                                 0                                                                                          42                                                                                                94                                                                                           0                                                                                      0                                                                                         8                                                                                           0                                  \n",
       "4            01001798                                                  0                                                                                                    19                                                                                      2439                                                                                              2657                                                                                         166                                                                                               297                                                                                           0                                                                                     63                                                                                         8                                                                                           0                                  \n",
       "...               ...                                                ...                                                                                                   ...                                                                                       ...                                                                                               ...                                                                                         ...                                                                                               ...                                                                                         ...                                                                                    ...                                                                                       ...                                                                                         ...                                  \n",
       "3689             MUMA                                                  0                                                                                                   142                                                                                      5150                                                                                             49966                                                                                        1552                                                                                              1005                                                                                         112                                                                                   3373                                                                                       948                                                                                           0                                  \n",
       "3690             QIRL                                               3269                                                                                                   156                                                                                     20953                                                                                             87296                                                                                          25                                                                                              1905                                                                                           0                                                                                      0                                                                                      1891                                                                                        1603                                  \n",
       "3691         ZU273983                                                  0                                                                                                     0                                                                                      6853                                                                                               144                                                                                          46                                                                                               138                                                                                           0                                                                                     18                                                                                         0                                                                                           0                                  \n",
       "3692         ZU621944                                                  0                                                                                                     0                                                                                      2204                                                                                              3571                                                                                           0                                                                                                 0                                                                                           0                                                                                     17                                                                                         0                                                                                          86                                  \n",
       "3693         ZU687756                                                  0                                                                                                    11                                                                                         0                                                                                              1508                                                                                          93                                                                                                 0                                                                                           0                                                                                     76                                                                                         0                                                                                           0                                  \n",
       "\n",
       "Name  taxa_Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.nan.nan  taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Bacteroidaceae.Bacteroides  taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Barnesiellaceae.Barnesiella  taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Barnesiellaceae.Coprobacter  taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Marinifilaceae.Butyricimonas  taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Marinifilaceae.Odoribacter  taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Muribaculaceae.nan  taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Prevotellaceae.Prevotella_9  taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Rikenellaceae.Alistipes  taxa_Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Tannerellaceae.Parabacteroides  taxa_Bacteria.Cyanobacteria.Melainabacteria.Gastranaerophilales.nan.nan  taxa_Bacteria.Cyanobacteria.Oxyphotobacteria.Chloroplast.nan.nan  \\\n",
       "0                                                    69                                                                 10461                                                                                 0                                                                                 49                                                                                  0                                                                                  94                                                                              1740                                                                         0                                                                               1293                                                                             73                                                                                   688                                                                        0                  \n",
       "1                                                    92                                                                107017                                                                              5388                                                                                  0                                                                                  0                                                                                 973                                                                                 0                                                                         0                                                                               4295                                                                           2118                                                                                  3003                                                                      294                  \n",
       "2                                                     0                                                                 85495                                                                                 0                                                                                  0                                                                                  0                                                                                   0                                                                                 0                                                                         0                                                                                  0                                                                           5358                                                                                   864                                                                        0                  \n",
       "3                                                     0                                                                 31605                                                                                 0                                                                                  0                                                                                533                                                                                   0                                                                                 0                                                                         0                                                                               1289                                                                            853                                                                                     0                                                                        0                  \n",
       "4                                                    16                                                                 54320                                                                               880                                                                               1472                                                                                  0                                                                                 751                                                                                 0                                                                         0                                                                               4798                                                                           2228                                                                                     0                                                                        0                  \n",
       "...                                                 ...                                                                   ...                                                                               ...                                                                                ...                                                                                ...                                                                                 ...                                                                               ...                                                                       ...                                                                                ...                                                                            ...                                                                                   ...                                                                      ...                  \n",
       "3689                                                  0                                                                  8604                                                                                 0                                                                                 18                                                                               4366                                                                                3046                                                                                 0                                                                         0                                                                               5544                                                                              7                                                                                     0                                                                        0                  \n",
       "3690                                                284                                                                 16481                                                                                 0                                                                                 91                                                                               4087                                                                                3098                                                                                 0                                                                       421                                                                              14265                                                                              0                                                                                   710                                                                       21                  \n",
       "3691                                                  0                                                                 43541                                                                                 0                                                                                887                                                                                  0                                                                                 188                                                                                 0                                                                         0                                                                               3797                                                                           3528                                                                                     0                                                                        0                  \n",
       "3692                                                  0                                                                154921                                                                              1620                                                                                  0                                                                                389                                                                                 196                                                                                 0                                                                         0                                                                               3314                                                                           5769                                                                                     0                                                                        0                  \n",
       "3693                                                  0                                                                 46468                                                                              4570                                                                                  0                                                                                  0                                                                                   0                                                                                 0                                                                         0                                                                                989                                                                           3849                                                                                     0                                                                        0                  \n",
       "\n",
       "Name  taxa_Bacteria.Firmicutes.Bacilli.Bacillales.Family_XI.Gemella  taxa_Bacteria.Firmicutes.Bacilli.Lactobacillales.Carnobacteriaceae.Granulicatella  taxa_Bacteria.Firmicutes.Bacilli.Lactobacillales.Lactobacillaceae.Lactobacillus  taxa_Bacteria.Firmicutes.Bacilli.Lactobacillales.Streptococcaceae.Lactococcus  taxa_Bacteria.Firmicutes.Bacilli.Lactobacillales.Streptococcaceae.Streptococcus  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Christensenellaceae.Christensenellaceae_R-7_group  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Christensenellaceae.nan  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Clostridiaceae_1.Clostridium_sensu_stricto_1  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Clostridiales_vadinBB60_group.nan  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Defluviitaleaceae.Defluviitaleaceae_UCG-011  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Eubacteriaceae.Anaerofustis  \\\n",
       "0                                                     0                                                              0                                                                                 62                                                                                0                                                                           1722                                                                              430                                                                                                   12                                                                        245                                                                                               0                                                                                    7                                                                                              0                               \n",
       "1                                                     0                                                              0                                                                                  0                                                                                0                                                                             25                                                                              841                                                                                                   44                                                                         77                                                                                             105                                                                                   24                                                                                              0                               \n",
       "2                                                    16                                                             70                                                                                 99                                                                              108                                                                           2387                                                                               45                                                                                                  282                                                                          0                                                                                              48                                                                                   57                                                                                             35                               \n",
       "3                                                     4                                                              9                                                                                  0                                                                                0                                                                            308                                                                             1594                                                                                                   16                                                                         51                                                                                              32                                                                                    0                                                                                              0                               \n",
       "4                                                     5                                                              0                                                                                481                                                                               38                                                                           1284                                                                               44                                                                                                   23                                                                          0                                                                                             139                                                                                   32                                                                                              0                               \n",
       "...                                                 ...                                                            ...                                                                                ...                                                                              ...                                                                            ...                                                                              ...                                                                                                  ...                                                                        ...                                                                                             ...                                                                                  ...                                                                                            ...                               \n",
       "3689                                                 13                                                             53                                                                                 51                                                                              419                                                                           1631                                                                              466                                                                                                   55                                                                         30                                                                                               0                                                                                    0                                                                                             32                               \n",
       "3690                                                 15                                                              0                                                                                 19                                                                               90                                                                           2217                                                                            23430                                                                                                  333                                                                        963                                                                                             131                                                                                   60                                                                                             24                               \n",
       "3691                                                  0                                                              0                                                                                  0                                                                               34                                                                            106                                                                              553                                                                                                  169                                                                         86                                                                                              37                                                                                    6                                                                                              8                               \n",
       "3692                                                  0                                                             11                                                                                  2                                                                               20                                                                            118                                                                                0                                                                                                    0                                                                         25                                                                                               0                                                                                    0                                                                                              0                               \n",
       "3693                                                  0                                                              0                                                                                  8                                                                               20                                                                            134                                                                                0                                                                                                    4                                                                          0                                                                                               0                                                                                    0                                                                                              0                               \n",
       "\n",
       "Name  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Family_XIII.Family_XIII_AD3011_group  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Family_XIII.Family_XIII_UCG-001  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Family_XIII.nan  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Agathobacter  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Anaerostipes  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Blautia  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.CAG-56  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Coprococcus_1  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Coprococcus_2  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Coprococcus_3  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Dorea  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Eisenbergiella  \\\n",
       "0                                                    11                                                                                      78                                                                                  0                                                              13434                                                                            1180                                                                            5969                                                                       1113                                                                       644                                                                                0                                                                             1282                                                                             2150                                                                        0                                  \n",
       "1                                                   195                                                                                     156                                                                                  0                                                               4290                                                                            8476                                                                           12679                                                                       1334                                                                       416                                                                                0                                                                             1627                                                                             1821                                                                      207                                  \n",
       "2                                                    79                                                                                     159                                                                                505                                                               9281                                                                             402                                                                           44146                                                                          0                                                                         0                                                                                0                                                                               65                                                                             2555                                                                      288                                  \n",
       "3                                                    54                                                                                      71                                                                                  0                                                               6077                                                                            1316                                                                            5601                                                                          0                                                                         0                                                                                0                                                                                0                                                                              502                                                                        0                                  \n",
       "4                                                    70                                                                                      28                                                                                 56                                                              13180                                                                            3689                                                                           20076                                                                       1455                                                                         0                                                                               22                                                                              470                                                                             2659                                                                      234                                  \n",
       "...                                                 ...                                                                                     ...                                                                                ...                                                                ...                                                                             ...                                                                             ...                                                                        ...                                                                       ...                                                                              ...                                                                              ...                                                                              ...                                                                      ...                                  \n",
       "3689                                                191                                                                                     189                                                                                445                                                               1938                                                                            5634                                                                           16935                                                                          0                                                                         0                                                                                0                                                                             1644                                                                              659                                                                      108                                  \n",
       "3690                                                671                                                                                     116                                                                                 56                                                               4899                                                                            2895                                                                           14001                                                                         71                                                                       823                                                                              675                                                                             1378                                                                             3986                                                                        0                                  \n",
       "3691                                                161                                                                                      76                                                                                 18                                                               9457                                                                            1249                                                                            4700                                                                        633                                                                       431                                                                                0                                                                              633                                                                              888                                                                       10                                  \n",
       "3692                                                  0                                                                                       0                                                                                  0                                                              13318                                                                            1800                                                                            2512                                                                        270                                                                       153                                                                                0                                                                                0                                                                             2319                                                                        0                                  \n",
       "3693                                                  0                                                                                       0                                                                                  0                                                               5951                                                                              39                                                                            8042                                                                          0                                                                       148                                                                                0                                                                                0                                                                              124                                                                       42                                  \n",
       "\n",
       "Name  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Fusicatenibacter  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.GCA-900066575  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Hungatella  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnoclostridium  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospira  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_FCS020_group  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_ND3007_group  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_NK4A136_group  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-001  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-004  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-008  \\\n",
       "0                                                  1631                                                                                 122                                                                                0                                                                           493                                                                                 2007                                                                             37                                                                                             688                                                                                            2533                                                                                              358                                                                                        347                                                                                         52                                           \n",
       "1                                                  1886                                                                                1437                                                                               77                                                                          9114                                                                                15149                                                                            342                                                                                               0                                                                                              51                                                                                              833                                                                                       1277                                                                                          0                                           \n",
       "2                                                     0                                                                                  72                                                                              284                                                                          5597                                                                                 3589                                                                             16                                                                                               0                                                                                               0                                                                                              384                                                                                          0                                                                                          0                                           \n",
       "3                                                     0                                                                                  71                                                                                0                                                                           795                                                                                 4015                                                                            114                                                                                               0                                                                                            1695                                                                                              873                                                                                        791                                                                                          0                                           \n",
       "4                                                     0                                                                                  90                                                                               57                                                                          2327                                                                                 6201                                                                            492                                                                                               0                                                                                             382                                                                                                0                                                                                       1381                                                                                          0                                           \n",
       "...                                                 ...                                                                                 ...                                                                              ...                                                                           ...                                                                                  ...                                                                            ...                                                                                             ...                                                                                             ...                                                                                              ...                                                                                        ...                                                                                        ...                                           \n",
       "3689                                                 70                                                                                   0                                                                                0                                                                          3480                                                                                  952                                                                              0                                                                                            7978                                                                                             936                                                                                              826                                                                                         26                                                                                          0                                           \n",
       "3690                                               3768                                                                                  20                                                                                0                                                                          1969                                                                                 3858                                                                            148                                                                                            4284                                                                                             816                                                                                              158                                                                                         61                                                                                         14                                           \n",
       "3691                                               1063                                                                                  24                                                                               25                                                                          2631                                                                                 2061                                                                              0                                                                                             300                                                                                            1217                                                                                              169                                                                                        287                                                                                          0                                           \n",
       "3692                                               1306                                                                                   0                                                                                0                                                                          7304                                                                                    0                                                                             17                                                                                               0                                                                                               0                                                                                               34                                                                                        265                                                                                          0                                           \n",
       "3693                                                901                                                                                   0                                                                              164                                                                          2611                                                                                 1461                                                                              0                                                                                               0                                                                                              87                                                                                                0                                                                                        184                                                                                          0                                           \n",
       "\n",
       "Name  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-010  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Marvinbryantia  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Roseburia  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Sellimonas  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Shuttleworthia  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Tyzzerella  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Tyzzerella_3  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.UC5-1-2E3  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.nan  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Peptococcaceae.Peptococcus  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Peptococcaceae.nan  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Peptostreptococcaceae.Intestinibacter  \\\n",
       "0                                                   111                                                                                        273                                                                              9011                                                                            0                                                                             0                                                                                 0                                                                             0                                                                               0                                                                         5934                                                                      0                                                                             0                                                                    25                                         \n",
       "1                                                   709                                                                                        736                                                                               119                                                                            0                                                                           592                                                                                 0                                                                          3404                                                                               0                                                                         9736                                                                     93                                                                           279                                                                     0                                         \n",
       "2                                                   299                                                                                          0                                                                             10042                                                                         2709                                                                            66                                                                               847                                                                           955                                                                               0                                                                        13198                                                                      0                                                                             0                                                                   528                                         \n",
       "3                                                   215                                                                                         93                                                                              1556                                                                            4                                                                            14                                                                                 0                                                                             0                                                                              21                                                                         3134                                                                      0                                                                            10                                                                     0                                         \n",
       "4                                                   521                                                                                         46                                                                             15938                                                                           21                                                                            47                                                                                14                                                                             0                                                                               0                                                                         4450                                                                      0                                                                             0                                                                    52                                         \n",
       "...                                                 ...                                                                                        ...                                                                               ...                                                                          ...                                                                           ...                                                                               ...                                                                           ...                                                                             ...                                                                          ...                                                                    ...                                                                           ...                                                                   ...                                         \n",
       "3689                                                170                                                                                        113                                                                              1415                                                                          179                                                                           659                                                                                84                                                                             0                                                                              86                                                                         8988                                                                     76                                                                             8                                                                     0                                         \n",
       "3690                                                152                                                                                        502                                                                               779                                                                           27                                                                           145                                                                                 0                                                                           107                                                                             159                                                                         5719                                                                     69                                                                             0                                                                   155                                         \n",
       "3691                                                219                                                                                          0                                                                              3459                                                                            0                                                                             0                                                                                14                                                                             0                                                                               0                                                                         5949                                                                      0                                                                             0                                                                    28                                         \n",
       "3692                                                432                                                                                          0                                                                               722                                                                            0                                                                             0                                                                                67                                                                           795                                                                               0                                                                         3134                                                                      0                                                                             0                                                                    10                                         \n",
       "3693                                                101                                                                                         21                                                                               408                                                                           35                                                                             0                                                                               463                                                                             0                                                                               0                                                                         2920                                                                      0                                                                             0                                                                     0                                         \n",
       "\n",
       "Name  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Peptostreptococcaceae.Romboutsia  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Peptostreptococcaceae.Terrisporobacter  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Anaerofilum  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Anaerotruncus  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Angelakisella  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Butyricicoccus  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Candidatus_Soleaferrea  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Caproiciproducens  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.DTU089  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Faecalibacterium  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Flavonifractor  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Fournierella  \\\n",
       "0                                                   251                                                                                   0                                                                                         0                                                                              0                                                                                0                                                                             1065                                                                                 0                                                                                         0                                                                                    0                                                                      7248                                                                                   0                                                                                 0                                \n",
       "1                                                     0                                                                                   0                                                                                        36                                                                             42                                                                                0                                                                              671                                                                                53                                                                                        24                                                                                   12                                                                     32584                                                                                 444                                                                                 0                                \n",
       "2                                                  2340                                                                                   0                                                                                        53                                                                             68                                                                                0                                                                              436                                                                               241                                                                                       140                                                                                  340                                                                     17397                                                                                1840                                                                                 0                                \n",
       "3                                                    20                                                                                   0                                                                                         0                                                                              5                                                                                0                                                                             1378                                                                                 0                                                                                         9                                                                                   12                                                                      6913                                                                                  38                                                                                 0                                \n",
       "4                                                    37                                                                                   0                                                                                         5                                                                             67                                                                                0                                                                              212                                                                                66                                                                                        31                                                                                   14                                                                     37083                                                                                 127                                                                                 0                                \n",
       "...                                                 ...                                                                                 ...                                                                                       ...                                                                            ...                                                                              ...                                                                              ...                                                                               ...                                                                                       ...                                                                                  ...                                                                       ...                                                                                 ...                                                                               ...                                \n",
       "3689                                                227                                                                                   0                                                                                         0                                                                              0                                                                               30                                                                               91                                                                                 0                                                                                         0                                                                                27354                                                                      5961                                                                                 166                                                                               336                                \n",
       "3690                                               3434                                                                                   0                                                                                         0                                                                              0                                                                                0                                                                                0                                                                                 0                                                                                         0                                                                                   25                                                                     18727                                                                                  43                                                                                51                                \n",
       "3691                                                  0                                                                                   0                                                                                         8                                                                             65                                                                                0                                                                              382                                                                                28                                                                                        59                                                                                   28                                                                     12587                                                                                 177                                                                                 0                                \n",
       "3692                                                 18                                                                                   0                                                                                         0                                                                              0                                                                                0                                                                              638                                                                                11                                                                                         0                                                                                    0                                                                      1620                                                                                 170                                                                                 0                                \n",
       "3693                                                  0                                                                                   0                                                                                         0                                                                             14                                                                                0                                                                              213                                                                                 4                                                                                         0                                                                                   53                                                                      4350                                                                                 188                                                                                 0                                \n",
       "\n",
       "Name  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.GCA-900066225  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Hydrogenoanaerobacterium  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Intestinimonas  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Negativibacillus  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Oscillibacter  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Oscillospira  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Papillibacter  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Phocea  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Pseudoflavonifractor  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Pygmaiobacter  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium  \\\n",
       "0                                                     0                                                                                0                                                                                          79                                                                                29                                                                                 182                                                                               31                                                                               0                                                                                0                                                                         0                                                                                       0                                                                                0                                     \n",
       "1                                                     8                                                                                0                                                                                         499                                                                               106                                                                                 846                                                                               15                                                                              31                                                                               25                                                                        68                                                                                       0                                                                                0                                     \n",
       "2                                                   424                                                                               44                                                                                           0                                                                                 0                                                                                1873                                                                             1656                                                                               0                                                                              196                                                                         0                                                                                     145                                                                                0                                     \n",
       "3                                                    13                                                                                0                                                                                         106                                                                                 9                                                                                  61                                                                               42                                                                               0                                                                                0                                                                        11                                                                                       0                                                                                0                                     \n",
       "4                                                    20                                                                                0                                                                                          59                                                                               358                                                                                1082                                                                                0                                                                               0                                                                               40                                                                         0                                                                                       0                                                                                0                                     \n",
       "...                                                 ...                                                                              ...                                                                                         ...                                                                               ...                                                                                 ...                                                                              ...                                                                             ...                                                                              ...                                                                       ...                                                                                     ...                                                                              ...                                     \n",
       "3689                                                  0                                                                                0                                                                                         642                                                                                85                                                                                 375                                                                              451                                                                               0                                                                                0                                                                        37                                                                                       0                                                                                0                                     \n",
       "3690                                                  0                                                                                0                                                                                         314                                                                                 0                                                                                 556                                                                              220                                                                               0                                                                                0                                                                         0                                                                                       0                                                                                0                                     \n",
       "3691                                                 29                                                                                0                                                                                          47                                                                                 0                                                                                 502                                                                                0                                                                               0                                                                               25                                                                         0                                                                                       0                                                                                0                                     \n",
       "3692                                                  0                                                                                0                                                                                          86                                                                                 0                                                                                 336                                                                                0                                                                               0                                                                               41                                                                         0                                                                                       0                                                                                0                                     \n",
       "3693                                                  0                                                                                0                                                                                           0                                                                               476                                                                                 723                                                                                0                                                                               0                                                                               68                                                                         0                                                                                       0                                                                                0                                     \n",
       "\n",
       "Name  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium_5  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium_6  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium_9  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_NK4A214_group  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-002  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-003  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-004  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-005  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-009  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-010  \\\n",
       "0                                                   518                                                                                      0                                                                                     81                                                                                    193                                                                                              659                                                                                        275                                                                                          0                                                                                        723                                                                                          0                                                                                          0                                           \n",
       "1                                                   222                                                                                      0                                                                                    412                                                                                     80                                                                                             1375                                                                                       1312                                                                                        247                                                                                        400                                                                                          0                                                                                         34                                           \n",
       "2                                                 12018                                                                                      0                                                                                   2902                                                                                      0                                                                                                0                                                                                          0                                                                                        904                                                                                        486                                                                                        182                                                                                          0                                           \n",
       "3                                                    32                                                                                   3659                                                                                     71                                                                                     21                                                                                              689                                                                                        351                                                                                        120                                                                                        122                                                                                         13                                                                                          0                                           \n",
       "4                                                  2725                                                                                      0                                                                                    397                                                                                    132                                                                                              641                                                                                          0                                                                                        308                                                                                         15                                                                                          0                                                                                          0                                           \n",
       "...                                                 ...                                                                                    ...                                                                                    ...                                                                                    ...                                                                                              ...                                                                                        ...                                                                                        ...                                                                                        ...                                                                                        ...                                                                                        ...                                           \n",
       "3689                                                 85                                                                                      0                                                                                    628                                                                                    103                                                                                             7404                                                                                         85                                                                                       1977                                                                                         72                                                                                          0                                                                                          0                                           \n",
       "3690                                                923                                                                                   1524                                                                                    139                                                                                   1406                                                                                            14750                                                                                          0                                                                                       1646                                                                                       3451                                                                                          0                                                                                        226                                           \n",
       "3691                                                803                                                                                     81                                                                                    279                                                                                    510                                                                                              635                                                                                          0                                                                                        185                                                                                        499                                                                                          0                                                                                          5                                           \n",
       "3692                                                549                                                                                      0                                                                                    162                                                                                      0                                                                                                0                                                                                          0                                                                                          0                                                                                          0                                                                                          0                                                                                          0                                           \n",
       "3693                                                114                                                                                      0                                                                                    456                                                                                      0                                                                                                0                                                                                          0                                                                                        142                                                                                          0                                                                                          0                                                                                          0                                           \n",
       "\n",
       "Name  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-013  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-014  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcus_1  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcus_2  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Subdoligranulum  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.UBA1819  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.nan  taxa_Bacteria.Firmicutes.Clostridia.Clostridiales.nan.nan  taxa_Bacteria.Firmicutes.Clostridia.DTU014.nan.nan  taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Candidatus_Stoquefichus  taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Dielma  taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Erysipelatoclostridium  \\\n",
       "0                                                   327                                                                                       1456                                                                                       3310                                                                              2223                                                                             10315                                                                                  0                                                                        580                                                                      0                                                          0                                                   0                                                                                                         0                                                                                      100                                                         \n",
       "1                                                  2165                                                                                        291                                                                                       2457                                                                                 0                                                                              8698                                                                                 78                                                                        944                                                                      0                                                          0                                                   0                                                                                                         0                                                                                     1512                                                         \n",
       "2                                                   105                                                                                        285                                                                                       3490                                                                                 0                                                                               786                                                                                670                                                                       4376                                                                      0                                                          0                                                   0                                                                                                         0                                                                                     4699                                                         \n",
       "3                                                  1335                                                                                        151                                                                                        352                                                                              1414                                                                                 0                                                                                 34                                                                        221                                                                     11                                                          0                                                   0                                                                                                        10                                                                                       58                                                         \n",
       "4                                                     0                                                                                          0                                                                                       2491                                                                              7668                                                                              1421                                                                                  0                                                                       3039                                                                      0                                                          0                                                   0                                                                                                         0                                                                                      796                                                         \n",
       "...                                                 ...                                                                                        ...                                                                                        ...                                                                               ...                                                                               ...                                                                                ...                                                                        ...                                                                    ...                                                        ...                                                 ...                                                                                                       ...                                                                                      ...                                                         \n",
       "3689                                                313                                                                                         21                                                                                          0                                                                                 0                                                                              4264                                                                                  0                                                                       1264                                                                     13                                                          0                                                  30                                                                                                         0                                                                                      663                                                         \n",
       "3690                                                154                                                                                       1751                                                                                        840                                                                              7800                                                                              1978                                                                                  0                                                                       1512                                                                    116                                                          0                                                   0                                                                                                         0                                                                                       36                                                         \n",
       "3691                                                524                                                                                          0                                                                                       4855                                                                              7658                                                                              3244                                                                                 30                                                                       2492                                                                     14                                                          0                                                  67                                                                                                        16                                                                                       81                                                         \n",
       "3692                                                424                                                                                          0                                                                                          0                                                                              1183                                                                                 0                                                                                 11                                                                        491                                                                      0                                                          0                                                   0                                                                                                         0                                                                                       26                                                         \n",
       "3693                                                282                                                                                          0                                                                                          0                                                                                 0                                                                                 0                                                                                 34                                                                         62                                                                      0                                                          0                                                   0                                                                                                         0                                                                                       28                                                         \n",
       "\n",
       "Name  taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Erysipelotrichaceae_UCG-003  taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Faecalitalea  taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Holdemania  taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Merdibacter  taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Turicibacter  taxa_Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.nan  taxa_Bacteria.Firmicutes.Negativicutes.Selenomonadales.Acidaminococcaceae.Phascolarctobacterium  taxa_Bacteria.Firmicutes.Negativicutes.Selenomonadales.Veillonellaceae.Dialister  taxa_Bacteria.Firmicutes.Negativicutes.Selenomonadales.Veillonellaceae.Veillonella  taxa_Bacteria.Proteobacteria.Alphaproteobacteria.Rhodospirillales.nan.nan  \\\n",
       "0                                                  1866                                                                                                             0                                                                                              0                                                                                            0                                                                                            49                                                                                             37                                                                                   516                                                                                                0                                                                                46                                                                                 679                           \n",
       "1                                                     0                                                                                                             0                                                                                            166                                                                                            0                                                                                             0                                                                                             35                                                                                  4720                                                                                                0                                                                                 7                                                                                9546                           \n",
       "2                                                     0                                                                                                            59                                                                                            224                                                                                           78                                                                                            21                                                                                            491                                                                                  4543                                                                                                0                                                                                29                                                                                   0                           \n",
       "3                                                  1688                                                                                                            15                                                                                             38                                                                                            4                                                                                             0                                                                                              9                                                                                   535                                                                                                0                                                                                54                                                                                   0                           \n",
       "4                                                    20                                                                                                            41                                                                                            101                                                                                           12                                                                                             7                                                                                             34                                                                                  1810                                                                                                0                                                                                83                                                                                   0                           \n",
       "...                                                 ...                                                                                                           ...                                                                                            ...                                                                                          ...                                                                                           ...                                                                                            ...                                                                                   ...                                                                                              ...                                                                               ...                                                                                 ...                           \n",
       "3689                                               4546                                                                                                            82                                                                                              0                                                                                            0                                                                                           120                                                                                              0                                                                                     0                                                                                             7583                                                                                 0                                                                                   0                           \n",
       "3690                                               4825                                                                                                            13                                                                                              0                                                                                            0                                                                                            79                                                                                              0                                                                                   930                                                                                                0                                                                                 0                                                                                  71                           \n",
       "3691                                                  0                                                                                                            13                                                                                             50                                                                                            0                                                                                             0                                                                                             22                                                                                     0                                                                                             1680                                                                                 0                                                                                   0                           \n",
       "3692                                               1268                                                                                                            24                                                                                              0                                                                                            0                                                                                             0                                                                                              2                                                                                     0                                                                                             2508                                                                                 8                                                                                   0                           \n",
       "3693                                                  0                                                                                                           124                                                                                             39                                                                                            0                                                                                             0                                                                                              6                                                                                     0                                                                                             1278                                                                                12                                                                                   0                           \n",
       "\n",
       "Name  taxa_Bacteria.Proteobacteria.Deltaproteobacteria.Desulfovibrionales.Desulfovibrionaceae.Bilophila  taxa_Bacteria.Proteobacteria.Deltaproteobacteria.Desulfovibrionales.Desulfovibrionaceae.Desulfovibrio  taxa_Bacteria.Proteobacteria.Deltaproteobacteria.Desulfovibrionales.Desulfovibrionaceae.nan  taxa_Bacteria.Proteobacteria.Gammaproteobacteria.Betaproteobacteriales.Burkholderiaceae.Oxalobacter  taxa_Bacteria.Proteobacteria.Gammaproteobacteria.Betaproteobacteriales.Burkholderiaceae.Parasutterella  taxa_Bacteria.Proteobacteria.Gammaproteobacteria.Betaproteobacteriales.Burkholderiaceae.Sutterella  taxa_Bacteria.Proteobacteria.Gammaproteobacteria.Enterobacteriales.Enterobacteriaceae.Escherichia/Shigella  taxa_Bacteria.Proteobacteria.Gammaproteobacteria.Pasteurellales.Pasteurellaceae.Haemophilus  taxa_Bacteria.Tenericutes.Mollicutes.Izimaplasmatales.nan.nan  taxa_Bacteria.Tenericutes.Mollicutes.Mollicutes_RF39.nan.nan  \\\n",
       "0                                                    52                                                                                                  0                                                                                                      0                                                                                            0                                                                                                   43                                                                                                     861                                                                                                   0                                                                                                          29                                                                                            0                                                              0              \n",
       "1                                                   674                                                                                                  0                                                                                                      0                                                                                            0                                                                                                   57                                                                                                    8079                                                                                                  17                                                                                                           0                                                                                            0                                                              0              \n",
       "2                                                  1850                                                                                                  0                                                                                                      0                                                                                            0                                                                                                    0                                                                                                       0                                                                                                  31                                                                                                          15                                                                                            0                                                              0              \n",
       "3                                                   112                                                                                                  0                                                                                                      0                                                                                            0                                                                                                  133                                                                                                     541                                                                                                   0                                                                                                          45                                                                                            0                                                              0              \n",
       "4                                                   436                                                                                                  0                                                                                                      0                                                                                            0                                                                                                 2565                                                                                                       0                                                                                                  15                                                                                                         561                                                                                            0                                                              0              \n",
       "...                                                 ...                                                                                                ...                                                                                                    ...                                                                                          ...                                                                                                  ...                                                                                                     ...                                                                                                 ...                                                                                                         ...                                                                                          ...                                                            ...              \n",
       "3689                                              12790                                                                                                 32                                                                                                      0                                                                                           14                                                                                                 6749                                                                                                    3149                                                                                                 180                                                                                                           3                                                                                            0                                                              0              \n",
       "3690                                               4207                                                                                                  0                                                                                                     18                                                                                            0                                                                                                13115                                                                                                      29                                                                                                 152                                                                                                           6                                                                                           99                                                            125              \n",
       "3691                                                296                                                                                                  0                                                                                                      0                                                                                            0                                                                                                  177                                                                                                    1429                                                                                                   0                                                                                                           0                                                                                           14                                                              0              \n",
       "3692                                               1476                                                                                                  0                                                                                                      0                                                                                            0                                                                                                 1583                                                                                                   19171                                                                                                  72                                                                                                           5                                                                                            0                                                              0              \n",
       "3693                                               2107                                                                                                  0                                                                                                      0                                                                                            0                                                                                                 3459                                                                                                      10                                                                                                   0                                                                                                           0                                                                                            0                                                              0              \n",
       "\n",
       "Name  taxa_Bacteria.Verrucomicrobia.Verrucomicrobiae.Verrucomicrobiales.Akkermansiaceae.Akkermansia  taxa_Eukaryota.nan.nan.nan.nan.nan  \n",
       "0                                                   136                                                                               0  \n",
       "1                                                     0                                                                               0  \n",
       "2                                                     0                                                                               0  \n",
       "3                                                    97                                                                               0  \n",
       "4                                                     0                                                                               0  \n",
       "...                                                 ...                                                                             ...  \n",
       "3689                                              59632                                                                               0  \n",
       "3690                                               7050                                                                               0  \n",
       "3691                                               1973                                                                              88  \n",
       "3692                                                131                                                                               3  \n",
       "3693                                                  0                                                                               0  \n",
       "\n",
       "[3694 rows x 136 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Get the gut microbiome shotgun metagenomic data:\n",
    "#asvs = pd.read_csv(\"/proj/arivale/microbiome/16S_processed/asvs.csv\")\n",
    "asvs = pd.read_csv('asvs.csv')\n",
    "#samples = pd.read_csv(\"/proj/arivale/microbiome/16S_processed/metadata.csv\")\n",
    "samples = pd.read('metadata.csv')\n",
    "merged = pd.merge(asvs, samples[[\"id\", \"public_client_id\", \"sex\", \"age\", \"days_in_program\"]], on=\"id\")\n",
    "#tax = pd.read_csv(\"/proj/arivale/microbiome/16S_processed/taxonomy.csv\")\n",
    "tax = pd.read_csv('taxonomy.csv')\n",
    "tax = tax.drop(\"sequence\", axis=1).rename(columns={\"id\": \"hash\"})\n",
    "merged = pd.merge(merged, tax, on=\"hash\")\n",
    "\n",
    "#Create taxa genus df\n",
    "taxa = merged[['public_client_id','count','Kingdom','Phylum','Class','Order','Family','Genus'#,'Species'\n",
    "              ]]\n",
    "\n",
    "#Add prefixes to taxa names for consistency\n",
    "taxa = taxa.assign(Name = 'taxa_' + taxa.Kingdom.astype(str) + '.' + \\\n",
    "  taxa.Phylum.astype(str) + '.' + taxa.Class.astype(str) + '.' + \\\n",
    "  taxa.Order.astype(str) + '.' + taxa.Family.astype(str) + '.' + \\\n",
    "  taxa.Genus.astype(str)# + '.' + taxa.Species.astype(str) \\\n",
    "                  )\n",
    "\n",
    "taxa = taxa.sort_values(by = ['public_client_id'])\n",
    "\n",
    "#create MultiIndex for pivot table\n",
    "arrays = [taxa['public_client_id'],taxa['Name']]\n",
    "index = pd.MultiIndex.from_arrays(arrays, names = ('public_client_id','Name'))\n",
    "\n",
    "#pivot df into one with taxa as columns and PCI as index with counts as values\n",
    "name_melt = pd.DataFrame(data = {'count':taxa['count'].to_numpy()}, index = index)\n",
    "\n",
    "name_pivot = name_melt.pivot_table(index='public_client_id', columns='Name', values='count',aggfunc='sum', fill_value = 0)\n",
    "name_pivot = name_pivot.dropna(how = 'any')\n",
    "\n",
    "# compute CLR-transformed taxa matrix\n",
    "clr_pivot = name_pivot + 1 #add psuedocount to logarithmically compute downstream\n",
    "from skbio.stats.composition import clr\n",
    "clr_pivot = pd.DataFrame(clr(clr_pivot), index =clr_pivot.index, columns = clr_pivot.columns)\n",
    "clr_pivot.to_csv('clrtaxa.csv')\n",
    "\n",
    "taxa = name_pivot\n",
    "taxa_zerocounts=(taxa == 0).sum() # sum up times any columns have zero values\n",
    "taxa_nonnancounts=(~taxa.isna()).sum() # sum up times any columns have non-NA values\n",
    "taxa = taxa.loc[:, taxa_zerocounts/taxa.shape[0] <= 0.70] #this sum of non-NA count values/num of total rows should be greater than 70% to proceed with the cohort\n",
    "clr_taxa = taxa + 1 # readding the pseudocount\n",
    "clr_taxa = pd.DataFrame(clr(clr_taxa), index = clr_taxa.index, columns = clr_taxa.columns)\n",
    "taxa = taxa.reset_index()\n",
    "clr_taxa = clr_taxa.reset_index()\n",
    "taxa.public_client_id = taxa.public_client_id.values.astype(str)\n",
    "clr_taxa.public_client_id = clr_taxa.public_client_id.values.astype(str)\n",
    "\n",
    "# Obtain vendor from snapshot\n",
    "dash = adi.get_snapshot('microbiome_diversity')\n",
    "dash = dash.sort_values('days_in_program',ascending=True) # Sort by days in program first\n",
    "#dash = dash.drop_duplicates(subset='public_client_id') # drop duplicate PCIs, keeping first day\n",
    "dash = dash.sort_values('public_client_id',ascending=True)\n",
    "dash = dash.set_index('public_client_id')\n",
    "dash = dash[['vendor_dashboard']]\n",
    "dash = dash[dash.notna()]\n",
    "dash = dash.reset_index()\n",
    "taxa\n",
    "#3694 participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>kingdom</th>\n",
       "      <th>phylum</th>\n",
       "      <th>class</th>\n",
       "      <th>order</th>\n",
       "      <th>family</th>\n",
       "      <th>genus</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Archaea.Euryarchaeota.Methanobacteria.Methanobacteriales.Methanobacteriaceae.Methanobrevibacter</th>\n",
       "      <td>Archaea</td>\n",
       "      <td>Euryarchaeota</td>\n",
       "      <td>Methanobacteria</td>\n",
       "      <td>Methanobacteriales</td>\n",
       "      <td>Methanobacteriaceae</td>\n",
       "      <td>Methanobrevibacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Actinobacteria.Actinobacteria.Actinomycetales.Actinomycetaceae.Actinomyces</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Actinomycetales</td>\n",
       "      <td>Actinomycetaceae</td>\n",
       "      <td>Actinomyces</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Actinobacteria.Actinobacteria.Bifidobacteriales.Bifidobacteriaceae.Bifidobacterium</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Bifidobacteriales</td>\n",
       "      <td>Bifidobacteriaceae</td>\n",
       "      <td>Bifidobacterium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Coriobacteriaceae.Collinsella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Coriobacteriia</td>\n",
       "      <td>Coriobacteriales</td>\n",
       "      <td>Coriobacteriaceae</td>\n",
       "      <td>Collinsella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Coriobacteriales_Incertae_Sedis.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Coriobacteriia</td>\n",
       "      <td>Coriobacteriales</td>\n",
       "      <td>Coriobacteriales_Incertae_Sedis</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.Adlercreutzia</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Coriobacteriia</td>\n",
       "      <td>Coriobacteriales</td>\n",
       "      <td>Eggerthellaceae</td>\n",
       "      <td>Adlercreutzia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.DNF00809</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Coriobacteriia</td>\n",
       "      <td>Coriobacteriales</td>\n",
       "      <td>Eggerthellaceae</td>\n",
       "      <td>DNF00809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.Eggerthella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Coriobacteriia</td>\n",
       "      <td>Coriobacteriales</td>\n",
       "      <td>Eggerthellaceae</td>\n",
       "      <td>Eggerthella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.Gordonibacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Coriobacteriia</td>\n",
       "      <td>Coriobacteriales</td>\n",
       "      <td>Eggerthellaceae</td>\n",
       "      <td>Gordonibacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.Eggerthellaceae.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Coriobacteriia</td>\n",
       "      <td>Coriobacteriales</td>\n",
       "      <td>Eggerthellaceae</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Actinobacteria.Coriobacteriia.Coriobacteriales.nan.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Actinobacteria</td>\n",
       "      <td>Coriobacteriia</td>\n",
       "      <td>Coriobacteriales</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Bacteroidaceae.Bacteroides</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Bacteroidetes</td>\n",
       "      <td>Bacteroidia</td>\n",
       "      <td>Bacteroidales</td>\n",
       "      <td>Bacteroidaceae</td>\n",
       "      <td>Bacteroides</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Barnesiellaceae.Barnesiella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Bacteroidetes</td>\n",
       "      <td>Bacteroidia</td>\n",
       "      <td>Bacteroidales</td>\n",
       "      <td>Barnesiellaceae</td>\n",
       "      <td>Barnesiella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Barnesiellaceae.Coprobacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Bacteroidetes</td>\n",
       "      <td>Bacteroidia</td>\n",
       "      <td>Bacteroidales</td>\n",
       "      <td>Barnesiellaceae</td>\n",
       "      <td>Coprobacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Marinifilaceae.Butyricimonas</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Bacteroidetes</td>\n",
       "      <td>Bacteroidia</td>\n",
       "      <td>Bacteroidales</td>\n",
       "      <td>Marinifilaceae</td>\n",
       "      <td>Butyricimonas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Marinifilaceae.Odoribacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Bacteroidetes</td>\n",
       "      <td>Bacteroidia</td>\n",
       "      <td>Bacteroidales</td>\n",
       "      <td>Marinifilaceae</td>\n",
       "      <td>Odoribacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Muribaculaceae.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Bacteroidetes</td>\n",
       "      <td>Bacteroidia</td>\n",
       "      <td>Bacteroidales</td>\n",
       "      <td>Muribaculaceae</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Prevotellaceae.Prevotella_9</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Bacteroidetes</td>\n",
       "      <td>Bacteroidia</td>\n",
       "      <td>Bacteroidales</td>\n",
       "      <td>Prevotellaceae</td>\n",
       "      <td>Prevotella_9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Rikenellaceae.Alistipes</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Bacteroidetes</td>\n",
       "      <td>Bacteroidia</td>\n",
       "      <td>Bacteroidales</td>\n",
       "      <td>Rikenellaceae</td>\n",
       "      <td>Alistipes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Bacteroidetes.Bacteroidia.Bacteroidales.Tannerellaceae.Parabacteroides</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Bacteroidetes</td>\n",
       "      <td>Bacteroidia</td>\n",
       "      <td>Bacteroidales</td>\n",
       "      <td>Tannerellaceae</td>\n",
       "      <td>Parabacteroides</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Cyanobacteria.Melainabacteria.Gastranaerophilales.nan.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Cyanobacteria</td>\n",
       "      <td>Melainabacteria</td>\n",
       "      <td>Gastranaerophilales</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Cyanobacteria.Oxyphotobacteria.Chloroplast.nan.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Cyanobacteria</td>\n",
       "      <td>Oxyphotobacteria</td>\n",
       "      <td>Chloroplast</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Bacilli.Bacillales.Family_XI.Gemella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Bacilli</td>\n",
       "      <td>Bacillales</td>\n",
       "      <td>Family_XI</td>\n",
       "      <td>Gemella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Bacilli.Lactobacillales.Carnobacteriaceae.Granulicatella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Bacilli</td>\n",
       "      <td>Lactobacillales</td>\n",
       "      <td>Carnobacteriaceae</td>\n",
       "      <td>Granulicatella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Bacilli.Lactobacillales.Lactobacillaceae.Lactobacillus</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Bacilli</td>\n",
       "      <td>Lactobacillales</td>\n",
       "      <td>Lactobacillaceae</td>\n",
       "      <td>Lactobacillus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Bacilli.Lactobacillales.Streptococcaceae.Lactococcus</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Bacilli</td>\n",
       "      <td>Lactobacillales</td>\n",
       "      <td>Streptococcaceae</td>\n",
       "      <td>Lactococcus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Bacilli.Lactobacillales.Streptococcaceae.Streptococcus</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Bacilli</td>\n",
       "      <td>Lactobacillales</td>\n",
       "      <td>Streptococcaceae</td>\n",
       "      <td>Streptococcus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Christensenellaceae.Christensenellaceae_R-7_group</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Christensenellaceae</td>\n",
       "      <td>Christensenellaceae_R-7_group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Christensenellaceae.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Christensenellaceae</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Clostridiaceae_1.Clostridium_sensu_stricto_1</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Clostridiaceae_1</td>\n",
       "      <td>Clostridium_sensu_stricto_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Clostridiales_vadinBB60_group.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Clostridiales_vadinBB60_group</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Defluviitaleaceae.Defluviitaleaceae_UCG-011</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Defluviitaleaceae</td>\n",
       "      <td>Defluviitaleaceae_UCG-011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Eubacteriaceae.Anaerofustis</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Eubacteriaceae</td>\n",
       "      <td>Anaerofustis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Family_XIII.Family_XIII_AD3011_group</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Family_XIII</td>\n",
       "      <td>Family_XIII_AD3011_group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Family_XIII.Family_XIII_UCG-001</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Family_XIII</td>\n",
       "      <td>Family_XIII_UCG-001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Family_XIII.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Family_XIII</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Agathobacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Agathobacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Anaerostipes</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Anaerostipes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Blautia</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Blautia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.CAG-56</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>CAG-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Coprococcus_1</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Coprococcus_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Coprococcus_2</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Coprococcus_2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Coprococcus_3</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Coprococcus_3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Dorea</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Dorea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Eisenbergiella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Eisenbergiella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Fusicatenibacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Fusicatenibacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.GCA-900066575</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>GCA-900066575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Hungatella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Hungatella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnoclostridium</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Lachnoclostridium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospira</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Lachnospira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_FCS020_group</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Lachnospiraceae_FCS020_group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_ND3007_group</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Lachnospiraceae_ND3007_group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_NK4A136_group</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Lachnospiraceae_NK4A136_group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-001</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Lachnospiraceae_UCG-001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-004</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Lachnospiraceae_UCG-004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-008</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Lachnospiraceae_UCG-008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Lachnospiraceae_UCG-010</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Lachnospiraceae_UCG-010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Marvinbryantia</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Marvinbryantia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Roseburia</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Roseburia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Sellimonas</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Sellimonas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Shuttleworthia</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Shuttleworthia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Tyzzerella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Tyzzerella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.Tyzzerella_3</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>Tyzzerella_3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.UC5-1-2E3</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>UC5-1-2E3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Lachnospiraceae.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Lachnospiraceae</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Peptococcaceae.Peptococcus</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Peptococcaceae</td>\n",
       "      <td>Peptococcus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Peptococcaceae.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Peptococcaceae</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Peptostreptococcaceae.Intestinibacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Peptostreptococcaceae</td>\n",
       "      <td>Intestinibacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Peptostreptococcaceae.Romboutsia</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Peptostreptococcaceae</td>\n",
       "      <td>Romboutsia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Peptostreptococcaceae.Terrisporobacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Peptostreptococcaceae</td>\n",
       "      <td>Terrisporobacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Anaerofilum</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Anaerofilum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Anaerotruncus</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Anaerotruncus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Angelakisella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Angelakisella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Butyricicoccus</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Butyricicoccus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Candidatus_Soleaferrea</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Candidatus_Soleaferrea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Caproiciproducens</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Caproiciproducens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.DTU089</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>DTU089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Faecalibacterium</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Faecalibacterium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Flavonifractor</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Flavonifractor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Fournierella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Fournierella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.GCA-900066225</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>GCA-900066225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Hydrogenoanaerobacterium</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Hydrogenoanaerobacterium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Intestinimonas</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Intestinimonas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Negativibacillus</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Negativibacillus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Oscillibacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Oscillibacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Oscillospira</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Oscillospira</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Papillibacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Papillibacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Phocea</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Phocea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Pseudoflavonifractor</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Pseudoflavonifractor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Pygmaiobacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Pygmaiobacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminiclostridium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium_5</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminiclostridium_5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium_6</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminiclostridium_6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminiclostridium_9</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminiclostridium_9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_NK4A214_group</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcaceae_NK4A214_group</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-002</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcaceae_UCG-002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-003</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcaceae_UCG-003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-004</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcaceae_UCG-004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-005</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcaceae_UCG-005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-009</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcaceae_UCG-009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-010</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcaceae_UCG-010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-013</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcaceae_UCG-013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcaceae_UCG-014</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcaceae_UCG-014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcus_1</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcus_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Ruminococcus_2</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Ruminococcus_2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.Subdoligranulum</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>Subdoligranulum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.UBA1819</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>UBA1819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.Ruminococcaceae.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>Ruminococcaceae</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.Clostridiales.nan.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>Clostridiales</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Clostridia.DTU014.nan.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Clostridia</td>\n",
       "      <td>DTU014</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Candidatus_Stoquefichus</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Erysipelotrichia</td>\n",
       "      <td>Erysipelotrichales</td>\n",
       "      <td>Erysipelotrichaceae</td>\n",
       "      <td>Candidatus_Stoquefichus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Dielma</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Erysipelotrichia</td>\n",
       "      <td>Erysipelotrichales</td>\n",
       "      <td>Erysipelotrichaceae</td>\n",
       "      <td>Dielma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Erysipelatoclostridium</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Erysipelotrichia</td>\n",
       "      <td>Erysipelotrichales</td>\n",
       "      <td>Erysipelotrichaceae</td>\n",
       "      <td>Erysipelatoclostridium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Erysipelotrichaceae_UCG-003</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Erysipelotrichia</td>\n",
       "      <td>Erysipelotrichales</td>\n",
       "      <td>Erysipelotrichaceae</td>\n",
       "      <td>Erysipelotrichaceae_UCG-003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Faecalitalea</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Erysipelotrichia</td>\n",
       "      <td>Erysipelotrichales</td>\n",
       "      <td>Erysipelotrichaceae</td>\n",
       "      <td>Faecalitalea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Holdemania</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Erysipelotrichia</td>\n",
       "      <td>Erysipelotrichales</td>\n",
       "      <td>Erysipelotrichaceae</td>\n",
       "      <td>Holdemania</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Merdibacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Erysipelotrichia</td>\n",
       "      <td>Erysipelotrichales</td>\n",
       "      <td>Erysipelotrichaceae</td>\n",
       "      <td>Merdibacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.Turicibacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Erysipelotrichia</td>\n",
       "      <td>Erysipelotrichales</td>\n",
       "      <td>Erysipelotrichaceae</td>\n",
       "      <td>Turicibacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Erysipelotrichia.Erysipelotrichales.Erysipelotrichaceae.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Erysipelotrichia</td>\n",
       "      <td>Erysipelotrichales</td>\n",
       "      <td>Erysipelotrichaceae</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Negativicutes.Selenomonadales.Acidaminococcaceae.Phascolarctobacterium</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Negativicutes</td>\n",
       "      <td>Selenomonadales</td>\n",
       "      <td>Acidaminococcaceae</td>\n",
       "      <td>Phascolarctobacterium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Negativicutes.Selenomonadales.Veillonellaceae.Dialister</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Negativicutes</td>\n",
       "      <td>Selenomonadales</td>\n",
       "      <td>Veillonellaceae</td>\n",
       "      <td>Dialister</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Firmicutes.Negativicutes.Selenomonadales.Veillonellaceae.Veillonella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Firmicutes</td>\n",
       "      <td>Negativicutes</td>\n",
       "      <td>Selenomonadales</td>\n",
       "      <td>Veillonellaceae</td>\n",
       "      <td>Veillonella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Proteobacteria.Alphaproteobacteria.Rhodospirillales.nan.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Proteobacteria</td>\n",
       "      <td>Alphaproteobacteria</td>\n",
       "      <td>Rhodospirillales</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Proteobacteria.Deltaproteobacteria.Desulfovibrionales.Desulfovibrionaceae.Bilophila</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Proteobacteria</td>\n",
       "      <td>Deltaproteobacteria</td>\n",
       "      <td>Desulfovibrionales</td>\n",
       "      <td>Desulfovibrionaceae</td>\n",
       "      <td>Bilophila</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Proteobacteria.Deltaproteobacteria.Desulfovibrionales.Desulfovibrionaceae.Desulfovibrio</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Proteobacteria</td>\n",
       "      <td>Deltaproteobacteria</td>\n",
       "      <td>Desulfovibrionales</td>\n",
       "      <td>Desulfovibrionaceae</td>\n",
       "      <td>Desulfovibrio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Proteobacteria.Deltaproteobacteria.Desulfovibrionales.Desulfovibrionaceae.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Proteobacteria</td>\n",
       "      <td>Deltaproteobacteria</td>\n",
       "      <td>Desulfovibrionales</td>\n",
       "      <td>Desulfovibrionaceae</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Proteobacteria.Gammaproteobacteria.Betaproteobacteriales.Burkholderiaceae.Oxalobacter</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Proteobacteria</td>\n",
       "      <td>Gammaproteobacteria</td>\n",
       "      <td>Betaproteobacteriales</td>\n",
       "      <td>Burkholderiaceae</td>\n",
       "      <td>Oxalobacter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Proteobacteria.Gammaproteobacteria.Betaproteobacteriales.Burkholderiaceae.Parasutterella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Proteobacteria</td>\n",
       "      <td>Gammaproteobacteria</td>\n",
       "      <td>Betaproteobacteriales</td>\n",
       "      <td>Burkholderiaceae</td>\n",
       "      <td>Parasutterella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Proteobacteria.Gammaproteobacteria.Betaproteobacteriales.Burkholderiaceae.Sutterella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Proteobacteria</td>\n",
       "      <td>Gammaproteobacteria</td>\n",
       "      <td>Betaproteobacteriales</td>\n",
       "      <td>Burkholderiaceae</td>\n",
       "      <td>Sutterella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Proteobacteria.Gammaproteobacteria.Enterobacteriales.Enterobacteriaceae.Escherichia/Shigella</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Proteobacteria</td>\n",
       "      <td>Gammaproteobacteria</td>\n",
       "      <td>Enterobacteriales</td>\n",
       "      <td>Enterobacteriaceae</td>\n",
       "      <td>Escherichia/Shigella</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Proteobacteria.Gammaproteobacteria.Pasteurellales.Pasteurellaceae.Haemophilus</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Proteobacteria</td>\n",
       "      <td>Gammaproteobacteria</td>\n",
       "      <td>Pasteurellales</td>\n",
       "      <td>Pasteurellaceae</td>\n",
       "      <td>Haemophilus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Tenericutes.Mollicutes.Izimaplasmatales.nan.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Tenericutes</td>\n",
       "      <td>Mollicutes</td>\n",
       "      <td>Izimaplasmatales</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Tenericutes.Mollicutes.Mollicutes_RF39.nan.nan</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Tenericutes</td>\n",
       "      <td>Mollicutes</td>\n",
       "      <td>Mollicutes_RF39</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bacteria.Verrucomicrobia.Verrucomicrobiae.Verrucomicrobiales.Akkermansiaceae.Akkermansia</th>\n",
       "      <td>Bacteria</td>\n",
       "      <td>Verrucomicrobia</td>\n",
       "      <td>Verrucomicrobiae</td>\n",
       "      <td>Verrucomicrobiales</td>\n",
       "      <td>Akkermansiaceae</td>\n",
       "      <td>Akkermansia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eukaryota.nan.nan.nan.nan.nan</th>\n",
       "      <td>Eukaryota</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": [
       "                                                      kingdom           phylum                class                  order                           family                          genus\n",
       "Name                                                                                                                                                                                      \n",
       "Archaea.Euryarchaeota.Methanobacteria.Methanoba...    Archaea    Euryarchaeota      Methanobacteria     Methanobacteriales              Methanobacteriaceae             Methanobrevibacter\n",
       "Bacteria.Actinobacteria.Actinobacteria.Actinomy...   Bacteria   Actinobacteria       Actinobacteria        Actinomycetales                 Actinomycetaceae                    Actinomyces\n",
       "Bacteria.Actinobacteria.Actinobacteria.Bifidoba...   Bacteria   Actinobacteria       Actinobacteria      Bifidobacteriales               Bifidobacteriaceae                Bifidobacterium\n",
       "Bacteria.Actinobacteria.Coriobacteriia.Coriobac...   Bacteria   Actinobacteria       Coriobacteriia       Coriobacteriales                Coriobacteriaceae                    Collinsella\n",
       "Bacteria.Actinobacteria.Coriobacteriia.Coriobac...   Bacteria   Actinobacteria       Coriobacteriia       Coriobacteriales  Coriobacteriales_Incertae_Sedis                            nan\n",
       "Bacteria.Actinobacteria.Coriobacteriia.Coriobac...   Bacteria   Actinobacteria       Coriobacteriia       Coriobacteriales                  Eggerthellaceae                  Adlercreutzia\n",
       "Bacteria.Actinobacteria.Coriobacteriia.Coriobac...   Bacteria   Actinobacteria       Coriobacteriia       Coriobacteriales                  Eggerthellaceae                       DNF00809\n",
       "Bacteria.Actinobacteria.Coriobacteriia.Coriobac...   Bacteria   Actinobacteria       Coriobacteriia       Coriobacteriales                  Eggerthellaceae                    Eggerthella\n",
       "Bacteria.Actinobacteria.Coriobacteriia.Coriobac...   Bacteria   Actinobacteria       Coriobacteriia       Coriobacteriales                  Eggerthellaceae                  Gordonibacter\n",
       "Bacteria.Actinobacteria.Coriobacteriia.Coriobac...   Bacteria   Actinobacteria       Coriobacteriia       Coriobacteriales                  Eggerthellaceae                            nan\n",
       "Bacteria.Actinobacteria.Coriobacteriia.Coriobac...   Bacteria   Actinobacteria       Coriobacteriia       Coriobacteriales                              nan                            nan\n",
       "Bacteria.Bacteroidetes.Bacteroidia.Bacteroidale...   Bacteria    Bacteroidetes          Bacteroidia          Bacteroidales                   Bacteroidaceae                    Bacteroides\n",
       "Bacteria.Bacteroidetes.Bacteroidia.Bacteroidale...   Bacteria    Bacteroidetes          Bacteroidia          Bacteroidales                  Barnesiellaceae                    Barnesiella\n",
       "Bacteria.Bacteroidetes.Bacteroidia.Bacteroidale...   Bacteria    Bacteroidetes          Bacteroidia          Bacteroidales                  Barnesiellaceae                    Coprobacter\n",
       "Bacteria.Bacteroidetes.Bacteroidia.Bacteroidale...   Bacteria    Bacteroidetes          Bacteroidia          Bacteroidales                   Marinifilaceae                  Butyricimonas\n",
       "Bacteria.Bacteroidetes.Bacteroidia.Bacteroidale...   Bacteria    Bacteroidetes          Bacteroidia          Bacteroidales                   Marinifilaceae                    Odoribacter\n",
       "Bacteria.Bacteroidetes.Bacteroidia.Bacteroidale...   Bacteria    Bacteroidetes          Bacteroidia          Bacteroidales                   Muribaculaceae                            nan\n",
       "Bacteria.Bacteroidetes.Bacteroidia.Bacteroidale...   Bacteria    Bacteroidetes          Bacteroidia          Bacteroidales                   Prevotellaceae                   Prevotella_9\n",
       "Bacteria.Bacteroidetes.Bacteroidia.Bacteroidale...   Bacteria    Bacteroidetes          Bacteroidia          Bacteroidales                    Rikenellaceae                      Alistipes\n",
       "Bacteria.Bacteroidetes.Bacteroidia.Bacteroidale...   Bacteria    Bacteroidetes          Bacteroidia          Bacteroidales                   Tannerellaceae                Parabacteroides\n",
       "Bacteria.Cyanobacteria.Melainabacteria.Gastrana...   Bacteria    Cyanobacteria      Melainabacteria    Gastranaerophilales                              nan                            nan\n",
       "Bacteria.Cyanobacteria.Oxyphotobacteria.Chlorop...   Bacteria    Cyanobacteria     Oxyphotobacteria            Chloroplast                              nan                            nan\n",
       "Bacteria.Firmicutes.Bacilli.Bacillales.Family_X...   Bacteria       Firmicutes              Bacilli             Bacillales                        Family_XI                        Gemella\n",
       "Bacteria.Firmicutes.Bacilli.Lactobacillales.Car...   Bacteria       Firmicutes              Bacilli        Lactobacillales                Carnobacteriaceae                 Granulicatella\n",
       "Bacteria.Firmicutes.Bacilli.Lactobacillales.Lac...   Bacteria       Firmicutes              Bacilli        Lactobacillales                 Lactobacillaceae                  Lactobacillus\n",
       "Bacteria.Firmicutes.Bacilli.Lactobacillales.Str...   Bacteria       Firmicutes              Bacilli        Lactobacillales                 Streptococcaceae                    Lactococcus\n",
       "Bacteria.Firmicutes.Bacilli.Lactobacillales.Str...   Bacteria       Firmicutes              Bacilli        Lactobacillales                 Streptococcaceae                  Streptococcus\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ch...   Bacteria       Firmicutes           Clostridia          Clostridiales              Christensenellaceae  Christensenellaceae_R-7_group\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ch...   Bacteria       Firmicutes           Clostridia          Clostridiales              Christensenellaceae                            nan\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Cl...   Bacteria       Firmicutes           Clostridia          Clostridiales                 Clostridiaceae_1    Clostridium_sensu_stricto_1\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Cl...   Bacteria       Firmicutes           Clostridia          Clostridiales    Clostridiales_vadinBB60_group                            nan\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.De...   Bacteria       Firmicutes           Clostridia          Clostridiales                Defluviitaleaceae      Defluviitaleaceae_UCG-011\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Eu...   Bacteria       Firmicutes           Clostridia          Clostridiales                   Eubacteriaceae                   Anaerofustis\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Fa...   Bacteria       Firmicutes           Clostridia          Clostridiales                      Family_XIII       Family_XIII_AD3011_group\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Fa...   Bacteria       Firmicutes           Clostridia          Clostridiales                      Family_XIII            Family_XIII_UCG-001\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Fa...   Bacteria       Firmicutes           Clostridia          Clostridiales                      Family_XIII                            nan\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                   Agathobacter\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                   Anaerostipes\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                        Blautia\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                         CAG-56\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                  Coprococcus_1\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                  Coprococcus_2\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                  Coprococcus_3\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                          Dorea\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                 Eisenbergiella\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae               Fusicatenibacter\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                  GCA-900066575\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                     Hungatella\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae              Lachnoclostridium\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                    Lachnospira\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae   Lachnospiraceae_FCS020_group\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae   Lachnospiraceae_ND3007_group\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae  Lachnospiraceae_NK4A136_group\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae        Lachnospiraceae_UCG-001\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae        Lachnospiraceae_UCG-004\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae        Lachnospiraceae_UCG-008\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae        Lachnospiraceae_UCG-010\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                 Marvinbryantia\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                      Roseburia\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                     Sellimonas\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                 Shuttleworthia\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                     Tyzzerella\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                   Tyzzerella_3\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                      UC5-1-2E3\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.La...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Lachnospiraceae                            nan\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Pe...   Bacteria       Firmicutes           Clostridia          Clostridiales                   Peptococcaceae                    Peptococcus\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Pe...   Bacteria       Firmicutes           Clostridia          Clostridiales                   Peptococcaceae                            nan\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Pe...   Bacteria       Firmicutes           Clostridia          Clostridiales            Peptostreptococcaceae                Intestinibacter\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Pe...   Bacteria       Firmicutes           Clostridia          Clostridiales            Peptostreptococcaceae                     Romboutsia\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Pe...   Bacteria       Firmicutes           Clostridia          Clostridiales            Peptostreptococcaceae               Terrisporobacter\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                    Anaerofilum\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                  Anaerotruncus\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                  Angelakisella\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                 Butyricicoccus\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae         Candidatus_Soleaferrea\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae              Caproiciproducens\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                         DTU089\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae               Faecalibacterium\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                 Flavonifractor\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                   Fournierella\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                  GCA-900066225\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae       Hydrogenoanaerobacterium\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                 Intestinimonas\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae               Negativibacillus\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                  Oscillibacter\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                   Oscillospira\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                  Papillibacter\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                         Phocea\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae           Pseudoflavonifractor\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                  Pygmaiobacter\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae              Ruminiclostridium\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae            Ruminiclostridium_5\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae            Ruminiclostridium_6\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae            Ruminiclostridium_9\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae  Ruminococcaceae_NK4A214_group\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae        Ruminococcaceae_UCG-002\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae        Ruminococcaceae_UCG-003\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae        Ruminococcaceae_UCG-004\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae        Ruminococcaceae_UCG-005\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae        Ruminococcaceae_UCG-009\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae        Ruminococcaceae_UCG-010\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae        Ruminococcaceae_UCG-013\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae        Ruminococcaceae_UCG-014\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                 Ruminococcus_1\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                 Ruminococcus_2\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                Subdoligranulum\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                        UBA1819\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.Ru...   Bacteria       Firmicutes           Clostridia          Clostridiales                  Ruminococcaceae                            nan\n",
       "Bacteria.Firmicutes.Clostridia.Clostridiales.na...   Bacteria       Firmicutes           Clostridia          Clostridiales                              nan                            nan\n",
       "Bacteria.Firmicutes.Clostridia.DTU014.nan.nan        Bacteria       Firmicutes           Clostridia                 DTU014                              nan                            nan\n",
       "Bacteria.Firmicutes.Erysipelotrichia.Erysipelot...   Bacteria       Firmicutes     Erysipelotrichia     Erysipelotrichales              Erysipelotrichaceae        Candidatus_Stoquefichus\n",
       "Bacteria.Firmicutes.Erysipelotrichia.Erysipelot...   Bacteria       Firmicutes     Erysipelotrichia     Erysipelotrichales              Erysipelotrichaceae                         Dielma\n",
       "Bacteria.Firmicutes.Erysipelotrichia.Erysipelot...   Bacteria       Firmicutes     Erysipelotrichia     Erysipelotrichales              Erysipelotrichaceae         Erysipelatoclostridium\n",
       "Bacteria.Firmicutes.Erysipelotrichia.Erysipelot...   Bacteria       Firmicutes     Erysipelotrichia     Erysipelotrichales              Erysipelotrichaceae    Erysipelotrichaceae_UCG-003\n",
       "Bacteria.Firmicutes.Erysipelotrichia.Erysipelot...   Bacteria       Firmicutes     Erysipelotrichia     Erysipelotrichales              Erysipelotrichaceae                   Faecalitalea\n",
       "Bacteria.Firmicutes.Erysipelotrichia.Erysipelot...   Bacteria       Firmicutes     Erysipelotrichia     Erysipelotrichales              Erysipelotrichaceae                     Holdemania\n",
       "Bacteria.Firmicutes.Erysipelotrichia.Erysipelot...   Bacteria       Firmicutes     Erysipelotrichia     Erysipelotrichales              Erysipelotrichaceae                    Merdibacter\n",
       "Bacteria.Firmicutes.Erysipelotrichia.Erysipelot...   Bacteria       Firmicutes     Erysipelotrichia     Erysipelotrichales              Erysipelotrichaceae                   Turicibacter\n",
       "Bacteria.Firmicutes.Erysipelotrichia.Erysipelot...   Bacteria       Firmicutes     Erysipelotrichia     Erysipelotrichales              Erysipelotrichaceae                            nan\n",
       "Bacteria.Firmicutes.Negativicutes.Selenomonadal...   Bacteria       Firmicutes        Negativicutes        Selenomonadales               Acidaminococcaceae          Phascolarctobacterium\n",
       "Bacteria.Firmicutes.Negativicutes.Selenomonadal...   Bacteria       Firmicutes        Negativicutes        Selenomonadales                  Veillonellaceae                      Dialister\n",
       "Bacteria.Firmicutes.Negativicutes.Selenomonadal...   Bacteria       Firmicutes        Negativicutes        Selenomonadales                  Veillonellaceae                    Veillonella\n",
       "Bacteria.Proteobacteria.Alphaproteobacteria.Rho...   Bacteria   Proteobacteria  Alphaproteobacteria       Rhodospirillales                              nan                            nan\n",
       "Bacteria.Proteobacteria.Deltaproteobacteria.Des...   Bacteria   Proteobacteria  Deltaproteobacteria     Desulfovibrionales              Desulfovibrionaceae                      Bilophila\n",
       "Bacteria.Proteobacteria.Deltaproteobacteria.Des...   Bacteria   Proteobacteria  Deltaproteobacteria     Desulfovibrionales              Desulfovibrionaceae                  Desulfovibrio\n",
       "Bacteria.Proteobacteria.Deltaproteobacteria.Des...   Bacteria   Proteobacteria  Deltaproteobacteria     Desulfovibrionales              Desulfovibrionaceae                            nan\n",
       "Bacteria.Proteobacteria.Gammaproteobacteria.Bet...   Bacteria   Proteobacteria  Gammaproteobacteria  Betaproteobacteriales                 Burkholderiaceae                    Oxalobacter\n",
       "Bacteria.Proteobacteria.Gammaproteobacteria.Bet...   Bacteria   Proteobacteria  Gammaproteobacteria  Betaproteobacteriales                 Burkholderiaceae                 Parasutterella\n",
       "Bacteria.Proteobacteria.Gammaproteobacteria.Bet...   Bacteria   Proteobacteria  Gammaproteobacteria  Betaproteobacteriales                 Burkholderiaceae                     Sutterella\n",
       "Bacteria.Proteobacteria.Gammaproteobacteria.Ent...   Bacteria   Proteobacteria  Gammaproteobacteria      Enterobacteriales               Enterobacteriaceae           Escherichia/Shigella\n",
       "Bacteria.Proteobacteria.Gammaproteobacteria.Pas...   Bacteria   Proteobacteria  Gammaproteobacteria         Pasteurellales                  Pasteurellaceae                    Haemophilus\n",
       "Bacteria.Tenericutes.Mollicutes.Izimaplasmatale...   Bacteria      Tenericutes           Mollicutes       Izimaplasmatales                              nan                            nan\n",
       "Bacteria.Tenericutes.Mollicutes.Mollicutes_RF39...   Bacteria      Tenericutes           Mollicutes        Mollicutes_RF39                              nan                            nan\n",
       "Bacteria.Verrucomicrobia.Verrucomicrobiae.Verru...   Bacteria  Verrucomicrobia     Verrucomicrobiae     Verrucomicrobiales                  Akkermansiaceae                    Akkermansia\n",
       "Eukaryota.nan.nan.nan.nan.nan                       Eukaryota              nan                  nan                    nan                              nan                            nan"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Taxonomy metadata:\n",
    "# Algorithm provided by Christian Diener, PhD:\n",
    "###################################################\n",
    "taxa_table = taxa.iloc[:,1:]\n",
    "taxa_table = taxa_table.columns  # to get only the taxa columns\n",
    "taxa_table = taxa_table[taxa_table.str.startswith(\"taxa_\")]\n",
    "taxa_table = taxa_table.str.replace(\"taxa_\", \"\")  # to remove the leading `genus_`\n",
    "taxa_table = taxa_table.to_series().str.split(\".\", expand=True)# will split on the dot and save it into the columns of a new DataFrame\n",
    "taxa_table.columns = [\"kingdom\", \"phylum\", \"class\", \"order\", \"family\", \"genus\"\n",
    "                     ]# set the column names\n",
    "\n",
    "taxa_table.to_csv(\"taxa.csv\", sep=\"\\t\")\n",
    "####################################################\n",
    "taxa_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yes, Bacteroides are in the samples\n",
      "Index number:  91\n",
      "Family:  Bacteroidales_Incertae_Sedis\n",
      "Genus:  Phocaeicola\n"
     ]
    }
   ],
   "source": [
    "#Sanity Check\n",
    "#Check for bacteroidetes before and after filtering, since it is so abundant and important.\n",
    "words = name_pivot.columns\n",
    "words = words.to_series().str.split(\".\",expand=True)\n",
    "family_name = words.iloc[:,4]\n",
    "genus_name = words.iloc[:,5]\n",
    "family_name_values = family_name.values\n",
    "genus_name_values = genus_name.values\n",
    "i = 0\n",
    "for col in genus_name_values:\n",
    "    i += 1\n",
    "    if 'Bacteroides' == col:\n",
    "       print(\"Yes, Bacteroides are in the samples\")\n",
    "       print(\"Index number: \",i)\n",
    "       print(\"Family: \", family_name_values[i])\n",
    "       print(\"Genus: \", genus_name_values[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>public_client_id</th>\n",
       "      <th>days_in_program</th>\n",
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       "      <th>CVD2_O14836</th>\n",
       "      <th>CVD2_O43915</th>\n",
       "      <th>CVD2_O94907</th>\n",
       "      <th>CVD2_P00797</th>\n",
       "      <th>CVD2_P01127</th>\n",
       "      <th>CVD2_P01241</th>\n",
       "      <th>CVD2_P01730</th>\n",
       "      <th>CVD2_P01833</th>\n",
       "      <th>CVD2_P02760</th>\n",
       "      <th>CVD2_P04179</th>\n",
       "      <th>CVD2_P04792</th>\n",
       "      <th>CVD2_P05231</th>\n",
       "      <th>CVD2_P06858</th>\n",
       "      <th>CVD2_P07204</th>\n",
       "      <th>CVD2_P07585</th>\n",
       "      <th>CVD2_P07711</th>\n",
       "      <th>CVD2_P09237</th>\n",
       "      <th>CVD2_P09341</th>\n",
       "      <th>CVD2_P09601</th>\n",
       "      <th>CVD2_P09874</th>\n",
       "      <th>CVD2_P10147</th>\n",
       "      <th>CVD2_P12104</th>\n",
       "      <th>CVD2_P12931</th>\n",
       "      <th>CVD2_P13726</th>\n",
       "      <th>CVD2_P16860</th>\n",
       "      <th>CVD2_P18510</th>\n",
       "      <th>CVD2_P19883</th>\n",
       "      <th>CVD2_P21583</th>\n",
       "      <th>CVD2_P21980</th>\n",
       "      <th>CVD2_P22004</th>\n",
       "      <th>CVD2_P24394</th>\n",
       "      <th>CVD2_P25116</th>\n",
       "      <th>CVD2_P26022</th>\n",
       "      <th>CVD2_P27352</th>\n",
       "      <th>CVD2_P29965</th>\n",
       "      <th>CVD2_P31994</th>\n",
       "      <th>CVD2_P31997</th>\n",
       "      <th>CVD2_P35218</th>\n",
       "      <th>CVD2_P35318</th>\n",
       "      <th>CVD2_P35442</th>\n",
       "      <th>CVD2_P35475</th>\n",
       "      <th>CVD2_P39900</th>\n",
       "      <th>CVD2_P40225</th>\n",
       "      <th>CVD2_P41159</th>\n",
       "      <th>CVD2_P47992</th>\n",
       "      <th>CVD2_P49763</th>\n",
       "      <th>CVD2_P51161</th>\n",
       "      <th>CVD2_P51888</th>\n",
       "      <th>CVD2_P78380</th>\n",
       "      <th>CVD2_Q02763</th>\n",
       "      <th>CVD2_Q04760</th>\n",
       "      <th>CVD2_Q12866</th>\n",
       "      <th>CVD2_Q13043</th>\n",
       "      <th>CVD2_Q13219</th>\n",
       "      <th>CVD2_Q14005</th>\n",
       "      <th>CVD2_Q14116</th>\n",
       "      <th>CVD2_Q14242</th>\n",
       "      <th>CVD2_Q15109</th>\n",
       "      <th>CVD2_Q15389</th>\n",
       "      <th>CVD2_Q16651</th>\n",
       "      <th>CVD2_Q16698</th>\n",
       "      <th>CVD2_Q76LX8</th>\n",
       "      <th>CVD2_Q8IW75</th>\n",
       "      <th>CVD2_Q8IYS5</th>\n",
       "      <th>CVD2_Q8NEV9,Q14213</th>\n",
       "      <th>CVD2_Q8TAD2</th>\n",
       "      <th>CVD2_Q92583</th>\n",
       "      <th>CVD2_Q96D42</th>\n",
       "      <th>CVD2_Q96IQ7</th>\n",
       "      <th>CVD2_Q99075</th>\n",
       "      <th>CVD2_Q99523</th>\n",
       "      <th>CVD2_Q99895</th>\n",
       "      <th>CVD2_Q9BQ51</th>\n",
       "      <th>CVD2_Q9BQR3</th>\n",
       "      <th>CVD2_Q9BUD6</th>\n",
       "      <th>CVD2_Q9BWV1</th>\n",
       "      <th>CVD2_Q9BYF1</th>\n",
       "      <th>CVD2_Q9GZV9</th>\n",
       "      <th>CVD2_Q9HB29</th>\n",
       "      <th>CVD2_Q9NQ25</th>\n",
       "      <th>CVD2_Q9NSA1</th>\n",
       "      <th>CVD2_Q9UEW3</th>\n",
       "      <th>CVD2_Q9UIB8</th>\n",
       "      <th>CVD2_Q9UJM8</th>\n",
       "      <th>CVD2_Q9UK05</th>\n",
       "      <th>CVD2_Q9UKP3</th>\n",
       "      <th>CVD2_Q9Y6K9</th>\n",
       "      <th>CVD2_Q9Y6Q6</th>\n",
       "      <th>CVD3_NT-proBNP</th>\n",
       "      <th>CVD3_O00175</th>\n",
       "      <th>CVD3_O00300</th>\n",
       "      <th>CVD3_O14798</th>\n",
       "      <th>...</th>\n",
       "      <th>CVD3_Q9H2A7</th>\n",
       "      <th>CVD3_Q9HCB6</th>\n",
       "      <th>CVD3_Q9HD89</th>\n",
       "      <th>CVD3_Q9NPY3</th>\n",
       "      <th>CVD3_Q9NQ76</th>\n",
       "      <th>CVD3_Q9UBR2</th>\n",
       "      <th>CVD3_Q9UM47</th>\n",
       "      <th>CVD3_Q9Y275</th>\n",
       "      <th>CVD3_Q9Y624</th>\n",
       "      <th>INF_O00300</th>\n",
       "      <th>INF_O14625</th>\n",
       "      <th>INF_O14788</th>\n",
       "      <th>INF_O15169</th>\n",
       "      <th>INF_O15444</th>\n",
       "      <th>INF_O43508</th>\n",
       "      <th>INF_O43557</th>\n",
       "      <th>INF_O95630</th>\n",
       "      <th>INF_O95750</th>\n",
       "      <th>INF_O95760</th>\n",
       "      <th>INF_P00749</th>\n",
       "      <th>INF_P00813</th>\n",
       "      <th>INF_P01135</th>\n",
       "      <th>INF_P01137</th>\n",
       "      <th>INF_P01138</th>\n",
       "      <th>INF_P01374</th>\n",
       "      <th>INF_P01375</th>\n",
       "      <th>INF_P01579</th>\n",
       "      <th>INF_P01583</th>\n",
       "      <th>INF_P02778</th>\n",
       "      <th>INF_P03956</th>\n",
       "      <th>INF_P05112</th>\n",
       "      <th>INF_P05113</th>\n",
       "      <th>INF_P05231</th>\n",
       "      <th>INF_P06127</th>\n",
       "      <th>INF_P09238</th>\n",
       "      <th>INF_P09341</th>\n",
       "      <th>INF_P09603</th>\n",
       "      <th>INF_P10145</th>\n",
       "      <th>INF_P10147</th>\n",
       "      <th>INF_P13232</th>\n",
       "      <th>INF_P13236</th>\n",
       "      <th>INF_P13500</th>\n",
       "      <th>INF_P13725</th>\n",
       "      <th>INF_P14210</th>\n",
       "      <th>INF_P14784</th>\n",
       "      <th>INF_P15018</th>\n",
       "      <th>INF_P15692</th>\n",
       "      <th>INF_P20783</th>\n",
       "      <th>INF_P21583</th>\n",
       "      <th>INF_P22301</th>\n",
       "      <th>INF_P25942</th>\n",
       "      <th>INF_P28325</th>\n",
       "      <th>INF_P29460</th>\n",
       "      <th>INF_P35225</th>\n",
       "      <th>INF_P39905</th>\n",
       "      <th>INF_P42702</th>\n",
       "      <th>INF_P42830</th>\n",
       "      <th>INF_P49771</th>\n",
       "      <th>INF_P50225</th>\n",
       "      <th>INF_P50591</th>\n",
       "      <th>INF_P51671</th>\n",
       "      <th>INF_P55773</th>\n",
       "      <th>INF_P60568</th>\n",
       "      <th>INF_P78423</th>\n",
       "      <th>INF_P78556</th>\n",
       "      <th>INF_P80075</th>\n",
       "      <th>INF_P80098</th>\n",
       "      <th>INF_P80162</th>\n",
       "      <th>INF_P80511</th>\n",
       "      <th>INF_Q07011</th>\n",
       "      <th>INF_Q07325</th>\n",
       "      <th>INF_Q08334</th>\n",
       "      <th>INF_Q13007</th>\n",
       "      <th>INF_Q13261</th>\n",
       "      <th>INF_Q13291</th>\n",
       "      <th>INF_Q13478</th>\n",
       "      <th>INF_Q13541</th>\n",
       "      <th>INF_Q13651</th>\n",
       "      <th>INF_Q14116</th>\n",
       "      <th>INF_Q14790</th>\n",
       "      <th>INF_Q16552</th>\n",
       "      <th>INF_Q5T4W7</th>\n",
       "      <th>INF_Q8IXJ6</th>\n",
       "      <th>INF_Q8N6P7</th>\n",
       "      <th>INF_Q8NF90</th>\n",
       "      <th>INF_Q8NFT8</th>\n",
       "      <th>INF_Q8WWJ7</th>\n",
       "      <th>INF_Q969D9</th>\n",
       "      <th>INF_Q99616</th>\n",
       "      <th>INF_Q99731</th>\n",
       "      <th>INF_Q99748</th>\n",
       "      <th>INF_Q9BZW8</th>\n",
       "      <th>INF_Q9GZV9</th>\n",
       "      <th>INF_Q9H5V8</th>\n",
       "      <th>INF_Q9NRJ3</th>\n",
       "      <th>INF_Q9NSA1</th>\n",
       "      <th>INF_Q9NYY1</th>\n",
       "      <th>INF_Q9NZQ7</th>\n",
       "      <th>INF_Q9P0M4</th>\n",
       "      <th>INF_Q9UHF4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01324699</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.231985</td>\n",
       "      <td>2.592163</td>\n",
       "      <td>4.438840</td>\n",
       "      <td>5.415310</td>\n",
       "      <td>9.117643</td>\n",
       "      <td>7.589893</td>\n",
       "      <td>9.562513</td>\n",
       "      <td>8.300667</td>\n",
       "      <td>11.069715</td>\n",
       "      <td>6.473435</td>\n",
       "      <td>5.561110</td>\n",
       "      <td>7.255285</td>\n",
       "      <td>8.283945</td>\n",
       "      <td>9.852695</td>\n",
       "      <td>11.452455</td>\n",
       "      <td>3.211300</td>\n",
       "      <td>10.077635</td>\n",
       "      <td>10.447515</td>\n",
       "      <td>5.070775</td>\n",
       "      <td>7.729768</td>\n",
       "      <td>8.528125</td>\n",
       "      <td>9.854055</td>\n",
       "      <td>12.027368</td>\n",
       "      <td>3.165315</td>\n",
       "      <td>2.339105</td>\n",
       "      <td>9.423150</td>\n",
       "      <td>8.109230</td>\n",
       "      <td>7.062770</td>\n",
       "      <td>1.367710</td>\n",
       "      <td>3.249165</td>\n",
       "      <td>11.596135</td>\n",
       "      <td>10.620235</td>\n",
       "      <td>8.838168</td>\n",
       "      <td>5.500822</td>\n",
       "      <td>2.392595</td>\n",
       "      <td>9.634272</td>\n",
       "      <td>3.766472</td>\n",
       "      <td>6.748795</td>\n",
       "      <td>7.775143</td>\n",
       "      <td>3.388507</td>\n",
       "      <td>3.500265</td>\n",
       "      <td>2.314660</td>\n",
       "      <td>7.373947</td>\n",
       "      <td>6.007297</td>\n",
       "      <td>6.213300</td>\n",
       "      <td>6.991492</td>\n",
       "      <td>3.824630</td>\n",
       "      <td>3.732428</td>\n",
       "      <td>5.361755</td>\n",
       "      <td>8.255590</td>\n",
       "      <td>2.468195</td>\n",
       "      <td>6.961272</td>\n",
       "      <td>6.388730</td>\n",
       "      <td>8.067500</td>\n",
       "      <td>6.832533</td>\n",
       "      <td>6.330823</td>\n",
       "      <td>7.276130</td>\n",
       "      <td>2.972825</td>\n",
       "      <td>6.665920</td>\n",
       "      <td>8.616800</td>\n",
       "      <td>6.059638</td>\n",
       "      <td>5.386335</td>\n",
       "      <td>9.770857</td>\n",
       "      <td>8.925230</td>\n",
       "      <td>7.721185</td>\n",
       "      <td>5.933065</td>\n",
       "      <td>4.796880</td>\n",
       "      <td>10.739845</td>\n",
       "      <td>5.268065</td>\n",
       "      <td>2.728345</td>\n",
       "      <td>8.884775</td>\n",
       "      <td>7.164013</td>\n",
       "      <td>3.020065</td>\n",
       "      <td>5.423430</td>\n",
       "      <td>8.242772</td>\n",
       "      <td>10.359713</td>\n",
       "      <td>3.078232</td>\n",
       "      <td>9.943740</td>\n",
       "      <td>10.864230</td>\n",
       "      <td>5.554510</td>\n",
       "      <td>3.449190</td>\n",
       "      <td>2.354325</td>\n",
       "      <td>4.355335</td>\n",
       "      <td>3.116550</td>\n",
       "      <td>3.264810</td>\n",
       "      <td>7.446648</td>\n",
       "      <td>6.594798</td>\n",
       "      <td>1.785605</td>\n",
       "      <td>7.370555</td>\n",
       "      <td>5.521570</td>\n",
       "      <td>7.470175</td>\n",
       "      <td>5.868290</td>\n",
       "      <td>3.974060</td>\n",
       "      <td>6.916073</td>\n",
       "      <td>4.028932</td>\n",
       "      <td>6.941217</td>\n",
       "      <td>...</td>\n",
       "      <td>5.947933</td>\n",
       "      <td>1.381960</td>\n",
       "      <td>6.852100</td>\n",
       "      <td>11.709380</td>\n",
       "      <td>5.949363</td>\n",
       "      <td>5.354328</td>\n",
       "      <td>4.825025</td>\n",
       "      <td>7.133913</td>\n",
       "      <td>7.167890</td>\n",
       "      <td>10.112685</td>\n",
       "      <td>7.499920</td>\n",
       "      <td>3.927450</td>\n",
       "      <td>5.415790</td>\n",
       "      <td>5.295350</td>\n",
       "      <td>11.034075</td>\n",
       "      <td>4.161560</td>\n",
       "      <td>5.672920</td>\n",
       "      <td>8.066210</td>\n",
       "      <td>1.466040</td>\n",
       "      <td>9.880740</td>\n",
       "      <td>4.357900</td>\n",
       "      <td>3.321510</td>\n",
       "      <td>6.845095</td>\n",
       "      <td>2.353550</td>\n",
       "      <td>4.729975</td>\n",
       "      <td>0.363915</td>\n",
       "      <td>0.834370</td>\n",
       "      <td>1.702635</td>\n",
       "      <td>8.079620</td>\n",
       "      <td>13.062245</td>\n",
       "      <td>0.065260</td>\n",
       "      <td>-0.699615</td>\n",
       "      <td>2.432660</td>\n",
       "      <td>4.559845</td>\n",
       "      <td>6.090595</td>\n",
       "      <td>10.722110</td>\n",
       "      <td>9.919035</td>\n",
       "      <td>5.474930</td>\n",
       "      <td>1.191375</td>\n",
       "      <td>3.030650</td>\n",
       "      <td>2.412410</td>\n",
       "      <td>10.767175</td>\n",
       "      <td>3.800345</td>\n",
       "      <td>8.628870</td>\n",
       "      <td>1.559440</td>\n",
       "      <td>-0.587385</td>\n",
       "      <td>9.735700</td>\n",
       "      <td>2.694700</td>\n",
       "      <td>10.120920</td>\n",
       "      <td>3.525400</td>\n",
       "      <td>10.940965</td>\n",
       "      <td>6.653205</td>\n",
       "      <td>4.938755</td>\n",
       "      <td>-0.134755</td>\n",
       "      <td>2.296010</td>\n",
       "      <td>3.450235</td>\n",
       "      <td>11.737640</td>\n",
       "      <td>10.008455</td>\n",
       "      <td>4.064375</td>\n",
       "      <td>8.529485</td>\n",
       "      <td>8.174590</td>\n",
       "      <td>9.877175</td>\n",
       "      <td>0.244235</td>\n",
       "      <td>6.417265</td>\n",
       "      <td>0.832780</td>\n",
       "      <td>8.409350</td>\n",
       "      <td>2.417270</td>\n",
       "      <td>7.924395</td>\n",
       "      <td>1.883505</td>\n",
       "      <td>6.830055</td>\n",
       "      <td>6.769730</td>\n",
       "      <td>6.446970</td>\n",
       "      <td>-0.145285</td>\n",
       "      <td>0.696165</td>\n",
       "      <td>3.101615</td>\n",
       "      <td>7.466350</td>\n",
       "      <td>7.782365</td>\n",
       "      <td>-0.137720</td>\n",
       "      <td>8.643360</td>\n",
       "      <td>3.167800</td>\n",
       "      <td>0.762185</td>\n",
       "      <td>0.096945</td>\n",
       "      <td>5.677610</td>\n",
       "      <td>-0.298920</td>\n",
       "      <td>1.669905</td>\n",
       "      <td>9.919685</td>\n",
       "      <td>5.429465</td>\n",
       "      <td>-0.138260</td>\n",
       "      <td>14.410135</td>\n",
       "      <td>9.883630</td>\n",
       "      <td>0.364875</td>\n",
       "      <td>6.746810</td>\n",
       "      <td>2.134560</td>\n",
       "      <td>3.553555</td>\n",
       "      <td>2.252070</td>\n",
       "      <td>2.765060</td>\n",
       "      <td>1.050240</td>\n",
       "      <td>5.079885</td>\n",
       "      <td>1.224145</td>\n",
       "      <td>-0.306455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01321820</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.335745</td>\n",
       "      <td>3.111690</td>\n",
       "      <td>4.574040</td>\n",
       "      <td>5.404515</td>\n",
       "      <td>9.678640</td>\n",
       "      <td>8.065525</td>\n",
       "      <td>9.412370</td>\n",
       "      <td>8.425650</td>\n",
       "      <td>10.774795</td>\n",
       "      <td>7.815725</td>\n",
       "      <td>5.572700</td>\n",
       "      <td>7.333645</td>\n",
       "      <td>8.405465</td>\n",
       "      <td>9.793025</td>\n",
       "      <td>11.011005</td>\n",
       "      <td>3.759425</td>\n",
       "      <td>10.581185</td>\n",
       "      <td>10.251435</td>\n",
       "      <td>6.276900</td>\n",
       "      <td>7.266300</td>\n",
       "      <td>10.004540</td>\n",
       "      <td>9.216745</td>\n",
       "      <td>12.580235</td>\n",
       "      <td>2.967845</td>\n",
       "      <td>2.452435</td>\n",
       "      <td>8.238755</td>\n",
       "      <td>8.055015</td>\n",
       "      <td>7.245890</td>\n",
       "      <td>2.054180</td>\n",
       "      <td>4.248805</td>\n",
       "      <td>11.305855</td>\n",
       "      <td>10.744425</td>\n",
       "      <td>6.085755</td>\n",
       "      <td>5.989165</td>\n",
       "      <td>2.485140</td>\n",
       "      <td>9.973400</td>\n",
       "      <td>4.307095</td>\n",
       "      <td>6.647200</td>\n",
       "      <td>7.305195</td>\n",
       "      <td>4.141120</td>\n",
       "      <td>3.944240</td>\n",
       "      <td>2.486400</td>\n",
       "      <td>8.439980</td>\n",
       "      <td>6.767185</td>\n",
       "      <td>6.301570</td>\n",
       "      <td>6.934790</td>\n",
       "      <td>3.992670</td>\n",
       "      <td>7.483525</td>\n",
       "      <td>4.993080</td>\n",
       "      <td>8.627325</td>\n",
       "      <td>1.746860</td>\n",
       "      <td>7.512680</td>\n",
       "      <td>6.242200</td>\n",
       "      <td>8.516040</td>\n",
       "      <td>7.314370</td>\n",
       "      <td>6.613065</td>\n",
       "      <td>7.445990</td>\n",
       "      <td>3.249105</td>\n",
       "      <td>6.887405</td>\n",
       "      <td>9.061425</td>\n",
       "      <td>6.353980</td>\n",
       "      <td>5.615340</td>\n",
       "      <td>10.104340</td>\n",
       "      <td>9.511975</td>\n",
       "      <td>7.682630</td>\n",
       "      <td>6.253105</td>\n",
       "      <td>0.840570</td>\n",
       "      <td>10.981225</td>\n",
       "      <td>5.535270</td>\n",
       "      <td>2.895610</td>\n",
       "      <td>9.825390</td>\n",
       "      <td>6.954985</td>\n",
       "      <td>3.262715</td>\n",
       "      <td>5.509570</td>\n",
       "      <td>8.602320</td>\n",
       "      <td>10.991790</td>\n",
       "      <td>2.983750</td>\n",
       "      <td>8.728015</td>\n",
       "      <td>10.893815</td>\n",
       "      <td>5.583095</td>\n",
       "      <td>3.409570</td>\n",
       "      <td>3.795440</td>\n",
       "      <td>4.825430</td>\n",
       "      <td>3.931825</td>\n",
       "      <td>6.246740</td>\n",
       "      <td>7.542515</td>\n",
       "      <td>6.758665</td>\n",
       "      <td>3.992025</td>\n",
       "      <td>8.394930</td>\n",
       "      <td>5.376620</td>\n",
       "      <td>7.987780</td>\n",
       "      <td>6.181515</td>\n",
       "      <td>4.354135</td>\n",
       "      <td>4.572885</td>\n",
       "      <td>4.197630</td>\n",
       "      <td>6.527490</td>\n",
       "      <td>...</td>\n",
       "      <td>6.037710</td>\n",
       "      <td>1.378330</td>\n",
       "      <td>6.788475</td>\n",
       "      <td>11.628050</td>\n",
       "      <td>5.893265</td>\n",
       "      <td>5.537140</td>\n",
       "      <td>5.034760</td>\n",
       "      <td>7.802185</td>\n",
       "      <td>7.481350</td>\n",
       "      <td>10.309580</td>\n",
       "      <td>7.845390</td>\n",
       "      <td>4.720535</td>\n",
       "      <td>6.564050</td>\n",
       "      <td>6.115920</td>\n",
       "      <td>10.422235</td>\n",
       "      <td>4.602725</td>\n",
       "      <td>6.625425</td>\n",
       "      <td>7.623355</td>\n",
       "      <td>0.983315</td>\n",
       "      <td>10.107860</td>\n",
       "      <td>4.457715</td>\n",
       "      <td>3.167210</td>\n",
       "      <td>7.800645</td>\n",
       "      <td>1.659200</td>\n",
       "      <td>4.742635</td>\n",
       "      <td>0.143530</td>\n",
       "      <td>0.345215</td>\n",
       "      <td>0.569555</td>\n",
       "      <td>8.366580</td>\n",
       "      <td>13.883655</td>\n",
       "      <td>2.040235</td>\n",
       "      <td>3.276540</td>\n",
       "      <td>3.051265</td>\n",
       "      <td>4.283575</td>\n",
       "      <td>4.971980</td>\n",
       "      <td>10.068915</td>\n",
       "      <td>9.837285</td>\n",
       "      <td>5.001730</td>\n",
       "      <td>0.948250</td>\n",
       "      <td>3.289335</td>\n",
       "      <td>2.401740</td>\n",
       "      <td>10.876605</td>\n",
       "      <td>4.364070</td>\n",
       "      <td>8.995135</td>\n",
       "      <td>1.508515</td>\n",
       "      <td>-0.538850</td>\n",
       "      <td>10.174495</td>\n",
       "      <td>1.750235</td>\n",
       "      <td>10.174450</td>\n",
       "      <td>7.006260</td>\n",
       "      <td>11.686955</td>\n",
       "      <td>7.026365</td>\n",
       "      <td>5.050305</td>\n",
       "      <td>-0.340085</td>\n",
       "      <td>2.326600</td>\n",
       "      <td>3.248305</td>\n",
       "      <td>11.922145</td>\n",
       "      <td>10.102415</td>\n",
       "      <td>3.360025</td>\n",
       "      <td>8.771885</td>\n",
       "      <td>7.381585</td>\n",
       "      <td>10.349265</td>\n",
       "      <td>0.597630</td>\n",
       "      <td>6.336635</td>\n",
       "      <td>0.631045</td>\n",
       "      <td>6.749670</td>\n",
       "      <td>1.740525</td>\n",
       "      <td>8.713475</td>\n",
       "      <td>1.709945</td>\n",
       "      <td>6.159220</td>\n",
       "      <td>6.232755</td>\n",
       "      <td>6.322910</td>\n",
       "      <td>-1.164795</td>\n",
       "      <td>0.837320</td>\n",
       "      <td>2.787740</td>\n",
       "      <td>8.357130</td>\n",
       "      <td>8.696590</td>\n",
       "      <td>-1.636100</td>\n",
       "      <td>8.808280</td>\n",
       "      <td>3.242920</td>\n",
       "      <td>1.861830</td>\n",
       "      <td>0.222420</td>\n",
       "      <td>6.820950</td>\n",
       "      <td>0.595825</td>\n",
       "      <td>1.611545</td>\n",
       "      <td>9.614195</td>\n",
       "      <td>5.765880</td>\n",
       "      <td>0.308070</td>\n",
       "      <td>14.280545</td>\n",
       "      <td>9.096850</td>\n",
       "      <td>0.323895</td>\n",
       "      <td>6.887960</td>\n",
       "      <td>3.439125</td>\n",
       "      <td>3.044010</td>\n",
       "      <td>2.380460</td>\n",
       "      <td>4.854940</td>\n",
       "      <td>0.764115</td>\n",
       "      <td>4.731575</td>\n",
       "      <td>1.045370</td>\n",
       "      <td>0.923410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01859111</td>\n",
       "      <td>0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.396700</td>\n",
       "      <td>3.422355</td>\n",
       "      <td>5.434160</td>\n",
       "      <td>5.911190</td>\n",
       "      <td>9.381070</td>\n",
       "      <td>7.713035</td>\n",
       "      <td>10.203865</td>\n",
       "      <td>8.442765</td>\n",
       "      <td>11.701055</td>\n",
       "      <td>9.019355</td>\n",
       "      <td>5.940400</td>\n",
       "      <td>7.530725</td>\n",
       "      <td>8.484610</td>\n",
       "      <td>9.996100</td>\n",
       "      <td>11.155295</td>\n",
       "      <td>3.328135</td>\n",
       "      <td>9.914160</td>\n",
       "      <td>10.661760</td>\n",
       "      <td>5.899605</td>\n",
       "      <td>7.500465</td>\n",
       "      <td>9.539485</td>\n",
       "      <td>9.874600</td>\n",
       "      <td>13.191310</td>\n",
       "      <td>3.404795</td>\n",
       "      <td>2.611330</td>\n",
       "      <td>9.533995</td>\n",
       "      <td>8.167955</td>\n",
       "      <td>7.074355</td>\n",
       "      <td>1.647215</td>\n",
       "      <td>3.433175</td>\n",
       "      <td>11.477465</td>\n",
       "      <td>11.454115</td>\n",
       "      <td>7.653590</td>\n",
       "      <td>5.871280</td>\n",
       "      <td>3.082820</td>\n",
       "      <td>10.457185</td>\n",
       "      <td>4.788660</td>\n",
       "      <td>7.397260</td>\n",
       "      <td>8.468340</td>\n",
       "      <td>4.559940</td>\n",
       "      <td>4.380545</td>\n",
       "      <td>4.178215</td>\n",
       "      <td>8.237180</td>\n",
       "      <td>6.217810</td>\n",
       "      <td>6.343125</td>\n",
       "      <td>6.979880</td>\n",
       "      <td>4.442880</td>\n",
       "      <td>6.002710</td>\n",
       "      <td>5.207180</td>\n",
       "      <td>8.308290</td>\n",
       "      <td>3.342800</td>\n",
       "      <td>7.399060</td>\n",
       "      <td>6.688715</td>\n",
       "      <td>8.881195</td>\n",
       "      <td>7.418105</td>\n",
       "      <td>7.630030</td>\n",
       "      <td>7.621490</td>\n",
       "      <td>3.697155</td>\n",
       "      <td>6.475190</td>\n",
       "      <td>9.162145</td>\n",
       "      <td>6.343215</td>\n",
       "      <td>5.690710</td>\n",
       "      <td>10.243870</td>\n",
       "      <td>9.636175</td>\n",
       "      <td>6.710155</td>\n",
       "      <td>6.500820</td>\n",
       "      <td>-0.302535</td>\n",
       "      <td>10.982235</td>\n",
       "      <td>5.883790</td>\n",
       "      <td>3.103400</td>\n",
       "      <td>11.060870</td>\n",
       "      <td>8.189905</td>\n",
       "      <td>3.383095</td>\n",
       "      <td>6.808245</td>\n",
       "      <td>9.078505</td>\n",
       "      <td>11.051450</td>\n",
       "      <td>4.069210</td>\n",
       "      <td>10.226985</td>\n",
       "      <td>10.921835</td>\n",
       "      <td>5.581000</td>\n",
       "      <td>3.803515</td>\n",
       "      <td>3.321640</td>\n",
       "      <td>4.304410</td>\n",
       "      <td>5.649760</td>\n",
       "      <td>2.917755</td>\n",
       "      <td>8.141245</td>\n",
       "      <td>7.427820</td>\n",
       "      <td>5.414515</td>\n",
       "      <td>8.571410</td>\n",
       "      <td>6.228665</td>\n",
       "      <td>6.959440</td>\n",
       "      <td>6.112705</td>\n",
       "      <td>2.267635</td>\n",
       "      <td>7.133840</td>\n",
       "      <td>4.203100</td>\n",
       "      <td>7.256395</td>\n",
       "      <td>...</td>\n",
       "      <td>6.070960</td>\n",
       "      <td>1.381850</td>\n",
       "      <td>7.043785</td>\n",
       "      <td>11.943825</td>\n",
       "      <td>7.391650</td>\n",
       "      <td>5.560765</td>\n",
       "      <td>5.522970</td>\n",
       "      <td>7.659490</td>\n",
       "      <td>7.841565</td>\n",
       "      <td>9.772280</td>\n",
       "      <td>7.773590</td>\n",
       "      <td>4.973705</td>\n",
       "      <td>7.023705</td>\n",
       "      <td>6.092085</td>\n",
       "      <td>11.223975</td>\n",
       "      <td>5.213935</td>\n",
       "      <td>7.701145</td>\n",
       "      <td>7.215890</td>\n",
       "      <td>1.022195</td>\n",
       "      <td>10.121220</td>\n",
       "      <td>4.632285</td>\n",
       "      <td>3.395690</td>\n",
       "      <td>7.827390</td>\n",
       "      <td>1.874450</td>\n",
       "      <td>5.433860</td>\n",
       "      <td>0.594725</td>\n",
       "      <td>0.676445</td>\n",
       "      <td>0.790885</td>\n",
       "      <td>8.097725</td>\n",
       "      <td>14.026805</td>\n",
       "      <td>-0.494490</td>\n",
       "      <td>0.528390</td>\n",
       "      <td>2.043080</td>\n",
       "      <td>4.767100</td>\n",
       "      <td>5.476525</td>\n",
       "      <td>10.626935</td>\n",
       "      <td>9.764660</td>\n",
       "      <td>5.465480</td>\n",
       "      <td>0.842970</td>\n",
       "      <td>4.143940</td>\n",
       "      <td>2.168605</td>\n",
       "      <td>10.451040</td>\n",
       "      <td>3.082795</td>\n",
       "      <td>8.255840</td>\n",
       "      <td>1.329430</td>\n",
       "      <td>-0.480015</td>\n",
       "      <td>9.939290</td>\n",
       "      <td>2.117685</td>\n",
       "      <td>10.628720</td>\n",
       "      <td>3.521770</td>\n",
       "      <td>11.470105</td>\n",
       "      <td>6.974730</td>\n",
       "      <td>4.559465</td>\n",
       "      <td>1.427935</td>\n",
       "      <td>2.273265</td>\n",
       "      <td>3.395610</td>\n",
       "      <td>12.847100</td>\n",
       "      <td>9.882035</td>\n",
       "      <td>4.791400</td>\n",
       "      <td>8.857535</td>\n",
       "      <td>7.369555</td>\n",
       "      <td>10.135740</td>\n",
       "      <td>0.517980</td>\n",
       "      <td>6.745195</td>\n",
       "      <td>1.456265</td>\n",
       "      <td>8.925645</td>\n",
       "      <td>0.950190</td>\n",
       "      <td>10.294030</td>\n",
       "      <td>1.965145</td>\n",
       "      <td>6.608460</td>\n",
       "      <td>6.171775</td>\n",
       "      <td>6.021170</td>\n",
       "      <td>0.205655</td>\n",
       "      <td>0.886005</td>\n",
       "      <td>2.712790</td>\n",
       "      <td>7.507200</td>\n",
       "      <td>9.748890</td>\n",
       "      <td>-1.056615</td>\n",
       "      <td>8.565610</td>\n",
       "      <td>4.007945</td>\n",
       "      <td>0.789525</td>\n",
       "      <td>0.139240</td>\n",
       "      <td>7.612740</td>\n",
       "      <td>-0.100430</td>\n",
       "      <td>2.009155</td>\n",
       "      <td>9.664220</td>\n",
       "      <td>5.782560</td>\n",
       "      <td>0.337425</td>\n",
       "      <td>14.715155</td>\n",
       "      <td>11.706985</td>\n",
       "      <td>0.350205</td>\n",
       "      <td>7.291930</td>\n",
       "      <td>2.595450</td>\n",
       "      <td>2.458310</td>\n",
       "      <td>2.342815</td>\n",
       "      <td>1.623245</td>\n",
       "      <td>1.270680</td>\n",
       "      <td>5.411205</td>\n",
       "      <td>0.896475</td>\n",
       "      <td>0.568775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01954001</td>\n",
       "      <td>0</td>\n",
       "      <td>-101.0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.610965</td>\n",
       "      <td>3.153800</td>\n",
       "      <td>4.570065</td>\n",
       "      <td>5.912145</td>\n",
       "      <td>9.741200</td>\n",
       "      <td>7.130070</td>\n",
       "      <td>9.466195</td>\n",
       "      <td>8.117120</td>\n",
       "      <td>11.291365</td>\n",
       "      <td>9.007895</td>\n",
       "      <td>5.756600</td>\n",
       "      <td>7.097435</td>\n",
       "      <td>8.359525</td>\n",
       "      <td>9.929550</td>\n",
       "      <td>11.531585</td>\n",
       "      <td>4.152830</td>\n",
       "      <td>9.900230</td>\n",
       "      <td>10.624930</td>\n",
       "      <td>5.329830</td>\n",
       "      <td>7.547595</td>\n",
       "      <td>9.970270</td>\n",
       "      <td>10.025820</td>\n",
       "      <td>12.463270</td>\n",
       "      <td>3.778705</td>\n",
       "      <td>3.674930</td>\n",
       "      <td>9.389850</td>\n",
       "      <td>7.797780</td>\n",
       "      <td>6.917210</td>\n",
       "      <td>1.355805</td>\n",
       "      <td>5.414890</td>\n",
       "      <td>12.216065</td>\n",
       "      <td>10.444275</td>\n",
       "      <td>8.944320</td>\n",
       "      <td>6.059375</td>\n",
       "      <td>2.632670</td>\n",
       "      <td>9.924195</td>\n",
       "      <td>2.777650</td>\n",
       "      <td>6.383000</td>\n",
       "      <td>8.065645</td>\n",
       "      <td>2.139090</td>\n",
       "      <td>4.012535</td>\n",
       "      <td>3.094225</td>\n",
       "      <td>8.224480</td>\n",
       "      <td>6.930440</td>\n",
       "      <td>6.415850</td>\n",
       "      <td>7.117280</td>\n",
       "      <td>3.906235</td>\n",
       "      <td>7.186200</td>\n",
       "      <td>5.874320</td>\n",
       "      <td>8.342035</td>\n",
       "      <td>2.331885</td>\n",
       "      <td>7.313100</td>\n",
       "      <td>6.835395</td>\n",
       "      <td>8.679810</td>\n",
       "      <td>7.539480</td>\n",
       "      <td>6.471960</td>\n",
       "      <td>6.930250</td>\n",
       "      <td>3.057845</td>\n",
       "      <td>7.072530</td>\n",
       "      <td>9.171905</td>\n",
       "      <td>7.096730</td>\n",
       "      <td>5.128135</td>\n",
       "      <td>10.032065</td>\n",
       "      <td>10.038485</td>\n",
       "      <td>8.323625</td>\n",
       "      <td>5.958320</td>\n",
       "      <td>1.015220</td>\n",
       "      <td>10.576550</td>\n",
       "      <td>5.674150</td>\n",
       "      <td>2.642920</td>\n",
       "      <td>9.740545</td>\n",
       "      <td>9.385430</td>\n",
       "      <td>3.464715</td>\n",
       "      <td>5.852180</td>\n",
       "      <td>8.725725</td>\n",
       "      <td>11.793955</td>\n",
       "      <td>3.190610</td>\n",
       "      <td>9.729000</td>\n",
       "      <td>10.951695</td>\n",
       "      <td>5.436805</td>\n",
       "      <td>5.271150</td>\n",
       "      <td>3.274755</td>\n",
       "      <td>4.880720</td>\n",
       "      <td>4.177350</td>\n",
       "      <td>10.012105</td>\n",
       "      <td>7.805175</td>\n",
       "      <td>6.762940</td>\n",
       "      <td>6.098260</td>\n",
       "      <td>8.521575</td>\n",
       "      <td>5.621485</td>\n",
       "      <td>7.773795</td>\n",
       "      <td>6.368140</td>\n",
       "      <td>3.412235</td>\n",
       "      <td>6.545240</td>\n",
       "      <td>4.307605</td>\n",
       "      <td>7.098825</td>\n",
       "      <td>...</td>\n",
       "      <td>5.791175</td>\n",
       "      <td>1.200530</td>\n",
       "      <td>6.373815</td>\n",
       "      <td>11.267675</td>\n",
       "      <td>5.634430</td>\n",
       "      <td>5.723745</td>\n",
       "      <td>4.788200</td>\n",
       "      <td>7.321560</td>\n",
       "      <td>8.861235</td>\n",
       "      <td>9.866710</td>\n",
       "      <td>7.749130</td>\n",
       "      <td>3.762760</td>\n",
       "      <td>6.720140</td>\n",
       "      <td>5.996935</td>\n",
       "      <td>9.443120</td>\n",
       "      <td>4.867600</td>\n",
       "      <td>7.424430</td>\n",
       "      <td>8.017660</td>\n",
       "      <td>1.079785</td>\n",
       "      <td>9.825805</td>\n",
       "      <td>3.829610</td>\n",
       "      <td>2.804370</td>\n",
       "      <td>8.085800</td>\n",
       "      <td>1.139495</td>\n",
       "      <td>4.689115</td>\n",
       "      <td>0.045485</td>\n",
       "      <td>0.623860</td>\n",
       "      <td>0.806815</td>\n",
       "      <td>9.152070</td>\n",
       "      <td>13.831195</td>\n",
       "      <td>-0.720045</td>\n",
       "      <td>0.311485</td>\n",
       "      <td>2.778415</td>\n",
       "      <td>4.595845</td>\n",
       "      <td>4.971605</td>\n",
       "      <td>10.644345</td>\n",
       "      <td>9.458520</td>\n",
       "      <td>5.252270</td>\n",
       "      <td>1.742315</td>\n",
       "      <td>3.428155</td>\n",
       "      <td>3.252430</td>\n",
       "      <td>11.000525</td>\n",
       "      <td>3.640605</td>\n",
       "      <td>8.530000</td>\n",
       "      <td>3.724110</td>\n",
       "      <td>-0.579815</td>\n",
       "      <td>10.068005</td>\n",
       "      <td>2.390360</td>\n",
       "      <td>9.377600</td>\n",
       "      <td>3.049435</td>\n",
       "      <td>12.110825</td>\n",
       "      <td>6.309370</td>\n",
       "      <td>4.508310</td>\n",
       "      <td>-0.404635</td>\n",
       "      <td>2.308175</td>\n",
       "      <td>2.862150</td>\n",
       "      <td>12.153400</td>\n",
       "      <td>10.157890</td>\n",
       "      <td>4.510495</td>\n",
       "      <td>8.105405</td>\n",
       "      <td>7.594065</td>\n",
       "      <td>9.426845</td>\n",
       "      <td>0.579240</td>\n",
       "      <td>5.773525</td>\n",
       "      <td>2.151700</td>\n",
       "      <td>9.034405</td>\n",
       "      <td>1.937615</td>\n",
       "      <td>9.577010</td>\n",
       "      <td>1.195405</td>\n",
       "      <td>6.416655</td>\n",
       "      <td>6.610905</td>\n",
       "      <td>5.900855</td>\n",
       "      <td>0.363360</td>\n",
       "      <td>0.589975</td>\n",
       "      <td>2.871145</td>\n",
       "      <td>8.260780</td>\n",
       "      <td>9.010645</td>\n",
       "      <td>-1.447665</td>\n",
       "      <td>8.269430</td>\n",
       "      <td>3.681115</td>\n",
       "      <td>0.046090</td>\n",
       "      <td>0.553565</td>\n",
       "      <td>6.597155</td>\n",
       "      <td>0.442018</td>\n",
       "      <td>1.599760</td>\n",
       "      <td>9.312280</td>\n",
       "      <td>6.386775</td>\n",
       "      <td>-0.294030</td>\n",
       "      <td>15.124555</td>\n",
       "      <td>10.039280</td>\n",
       "      <td>0.631330</td>\n",
       "      <td>7.716400</td>\n",
       "      <td>2.447185</td>\n",
       "      <td>3.634555</td>\n",
       "      <td>2.508880</td>\n",
       "      <td>7.325405</td>\n",
       "      <td>0.699900</td>\n",
       "      <td>4.404800</td>\n",
       "      <td>0.561530</td>\n",
       "      <td>-0.396705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01124029</td>\n",
       "      <td>0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.474545</td>\n",
       "      <td>3.212965</td>\n",
       "      <td>5.160015</td>\n",
       "      <td>5.733115</td>\n",
       "      <td>10.356765</td>\n",
       "      <td>7.645185</td>\n",
       "      <td>9.800380</td>\n",
       "      <td>8.164645</td>\n",
       "      <td>10.964380</td>\n",
       "      <td>6.307375</td>\n",
       "      <td>6.166840</td>\n",
       "      <td>7.398235</td>\n",
       "      <td>8.474595</td>\n",
       "      <td>10.118115</td>\n",
       "      <td>11.468995</td>\n",
       "      <td>4.158575</td>\n",
       "      <td>10.701035</td>\n",
       "      <td>10.794605</td>\n",
       "      <td>5.384465</td>\n",
       "      <td>7.502110</td>\n",
       "      <td>9.806995</td>\n",
       "      <td>9.854575</td>\n",
       "      <td>11.966075</td>\n",
       "      <td>4.568045</td>\n",
       "      <td>2.907930</td>\n",
       "      <td>8.751070</td>\n",
       "      <td>8.366930</td>\n",
       "      <td>6.788110</td>\n",
       "      <td>2.005985</td>\n",
       "      <td>4.081175</td>\n",
       "      <td>11.731225</td>\n",
       "      <td>10.753015</td>\n",
       "      <td>8.771050</td>\n",
       "      <td>6.090865</td>\n",
       "      <td>2.881705</td>\n",
       "      <td>10.074430</td>\n",
       "      <td>4.588800</td>\n",
       "      <td>6.078940</td>\n",
       "      <td>7.429095</td>\n",
       "      <td>2.660020</td>\n",
       "      <td>3.470650</td>\n",
       "      <td>3.618030</td>\n",
       "      <td>8.491900</td>\n",
       "      <td>6.821395</td>\n",
       "      <td>5.976550</td>\n",
       "      <td>7.500325</td>\n",
       "      <td>3.920665</td>\n",
       "      <td>7.601180</td>\n",
       "      <td>5.618885</td>\n",
       "      <td>8.498745</td>\n",
       "      <td>2.800655</td>\n",
       "      <td>6.858495</td>\n",
       "      <td>6.910315</td>\n",
       "      <td>8.842850</td>\n",
       "      <td>7.264295</td>\n",
       "      <td>7.309890</td>\n",
       "      <td>7.261105</td>\n",
       "      <td>3.273900</td>\n",
       "      <td>6.761275</td>\n",
       "      <td>9.215715</td>\n",
       "      <td>5.431480</td>\n",
       "      <td>5.670460</td>\n",
       "      <td>9.581845</td>\n",
       "      <td>10.054895</td>\n",
       "      <td>7.982650</td>\n",
       "      <td>6.103680</td>\n",
       "      <td>-0.391595</td>\n",
       "      <td>11.080005</td>\n",
       "      <td>5.775240</td>\n",
       "      <td>3.018035</td>\n",
       "      <td>9.747235</td>\n",
       "      <td>7.609275</td>\n",
       "      <td>3.791560</td>\n",
       "      <td>5.573735</td>\n",
       "      <td>8.538755</td>\n",
       "      <td>11.710080</td>\n",
       "      <td>4.339485</td>\n",
       "      <td>10.109120</td>\n",
       "      <td>11.014285</td>\n",
       "      <td>5.773145</td>\n",
       "      <td>3.033435</td>\n",
       "      <td>3.571845</td>\n",
       "      <td>4.486575</td>\n",
       "      <td>4.039820</td>\n",
       "      <td>7.759745</td>\n",
       "      <td>7.960125</td>\n",
       "      <td>7.177165</td>\n",
       "      <td>3.198170</td>\n",
       "      <td>7.962710</td>\n",
       "      <td>6.058360</td>\n",
       "      <td>7.223690</td>\n",
       "      <td>6.353280</td>\n",
       "      <td>3.689635</td>\n",
       "      <td>6.206535</td>\n",
       "      <td>3.645075</td>\n",
       "      <td>6.180805</td>\n",
       "      <td>...</td>\n",
       "      <td>5.886435</td>\n",
       "      <td>1.053445</td>\n",
       "      <td>6.731710</td>\n",
       "      <td>11.655940</td>\n",
       "      <td>6.080365</td>\n",
       "      <td>5.356845</td>\n",
       "      <td>5.115705</td>\n",
       "      <td>7.139465</td>\n",
       "      <td>6.655315</td>\n",
       "      <td>9.554515</td>\n",
       "      <td>7.617765</td>\n",
       "      <td>5.316425</td>\n",
       "      <td>5.946460</td>\n",
       "      <td>5.161205</td>\n",
       "      <td>10.830910</td>\n",
       "      <td>4.735925</td>\n",
       "      <td>6.699495</td>\n",
       "      <td>7.462030</td>\n",
       "      <td>2.135575</td>\n",
       "      <td>9.945995</td>\n",
       "      <td>4.524600</td>\n",
       "      <td>3.405395</td>\n",
       "      <td>7.746530</td>\n",
       "      <td>1.700350</td>\n",
       "      <td>5.276850</td>\n",
       "      <td>1.675520</td>\n",
       "      <td>0.797950</td>\n",
       "      <td>1.305570</td>\n",
       "      <td>8.721185</td>\n",
       "      <td>13.172360</td>\n",
       "      <td>2.079290</td>\n",
       "      <td>1.136050</td>\n",
       "      <td>3.214745</td>\n",
       "      <td>4.954430</td>\n",
       "      <td>6.089310</td>\n",
       "      <td>10.482795</td>\n",
       "      <td>9.985725</td>\n",
       "      <td>5.472785</td>\n",
       "      <td>1.409650</td>\n",
       "      <td>3.126660</td>\n",
       "      <td>1.846550</td>\n",
       "      <td>10.693760</td>\n",
       "      <td>4.731280</td>\n",
       "      <td>8.791950</td>\n",
       "      <td>1.327240</td>\n",
       "      <td>-0.278590</td>\n",
       "      <td>9.960430</td>\n",
       "      <td>2.547180</td>\n",
       "      <td>9.947520</td>\n",
       "      <td>3.505485</td>\n",
       "      <td>11.747270</td>\n",
       "      <td>7.223210</td>\n",
       "      <td>5.115045</td>\n",
       "      <td>1.134225</td>\n",
       "      <td>2.132135</td>\n",
       "      <td>3.211475</td>\n",
       "      <td>13.181145</td>\n",
       "      <td>9.930795</td>\n",
       "      <td>3.892150</td>\n",
       "      <td>8.367455</td>\n",
       "      <td>7.361600</td>\n",
       "      <td>10.142425</td>\n",
       "      <td>0.850095</td>\n",
       "      <td>6.415985</td>\n",
       "      <td>2.987675</td>\n",
       "      <td>8.212175</td>\n",
       "      <td>2.377755</td>\n",
       "      <td>8.363325</td>\n",
       "      <td>1.723365</td>\n",
       "      <td>6.592380</td>\n",
       "      <td>6.643075</td>\n",
       "      <td>6.496645</td>\n",
       "      <td>0.383160</td>\n",
       "      <td>1.373150</td>\n",
       "      <td>2.942900</td>\n",
       "      <td>8.245300</td>\n",
       "      <td>8.178410</td>\n",
       "      <td>-0.228935</td>\n",
       "      <td>8.600945</td>\n",
       "      <td>3.588200</td>\n",
       "      <td>1.901190</td>\n",
       "      <td>1.357490</td>\n",
       "      <td>6.634040</td>\n",
       "      <td>0.515822</td>\n",
       "      <td>1.559630</td>\n",
       "      <td>9.204435</td>\n",
       "      <td>6.141785</td>\n",
       "      <td>0.691085</td>\n",
       "      <td>14.063695</td>\n",
       "      <td>10.189880</td>\n",
       "      <td>0.713455</td>\n",
       "      <td>7.074815</td>\n",
       "      <td>3.052415</td>\n",
       "      <td>3.196460</td>\n",
       "      <td>2.566115</td>\n",
       "      <td>5.921505</td>\n",
       "      <td>1.257665</td>\n",
       "      <td>4.840645</td>\n",
       "      <td>0.915025</td>\n",
       "      <td>0.094405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2854</th>\n",
       "      <td>01130034</td>\n",
       "      <td>432</td>\n",
       "      <td>224.0</td>\n",
       "      <td>146</td>\n",
       "      <td>9.624460</td>\n",
       "      <td>3.359280</td>\n",
       "      <td>5.115030</td>\n",
       "      <td>5.778385</td>\n",
       "      <td>10.318750</td>\n",
       "      <td>8.153390</td>\n",
       "      <td>9.300550</td>\n",
       "      <td>8.085795</td>\n",
       "      <td>10.452545</td>\n",
       "      <td>11.915640</td>\n",
       "      <td>5.913760</td>\n",
       "      <td>7.849415</td>\n",
       "      <td>8.775930</td>\n",
       "      <td>9.526655</td>\n",
       "      <td>11.527385</td>\n",
       "      <td>3.477430</td>\n",
       "      <td>10.841940</td>\n",
       "      <td>10.775805</td>\n",
       "      <td>6.112790</td>\n",
       "      <td>7.573140</td>\n",
       "      <td>4.850740</td>\n",
       "      <td>7.793300</td>\n",
       "      <td>12.783670</td>\n",
       "      <td>3.927775</td>\n",
       "      <td>2.889165</td>\n",
       "      <td>9.682070</td>\n",
       "      <td>6.320090</td>\n",
       "      <td>7.558210</td>\n",
       "      <td>1.834320</td>\n",
       "      <td>4.089550</td>\n",
       "      <td>11.586485</td>\n",
       "      <td>11.332880</td>\n",
       "      <td>8.098620</td>\n",
       "      <td>5.934815</td>\n",
       "      <td>2.779445</td>\n",
       "      <td>9.599960</td>\n",
       "      <td>4.177090</td>\n",
       "      <td>7.739195</td>\n",
       "      <td>5.067370</td>\n",
       "      <td>3.884490</td>\n",
       "      <td>4.349865</td>\n",
       "      <td>2.223270</td>\n",
       "      <td>9.357625</td>\n",
       "      <td>6.732940</td>\n",
       "      <td>5.305240</td>\n",
       "      <td>7.337305</td>\n",
       "      <td>3.656015</td>\n",
       "      <td>7.448000</td>\n",
       "      <td>5.397940</td>\n",
       "      <td>8.642030</td>\n",
       "      <td>2.859605</td>\n",
       "      <td>7.543685</td>\n",
       "      <td>6.852875</td>\n",
       "      <td>8.682785</td>\n",
       "      <td>5.548680</td>\n",
       "      <td>7.147320</td>\n",
       "      <td>5.075875</td>\n",
       "      <td>3.256385</td>\n",
       "      <td>6.640760</td>\n",
       "      <td>8.196650</td>\n",
       "      <td>5.579340</td>\n",
       "      <td>6.253805</td>\n",
       "      <td>9.552960</td>\n",
       "      <td>9.882225</td>\n",
       "      <td>4.265795</td>\n",
       "      <td>6.095910</td>\n",
       "      <td>0.675215</td>\n",
       "      <td>11.097355</td>\n",
       "      <td>5.866220</td>\n",
       "      <td>3.214385</td>\n",
       "      <td>8.210140</td>\n",
       "      <td>8.731940</td>\n",
       "      <td>3.946850</td>\n",
       "      <td>4.915315</td>\n",
       "      <td>8.660300</td>\n",
       "      <td>10.761750</td>\n",
       "      <td>3.687320</td>\n",
       "      <td>10.122345</td>\n",
       "      <td>11.203000</td>\n",
       "      <td>5.667480</td>\n",
       "      <td>3.971825</td>\n",
       "      <td>3.709455</td>\n",
       "      <td>4.664545</td>\n",
       "      <td>3.695815</td>\n",
       "      <td>6.848775</td>\n",
       "      <td>8.582410</td>\n",
       "      <td>6.253765</td>\n",
       "      <td>3.495295</td>\n",
       "      <td>8.568735</td>\n",
       "      <td>2.810195</td>\n",
       "      <td>4.943155</td>\n",
       "      <td>6.732455</td>\n",
       "      <td>4.067240</td>\n",
       "      <td>5.047050</td>\n",
       "      <td>4.330215</td>\n",
       "      <td>6.951685</td>\n",
       "      <td>...</td>\n",
       "      <td>6.439970</td>\n",
       "      <td>1.472875</td>\n",
       "      <td>6.629855</td>\n",
       "      <td>12.074795</td>\n",
       "      <td>6.147755</td>\n",
       "      <td>5.317030</td>\n",
       "      <td>5.772065</td>\n",
       "      <td>7.333860</td>\n",
       "      <td>4.816885</td>\n",
       "      <td>10.017555</td>\n",
       "      <td>6.333490</td>\n",
       "      <td>4.525910</td>\n",
       "      <td>2.861455</td>\n",
       "      <td>6.283990</td>\n",
       "      <td>10.735680</td>\n",
       "      <td>4.047535</td>\n",
       "      <td>3.872620</td>\n",
       "      <td>7.728710</td>\n",
       "      <td>1.033835</td>\n",
       "      <td>10.102115</td>\n",
       "      <td>3.321445</td>\n",
       "      <td>3.455265</td>\n",
       "      <td>7.315850</td>\n",
       "      <td>1.351765</td>\n",
       "      <td>4.816055</td>\n",
       "      <td>-0.104875</td>\n",
       "      <td>0.344130</td>\n",
       "      <td>1.181535</td>\n",
       "      <td>8.961175</td>\n",
       "      <td>12.277115</td>\n",
       "      <td>-1.565370</td>\n",
       "      <td>-0.509535</td>\n",
       "      <td>2.487160</td>\n",
       "      <td>4.535590</td>\n",
       "      <td>5.823140</td>\n",
       "      <td>8.568145</td>\n",
       "      <td>9.832160</td>\n",
       "      <td>5.148580</td>\n",
       "      <td>1.155275</td>\n",
       "      <td>1.968060</td>\n",
       "      <td>2.230340</td>\n",
       "      <td>11.248000</td>\n",
       "      <td>3.432330</td>\n",
       "      <td>8.690970</td>\n",
       "      <td>0.711085</td>\n",
       "      <td>-0.852660</td>\n",
       "      <td>9.847700</td>\n",
       "      <td>1.743105</td>\n",
       "      <td>10.426945</td>\n",
       "      <td>3.422845</td>\n",
       "      <td>10.552345</td>\n",
       "      <td>7.500765</td>\n",
       "      <td>6.273245</td>\n",
       "      <td>-0.326180</td>\n",
       "      <td>1.771640</td>\n",
       "      <td>3.502460</td>\n",
       "      <td>10.210605</td>\n",
       "      <td>10.047940</td>\n",
       "      <td>1.516020</td>\n",
       "      <td>8.769700</td>\n",
       "      <td>7.263900</td>\n",
       "      <td>10.482540</td>\n",
       "      <td>0.538070</td>\n",
       "      <td>6.850400</td>\n",
       "      <td>0.412740</td>\n",
       "      <td>8.458425</td>\n",
       "      <td>1.909295</td>\n",
       "      <td>7.697740</td>\n",
       "      <td>1.640720</td>\n",
       "      <td>6.741595</td>\n",
       "      <td>7.549465</td>\n",
       "      <td>6.431365</td>\n",
       "      <td>-0.487865</td>\n",
       "      <td>0.949385</td>\n",
       "      <td>2.576820</td>\n",
       "      <td>7.762875</td>\n",
       "      <td>6.712760</td>\n",
       "      <td>-1.799835</td>\n",
       "      <td>7.705445</td>\n",
       "      <td>2.551935</td>\n",
       "      <td>-0.221365</td>\n",
       "      <td>-0.662350</td>\n",
       "      <td>2.935935</td>\n",
       "      <td>0.403678</td>\n",
       "      <td>1.766850</td>\n",
       "      <td>9.387760</td>\n",
       "      <td>5.696025</td>\n",
       "      <td>-0.796520</td>\n",
       "      <td>13.376640</td>\n",
       "      <td>8.467015</td>\n",
       "      <td>0.297660</td>\n",
       "      <td>6.526185</td>\n",
       "      <td>3.100685</td>\n",
       "      <td>2.562305</td>\n",
       "      <td>2.518110</td>\n",
       "      <td>4.871790</td>\n",
       "      <td>0.462205</td>\n",
       "      <td>4.468440</td>\n",
       "      <td>0.598845</td>\n",
       "      <td>-0.654470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2855</th>\n",
       "      <td>01034328</td>\n",
       "      <td>490</td>\n",
       "      <td>-31.0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.734735</td>\n",
       "      <td>4.421895</td>\n",
       "      <td>4.945310</td>\n",
       "      <td>7.088580</td>\n",
       "      <td>9.152965</td>\n",
       "      <td>8.766640</td>\n",
       "      <td>9.623825</td>\n",
       "      <td>8.223830</td>\n",
       "      <td>9.386670</td>\n",
       "      <td>11.607305</td>\n",
       "      <td>5.851325</td>\n",
       "      <td>7.294330</td>\n",
       "      <td>8.571160</td>\n",
       "      <td>9.988985</td>\n",
       "      <td>11.435650</td>\n",
       "      <td>6.327160</td>\n",
       "      <td>11.164690</td>\n",
       "      <td>10.807215</td>\n",
       "      <td>6.672900</td>\n",
       "      <td>8.386075</td>\n",
       "      <td>10.699900</td>\n",
       "      <td>9.395245</td>\n",
       "      <td>13.359380</td>\n",
       "      <td>3.179680</td>\n",
       "      <td>2.813525</td>\n",
       "      <td>10.449655</td>\n",
       "      <td>7.937260</td>\n",
       "      <td>7.596375</td>\n",
       "      <td>3.298850</td>\n",
       "      <td>4.203665</td>\n",
       "      <td>13.058920</td>\n",
       "      <td>9.668770</td>\n",
       "      <td>7.997060</td>\n",
       "      <td>6.308000</td>\n",
       "      <td>4.499965</td>\n",
       "      <td>9.926165</td>\n",
       "      <td>5.951750</td>\n",
       "      <td>6.175050</td>\n",
       "      <td>5.795895</td>\n",
       "      <td>3.237850</td>\n",
       "      <td>3.487540</td>\n",
       "      <td>4.025250</td>\n",
       "      <td>9.583940</td>\n",
       "      <td>7.223895</td>\n",
       "      <td>6.979415</td>\n",
       "      <td>7.978210</td>\n",
       "      <td>3.736325</td>\n",
       "      <td>5.757965</td>\n",
       "      <td>5.972725</td>\n",
       "      <td>8.932565</td>\n",
       "      <td>2.732475</td>\n",
       "      <td>7.386985</td>\n",
       "      <td>6.814670</td>\n",
       "      <td>8.813145</td>\n",
       "      <td>5.830675</td>\n",
       "      <td>8.360875</td>\n",
       "      <td>5.966730</td>\n",
       "      <td>4.408795</td>\n",
       "      <td>6.813765</td>\n",
       "      <td>9.601055</td>\n",
       "      <td>6.149795</td>\n",
       "      <td>5.782220</td>\n",
       "      <td>8.329285</td>\n",
       "      <td>10.503835</td>\n",
       "      <td>5.843615</td>\n",
       "      <td>5.538910</td>\n",
       "      <td>1.689340</td>\n",
       "      <td>11.124280</td>\n",
       "      <td>6.429240</td>\n",
       "      <td>3.464505</td>\n",
       "      <td>9.477630</td>\n",
       "      <td>11.260135</td>\n",
       "      <td>4.198875</td>\n",
       "      <td>4.507070</td>\n",
       "      <td>8.735680</td>\n",
       "      <td>7.863705</td>\n",
       "      <td>3.592575</td>\n",
       "      <td>9.908140</td>\n",
       "      <td>11.579685</td>\n",
       "      <td>5.968260</td>\n",
       "      <td>7.595935</td>\n",
       "      <td>4.370600</td>\n",
       "      <td>5.044540</td>\n",
       "      <td>4.222595</td>\n",
       "      <td>7.071500</td>\n",
       "      <td>7.446800</td>\n",
       "      <td>5.962155</td>\n",
       "      <td>8.361270</td>\n",
       "      <td>8.205270</td>\n",
       "      <td>5.301125</td>\n",
       "      <td>5.730225</td>\n",
       "      <td>7.155235</td>\n",
       "      <td>5.400640</td>\n",
       "      <td>6.226300</td>\n",
       "      <td>6.168585</td>\n",
       "      <td>6.935105</td>\n",
       "      <td>...</td>\n",
       "      <td>6.279780</td>\n",
       "      <td>2.000510</td>\n",
       "      <td>6.795800</td>\n",
       "      <td>12.336965</td>\n",
       "      <td>5.943605</td>\n",
       "      <td>6.677550</td>\n",
       "      <td>6.505420</td>\n",
       "      <td>8.577945</td>\n",
       "      <td>6.356500</td>\n",
       "      <td>12.138670</td>\n",
       "      <td>8.221465</td>\n",
       "      <td>3.253220</td>\n",
       "      <td>4.405005</td>\n",
       "      <td>6.378190</td>\n",
       "      <td>10.483130</td>\n",
       "      <td>3.846690</td>\n",
       "      <td>5.084730</td>\n",
       "      <td>8.641295</td>\n",
       "      <td>1.166600</td>\n",
       "      <td>10.889510</td>\n",
       "      <td>4.553125</td>\n",
       "      <td>3.941500</td>\n",
       "      <td>7.856030</td>\n",
       "      <td>1.955675</td>\n",
       "      <td>4.477610</td>\n",
       "      <td>0.049525</td>\n",
       "      <td>0.614625</td>\n",
       "      <td>1.393680</td>\n",
       "      <td>8.882795</td>\n",
       "      <td>12.984385</td>\n",
       "      <td>-0.638360</td>\n",
       "      <td>1.395425</td>\n",
       "      <td>5.582060</td>\n",
       "      <td>4.347785</td>\n",
       "      <td>6.280405</td>\n",
       "      <td>10.409695</td>\n",
       "      <td>10.332680</td>\n",
       "      <td>7.066275</td>\n",
       "      <td>1.472970</td>\n",
       "      <td>2.998010</td>\n",
       "      <td>1.988950</td>\n",
       "      <td>11.626100</td>\n",
       "      <td>3.380555</td>\n",
       "      <td>9.758255</td>\n",
       "      <td>1.143480</td>\n",
       "      <td>-0.541090</td>\n",
       "      <td>10.646190</td>\n",
       "      <td>2.112260</td>\n",
       "      <td>9.098630</td>\n",
       "      <td>4.042160</td>\n",
       "      <td>11.447210</td>\n",
       "      <td>7.791195</td>\n",
       "      <td>4.577615</td>\n",
       "      <td>0.808430</td>\n",
       "      <td>5.280565</td>\n",
       "      <td>3.973560</td>\n",
       "      <td>10.030015</td>\n",
       "      <td>11.458605</td>\n",
       "      <td>3.671995</td>\n",
       "      <td>7.817535</td>\n",
       "      <td>8.454705</td>\n",
       "      <td>11.602055</td>\n",
       "      <td>0.475120</td>\n",
       "      <td>7.455015</td>\n",
       "      <td>2.811950</td>\n",
       "      <td>8.242850</td>\n",
       "      <td>1.237125</td>\n",
       "      <td>9.390100</td>\n",
       "      <td>1.648660</td>\n",
       "      <td>7.186630</td>\n",
       "      <td>7.605990</td>\n",
       "      <td>7.166120</td>\n",
       "      <td>0.201610</td>\n",
       "      <td>1.562165</td>\n",
       "      <td>4.292795</td>\n",
       "      <td>8.894450</td>\n",
       "      <td>7.753305</td>\n",
       "      <td>-1.543805</td>\n",
       "      <td>9.220230</td>\n",
       "      <td>3.388210</td>\n",
       "      <td>0.942175</td>\n",
       "      <td>0.306035</td>\n",
       "      <td>4.832380</td>\n",
       "      <td>-0.637637</td>\n",
       "      <td>2.029950</td>\n",
       "      <td>9.428015</td>\n",
       "      <td>4.529845</td>\n",
       "      <td>0.191650</td>\n",
       "      <td>14.414410</td>\n",
       "      <td>9.184230</td>\n",
       "      <td>0.505770</td>\n",
       "      <td>6.591000</td>\n",
       "      <td>4.016565</td>\n",
       "      <td>4.113915</td>\n",
       "      <td>2.668900</td>\n",
       "      <td>5.400375</td>\n",
       "      <td>0.861055</td>\n",
       "      <td>5.028425</td>\n",
       "      <td>0.970320</td>\n",
       "      <td>-0.216415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2856</th>\n",
       "      <td>QIRL</td>\n",
       "      <td>535</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.498405</td>\n",
       "      <td>3.228215</td>\n",
       "      <td>5.401850</td>\n",
       "      <td>5.662750</td>\n",
       "      <td>9.881695</td>\n",
       "      <td>8.891635</td>\n",
       "      <td>9.414580</td>\n",
       "      <td>7.815565</td>\n",
       "      <td>10.965065</td>\n",
       "      <td>10.623575</td>\n",
       "      <td>6.038590</td>\n",
       "      <td>7.315190</td>\n",
       "      <td>8.517355</td>\n",
       "      <td>10.096820</td>\n",
       "      <td>11.299480</td>\n",
       "      <td>4.618870</td>\n",
       "      <td>10.722540</td>\n",
       "      <td>10.935110</td>\n",
       "      <td>5.553340</td>\n",
       "      <td>10.442895</td>\n",
       "      <td>9.541880</td>\n",
       "      <td>9.624915</td>\n",
       "      <td>13.361540</td>\n",
       "      <td>3.978480</td>\n",
       "      <td>3.423615</td>\n",
       "      <td>8.824935</td>\n",
       "      <td>8.514905</td>\n",
       "      <td>7.090475</td>\n",
       "      <td>2.184305</td>\n",
       "      <td>4.411205</td>\n",
       "      <td>11.817090</td>\n",
       "      <td>10.784920</td>\n",
       "      <td>8.602120</td>\n",
       "      <td>5.253955</td>\n",
       "      <td>2.717590</td>\n",
       "      <td>9.607250</td>\n",
       "      <td>4.780630</td>\n",
       "      <td>6.716895</td>\n",
       "      <td>6.559225</td>\n",
       "      <td>4.461090</td>\n",
       "      <td>5.313045</td>\n",
       "      <td>3.253250</td>\n",
       "      <td>8.866655</td>\n",
       "      <td>6.373455</td>\n",
       "      <td>7.070650</td>\n",
       "      <td>7.403425</td>\n",
       "      <td>4.072620</td>\n",
       "      <td>7.955375</td>\n",
       "      <td>6.095950</td>\n",
       "      <td>8.456250</td>\n",
       "      <td>2.827470</td>\n",
       "      <td>7.582350</td>\n",
       "      <td>6.867490</td>\n",
       "      <td>8.686330</td>\n",
       "      <td>6.288095</td>\n",
       "      <td>7.618555</td>\n",
       "      <td>6.357890</td>\n",
       "      <td>3.338895</td>\n",
       "      <td>6.915760</td>\n",
       "      <td>8.953785</td>\n",
       "      <td>6.262595</td>\n",
       "      <td>5.490300</td>\n",
       "      <td>9.372310</td>\n",
       "      <td>9.643730</td>\n",
       "      <td>7.148545</td>\n",
       "      <td>6.407400</td>\n",
       "      <td>0.624770</td>\n",
       "      <td>10.917100</td>\n",
       "      <td>6.071140</td>\n",
       "      <td>3.339785</td>\n",
       "      <td>7.770355</td>\n",
       "      <td>8.809795</td>\n",
       "      <td>3.846725</td>\n",
       "      <td>5.325735</td>\n",
       "      <td>8.770835</td>\n",
       "      <td>10.165805</td>\n",
       "      <td>3.884365</td>\n",
       "      <td>9.366190</td>\n",
       "      <td>11.158500</td>\n",
       "      <td>5.720075</td>\n",
       "      <td>3.278470</td>\n",
       "      <td>3.236315</td>\n",
       "      <td>5.030210</td>\n",
       "      <td>3.672795</td>\n",
       "      <td>4.831845</td>\n",
       "      <td>8.162165</td>\n",
       "      <td>7.008245</td>\n",
       "      <td>4.429820</td>\n",
       "      <td>8.523975</td>\n",
       "      <td>5.950760</td>\n",
       "      <td>7.272360</td>\n",
       "      <td>6.564570</td>\n",
       "      <td>4.227450</td>\n",
       "      <td>5.077625</td>\n",
       "      <td>4.219515</td>\n",
       "      <td>6.302500</td>\n",
       "      <td>...</td>\n",
       "      <td>5.886400</td>\n",
       "      <td>1.344545</td>\n",
       "      <td>6.921805</td>\n",
       "      <td>11.636985</td>\n",
       "      <td>5.638710</td>\n",
       "      <td>5.199885</td>\n",
       "      <td>5.538840</td>\n",
       "      <td>7.306860</td>\n",
       "      <td>7.099745</td>\n",
       "      <td>10.168015</td>\n",
       "      <td>7.832245</td>\n",
       "      <td>4.822040</td>\n",
       "      <td>5.441795</td>\n",
       "      <td>6.090490</td>\n",
       "      <td>10.561850</td>\n",
       "      <td>3.981855</td>\n",
       "      <td>6.289340</td>\n",
       "      <td>9.642240</td>\n",
       "      <td>1.131400</td>\n",
       "      <td>9.639275</td>\n",
       "      <td>3.634935</td>\n",
       "      <td>3.139020</td>\n",
       "      <td>7.470935</td>\n",
       "      <td>1.838445</td>\n",
       "      <td>4.966955</td>\n",
       "      <td>0.184055</td>\n",
       "      <td>0.851515</td>\n",
       "      <td>1.185190</td>\n",
       "      <td>8.402595</td>\n",
       "      <td>12.808855</td>\n",
       "      <td>-1.214280</td>\n",
       "      <td>0.221535</td>\n",
       "      <td>3.171105</td>\n",
       "      <td>4.522270</td>\n",
       "      <td>6.265545</td>\n",
       "      <td>10.205345</td>\n",
       "      <td>9.881160</td>\n",
       "      <td>5.092255</td>\n",
       "      <td>1.585325</td>\n",
       "      <td>2.762615</td>\n",
       "      <td>1.808870</td>\n",
       "      <td>10.313060</td>\n",
       "      <td>4.484195</td>\n",
       "      <td>8.113595</td>\n",
       "      <td>2.084410</td>\n",
       "      <td>-0.268765</td>\n",
       "      <td>9.714325</td>\n",
       "      <td>1.799910</td>\n",
       "      <td>9.839215</td>\n",
       "      <td>2.994735</td>\n",
       "      <td>11.276700</td>\n",
       "      <td>6.553610</td>\n",
       "      <td>5.089700</td>\n",
       "      <td>0.369175</td>\n",
       "      <td>2.195585</td>\n",
       "      <td>3.237710</td>\n",
       "      <td>11.901125</td>\n",
       "      <td>10.237535</td>\n",
       "      <td>4.825005</td>\n",
       "      <td>8.249765</td>\n",
       "      <td>7.120950</td>\n",
       "      <td>10.202740</td>\n",
       "      <td>0.605250</td>\n",
       "      <td>6.690955</td>\n",
       "      <td>0.122020</td>\n",
       "      <td>8.078305</td>\n",
       "      <td>1.247735</td>\n",
       "      <td>9.896285</td>\n",
       "      <td>2.236295</td>\n",
       "      <td>6.534705</td>\n",
       "      <td>6.539410</td>\n",
       "      <td>6.357555</td>\n",
       "      <td>0.445635</td>\n",
       "      <td>0.840705</td>\n",
       "      <td>3.140295</td>\n",
       "      <td>8.329465</td>\n",
       "      <td>8.195355</td>\n",
       "      <td>-0.890615</td>\n",
       "      <td>8.299070</td>\n",
       "      <td>3.904530</td>\n",
       "      <td>0.424985</td>\n",
       "      <td>0.162955</td>\n",
       "      <td>6.308485</td>\n",
       "      <td>0.272568</td>\n",
       "      <td>1.503515</td>\n",
       "      <td>9.538420</td>\n",
       "      <td>5.037595</td>\n",
       "      <td>-0.105620</td>\n",
       "      <td>13.551435</td>\n",
       "      <td>9.054455</td>\n",
       "      <td>0.693895</td>\n",
       "      <td>6.955355</td>\n",
       "      <td>2.657015</td>\n",
       "      <td>2.845655</td>\n",
       "      <td>2.289235</td>\n",
       "      <td>3.251755</td>\n",
       "      <td>0.889380</td>\n",
       "      <td>4.582510</td>\n",
       "      <td>0.707795</td>\n",
       "      <td>-0.313230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2857</th>\n",
       "      <td>01232614</td>\n",
       "      <td>596</td>\n",
       "      <td>231.0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.358230</td>\n",
       "      <td>3.416340</td>\n",
       "      <td>4.515685</td>\n",
       "      <td>5.631855</td>\n",
       "      <td>9.855795</td>\n",
       "      <td>7.848635</td>\n",
       "      <td>9.251365</td>\n",
       "      <td>8.118590</td>\n",
       "      <td>10.632120</td>\n",
       "      <td>6.720580</td>\n",
       "      <td>5.942545</td>\n",
       "      <td>7.302800</td>\n",
       "      <td>8.680155</td>\n",
       "      <td>9.565745</td>\n",
       "      <td>11.297240</td>\n",
       "      <td>4.047720</td>\n",
       "      <td>10.830100</td>\n",
       "      <td>10.212565</td>\n",
       "      <td>5.851165</td>\n",
       "      <td>7.516590</td>\n",
       "      <td>9.328705</td>\n",
       "      <td>9.457985</td>\n",
       "      <td>12.468235</td>\n",
       "      <td>3.374335</td>\n",
       "      <td>2.583225</td>\n",
       "      <td>9.787030</td>\n",
       "      <td>8.033975</td>\n",
       "      <td>6.977215</td>\n",
       "      <td>2.795115</td>\n",
       "      <td>5.384480</td>\n",
       "      <td>11.368180</td>\n",
       "      <td>10.497260</td>\n",
       "      <td>8.988635</td>\n",
       "      <td>5.795650</td>\n",
       "      <td>2.885265</td>\n",
       "      <td>9.318425</td>\n",
       "      <td>4.461275</td>\n",
       "      <td>6.912265</td>\n",
       "      <td>5.612460</td>\n",
       "      <td>2.650655</td>\n",
       "      <td>4.032245</td>\n",
       "      <td>3.311105</td>\n",
       "      <td>8.777305</td>\n",
       "      <td>6.460495</td>\n",
       "      <td>6.017210</td>\n",
       "      <td>7.109565</td>\n",
       "      <td>3.577460</td>\n",
       "      <td>7.077460</td>\n",
       "      <td>5.319495</td>\n",
       "      <td>8.422640</td>\n",
       "      <td>3.369240</td>\n",
       "      <td>7.381420</td>\n",
       "      <td>5.986695</td>\n",
       "      <td>8.225470</td>\n",
       "      <td>6.504415</td>\n",
       "      <td>6.782725</td>\n",
       "      <td>6.204150</td>\n",
       "      <td>3.491060</td>\n",
       "      <td>6.356930</td>\n",
       "      <td>8.448465</td>\n",
       "      <td>6.395655</td>\n",
       "      <td>5.830830</td>\n",
       "      <td>10.055970</td>\n",
       "      <td>9.558850</td>\n",
       "      <td>5.950370</td>\n",
       "      <td>6.343320</td>\n",
       "      <td>1.603375</td>\n",
       "      <td>11.053640</td>\n",
       "      <td>5.959910</td>\n",
       "      <td>3.182530</td>\n",
       "      <td>8.592675</td>\n",
       "      <td>7.484620</td>\n",
       "      <td>3.574730</td>\n",
       "      <td>4.976485</td>\n",
       "      <td>8.335830</td>\n",
       "      <td>11.904255</td>\n",
       "      <td>2.804195</td>\n",
       "      <td>9.284305</td>\n",
       "      <td>11.104880</td>\n",
       "      <td>5.646750</td>\n",
       "      <td>3.455335</td>\n",
       "      <td>3.216310</td>\n",
       "      <td>4.576480</td>\n",
       "      <td>3.735195</td>\n",
       "      <td>6.011100</td>\n",
       "      <td>7.776215</td>\n",
       "      <td>6.021550</td>\n",
       "      <td>6.046230</td>\n",
       "      <td>7.920765</td>\n",
       "      <td>4.513135</td>\n",
       "      <td>5.979070</td>\n",
       "      <td>6.725045</td>\n",
       "      <td>4.512745</td>\n",
       "      <td>4.408320</td>\n",
       "      <td>4.433405</td>\n",
       "      <td>7.498095</td>\n",
       "      <td>...</td>\n",
       "      <td>6.108915</td>\n",
       "      <td>1.238915</td>\n",
       "      <td>6.686955</td>\n",
       "      <td>11.773650</td>\n",
       "      <td>6.213395</td>\n",
       "      <td>5.597560</td>\n",
       "      <td>5.034235</td>\n",
       "      <td>7.391570</td>\n",
       "      <td>5.891625</td>\n",
       "      <td>10.169915</td>\n",
       "      <td>8.407735</td>\n",
       "      <td>4.476905</td>\n",
       "      <td>4.597360</td>\n",
       "      <td>5.776865</td>\n",
       "      <td>10.370600</td>\n",
       "      <td>3.772200</td>\n",
       "      <td>4.972690</td>\n",
       "      <td>7.174135</td>\n",
       "      <td>1.058445</td>\n",
       "      <td>10.052605</td>\n",
       "      <td>3.229935</td>\n",
       "      <td>3.533450</td>\n",
       "      <td>7.741830</td>\n",
       "      <td>1.605990</td>\n",
       "      <td>4.753805</td>\n",
       "      <td>0.203595</td>\n",
       "      <td>0.780175</td>\n",
       "      <td>1.260890</td>\n",
       "      <td>8.746985</td>\n",
       "      <td>14.247970</td>\n",
       "      <td>-0.986835</td>\n",
       "      <td>-0.403895</td>\n",
       "      <td>3.004795</td>\n",
       "      <td>4.647170</td>\n",
       "      <td>4.074590</td>\n",
       "      <td>10.192985</td>\n",
       "      <td>9.790495</td>\n",
       "      <td>5.411190</td>\n",
       "      <td>1.081620</td>\n",
       "      <td>3.012060</td>\n",
       "      <td>2.246895</td>\n",
       "      <td>10.870645</td>\n",
       "      <td>3.461230</td>\n",
       "      <td>8.484085</td>\n",
       "      <td>1.310045</td>\n",
       "      <td>-0.611945</td>\n",
       "      <td>9.794015</td>\n",
       "      <td>1.964115</td>\n",
       "      <td>9.769810</td>\n",
       "      <td>3.247425</td>\n",
       "      <td>10.442130</td>\n",
       "      <td>7.721950</td>\n",
       "      <td>4.908455</td>\n",
       "      <td>-0.163020</td>\n",
       "      <td>2.448935</td>\n",
       "      <td>3.097475</td>\n",
       "      <td>12.005745</td>\n",
       "      <td>9.799825</td>\n",
       "      <td>2.718900</td>\n",
       "      <td>8.678210</td>\n",
       "      <td>7.578225</td>\n",
       "      <td>10.192550</td>\n",
       "      <td>0.417670</td>\n",
       "      <td>5.900810</td>\n",
       "      <td>0.520105</td>\n",
       "      <td>8.990705</td>\n",
       "      <td>2.124260</td>\n",
       "      <td>7.983570</td>\n",
       "      <td>1.190670</td>\n",
       "      <td>6.321380</td>\n",
       "      <td>6.651210</td>\n",
       "      <td>6.177790</td>\n",
       "      <td>-0.281555</td>\n",
       "      <td>1.130625</td>\n",
       "      <td>2.775050</td>\n",
       "      <td>7.675655</td>\n",
       "      <td>7.355830</td>\n",
       "      <td>-1.517270</td>\n",
       "      <td>8.127650</td>\n",
       "      <td>2.359315</td>\n",
       "      <td>1.121745</td>\n",
       "      <td>0.274090</td>\n",
       "      <td>4.454570</td>\n",
       "      <td>0.280322</td>\n",
       "      <td>1.863390</td>\n",
       "      <td>9.267445</td>\n",
       "      <td>5.624705</td>\n",
       "      <td>-0.110935</td>\n",
       "      <td>14.787645</td>\n",
       "      <td>13.085920</td>\n",
       "      <td>2.120400</td>\n",
       "      <td>6.614795</td>\n",
       "      <td>2.678915</td>\n",
       "      <td>2.521915</td>\n",
       "      <td>2.422390</td>\n",
       "      <td>4.483005</td>\n",
       "      <td>0.928625</td>\n",
       "      <td>4.824050</td>\n",
       "      <td>0.635155</td>\n",
       "      <td>-0.248305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2858</th>\n",
       "      <td>01181682</td>\n",
       "      <td>642</td>\n",
       "      <td>289.0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.923360</td>\n",
       "      <td>2.858915</td>\n",
       "      <td>4.756960</td>\n",
       "      <td>5.505200</td>\n",
       "      <td>9.156130</td>\n",
       "      <td>8.134445</td>\n",
       "      <td>9.903340</td>\n",
       "      <td>9.036145</td>\n",
       "      <td>11.504395</td>\n",
       "      <td>8.893970</td>\n",
       "      <td>5.369315</td>\n",
       "      <td>7.278295</td>\n",
       "      <td>8.398700</td>\n",
       "      <td>9.900885</td>\n",
       "      <td>11.281500</td>\n",
       "      <td>2.676495</td>\n",
       "      <td>10.253225</td>\n",
       "      <td>10.496365</td>\n",
       "      <td>5.801045</td>\n",
       "      <td>7.280175</td>\n",
       "      <td>9.742065</td>\n",
       "      <td>8.671010</td>\n",
       "      <td>12.453285</td>\n",
       "      <td>3.211970</td>\n",
       "      <td>2.293535</td>\n",
       "      <td>9.906990</td>\n",
       "      <td>8.009945</td>\n",
       "      <td>7.273390</td>\n",
       "      <td>1.391160</td>\n",
       "      <td>3.690260</td>\n",
       "      <td>10.954650</td>\n",
       "      <td>11.014145</td>\n",
       "      <td>8.479445</td>\n",
       "      <td>6.178760</td>\n",
       "      <td>2.523165</td>\n",
       "      <td>9.524080</td>\n",
       "      <td>4.722355</td>\n",
       "      <td>6.969450</td>\n",
       "      <td>6.181450</td>\n",
       "      <td>3.278990</td>\n",
       "      <td>4.003705</td>\n",
       "      <td>2.202475</td>\n",
       "      <td>8.224250</td>\n",
       "      <td>6.365140</td>\n",
       "      <td>5.849475</td>\n",
       "      <td>7.008635</td>\n",
       "      <td>4.005655</td>\n",
       "      <td>4.050160</td>\n",
       "      <td>4.707750</td>\n",
       "      <td>8.105805</td>\n",
       "      <td>3.765400</td>\n",
       "      <td>7.315555</td>\n",
       "      <td>6.690625</td>\n",
       "      <td>8.370210</td>\n",
       "      <td>6.277255</td>\n",
       "      <td>6.742465</td>\n",
       "      <td>6.193405</td>\n",
       "      <td>3.377110</td>\n",
       "      <td>6.731760</td>\n",
       "      <td>9.020675</td>\n",
       "      <td>6.523315</td>\n",
       "      <td>5.432785</td>\n",
       "      <td>10.898375</td>\n",
       "      <td>9.754275</td>\n",
       "      <td>6.776055</td>\n",
       "      <td>6.124135</td>\n",
       "      <td>2.743650</td>\n",
       "      <td>10.612920</td>\n",
       "      <td>5.587920</td>\n",
       "      <td>2.944885</td>\n",
       "      <td>9.329100</td>\n",
       "      <td>7.874045</td>\n",
       "      <td>3.466250</td>\n",
       "      <td>5.788085</td>\n",
       "      <td>8.798575</td>\n",
       "      <td>12.006615</td>\n",
       "      <td>3.612030</td>\n",
       "      <td>9.265365</td>\n",
       "      <td>10.660455</td>\n",
       "      <td>5.467140</td>\n",
       "      <td>3.743820</td>\n",
       "      <td>3.554235</td>\n",
       "      <td>4.448900</td>\n",
       "      <td>3.033415</td>\n",
       "      <td>3.241585</td>\n",
       "      <td>7.867395</td>\n",
       "      <td>6.270655</td>\n",
       "      <td>3.476165</td>\n",
       "      <td>7.765155</td>\n",
       "      <td>4.159770</td>\n",
       "      <td>6.227850</td>\n",
       "      <td>6.273960</td>\n",
       "      <td>4.025530</td>\n",
       "      <td>4.351015</td>\n",
       "      <td>3.643845</td>\n",
       "      <td>6.502755</td>\n",
       "      <td>...</td>\n",
       "      <td>5.494825</td>\n",
       "      <td>0.940780</td>\n",
       "      <td>6.843245</td>\n",
       "      <td>11.377215</td>\n",
       "      <td>6.358100</td>\n",
       "      <td>4.691025</td>\n",
       "      <td>4.765770</td>\n",
       "      <td>7.083125</td>\n",
       "      <td>6.768400</td>\n",
       "      <td>9.917595</td>\n",
       "      <td>6.364580</td>\n",
       "      <td>4.260190</td>\n",
       "      <td>4.652080</td>\n",
       "      <td>6.759835</td>\n",
       "      <td>10.351585</td>\n",
       "      <td>4.392035</td>\n",
       "      <td>5.306250</td>\n",
       "      <td>8.972465</td>\n",
       "      <td>1.337340</td>\n",
       "      <td>10.230310</td>\n",
       "      <td>3.957620</td>\n",
       "      <td>3.304180</td>\n",
       "      <td>7.694600</td>\n",
       "      <td>1.756485</td>\n",
       "      <td>4.872125</td>\n",
       "      <td>0.551625</td>\n",
       "      <td>0.704845</td>\n",
       "      <td>1.128655</td>\n",
       "      <td>7.911075</td>\n",
       "      <td>13.526265</td>\n",
       "      <td>-0.950315</td>\n",
       "      <td>-0.288085</td>\n",
       "      <td>1.952240</td>\n",
       "      <td>4.276985</td>\n",
       "      <td>5.895685</td>\n",
       "      <td>9.582115</td>\n",
       "      <td>9.585300</td>\n",
       "      <td>5.595335</td>\n",
       "      <td>1.050455</td>\n",
       "      <td>3.425135</td>\n",
       "      <td>2.243715</td>\n",
       "      <td>11.031750</td>\n",
       "      <td>4.026455</td>\n",
       "      <td>8.350705</td>\n",
       "      <td>1.445975</td>\n",
       "      <td>-0.519110</td>\n",
       "      <td>9.961460</td>\n",
       "      <td>1.744785</td>\n",
       "      <td>10.424920</td>\n",
       "      <td>3.251155</td>\n",
       "      <td>10.988590</td>\n",
       "      <td>7.492665</td>\n",
       "      <td>5.197895</td>\n",
       "      <td>-0.034595</td>\n",
       "      <td>2.271015</td>\n",
       "      <td>3.323735</td>\n",
       "      <td>10.744680</td>\n",
       "      <td>10.362360</td>\n",
       "      <td>2.372580</td>\n",
       "      <td>8.213260</td>\n",
       "      <td>7.825025</td>\n",
       "      <td>9.855215</td>\n",
       "      <td>0.566460</td>\n",
       "      <td>6.436105</td>\n",
       "      <td>-0.458630</td>\n",
       "      <td>8.188045</td>\n",
       "      <td>1.098105</td>\n",
       "      <td>8.138820</td>\n",
       "      <td>1.468440</td>\n",
       "      <td>6.494820</td>\n",
       "      <td>5.969960</td>\n",
       "      <td>6.333460</td>\n",
       "      <td>0.629000</td>\n",
       "      <td>0.912185</td>\n",
       "      <td>2.123760</td>\n",
       "      <td>7.837420</td>\n",
       "      <td>7.298915</td>\n",
       "      <td>-1.111435</td>\n",
       "      <td>8.784370</td>\n",
       "      <td>2.923265</td>\n",
       "      <td>2.311810</td>\n",
       "      <td>0.218415</td>\n",
       "      <td>4.684810</td>\n",
       "      <td>0.463102</td>\n",
       "      <td>1.923070</td>\n",
       "      <td>10.070720</td>\n",
       "      <td>5.544775</td>\n",
       "      <td>0.015195</td>\n",
       "      <td>14.610600</td>\n",
       "      <td>8.469185</td>\n",
       "      <td>0.581785</td>\n",
       "      <td>6.397190</td>\n",
       "      <td>3.028720</td>\n",
       "      <td>2.920855</td>\n",
       "      <td>2.881810</td>\n",
       "      <td>2.201465</td>\n",
       "      <td>2.320795</td>\n",
       "      <td>5.725705</td>\n",
       "      <td>0.784355</td>\n",
       "      <td>-0.209515</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2859 rows × 278 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id  days_in_program  days_since_first_call  days_since_first_draw  CVD2_O00182  CVD2_O00220  CVD2_O00253  CVD2_O14763  CVD2_O14836  CVD2_O43915  CVD2_O94907  CVD2_P00797  CVD2_P01127  CVD2_P01241  CVD2_P01730  CVD2_P01833  CVD2_P02760  CVD2_P04179  CVD2_P04792  CVD2_P05231  CVD2_P06858  CVD2_P07204  CVD2_P07585  CVD2_P07711  CVD2_P09237  CVD2_P09341  CVD2_P09601  CVD2_P09874  CVD2_P10147  CVD2_P12104  CVD2_P12931  CVD2_P13726  CVD2_P16860  CVD2_P18510  CVD2_P19883  CVD2_P21583  CVD2_P21980  CVD2_P22004  CVD2_P24394  CVD2_P25116  CVD2_P26022  CVD2_P27352  CVD2_P29965  CVD2_P31994  CVD2_P31997  CVD2_P35218  CVD2_P35318  CVD2_P35442  CVD2_P35475  CVD2_P39900  CVD2_P40225  CVD2_P41159  CVD2_P47992  CVD2_P49763  CVD2_P51161  CVD2_P51888  CVD2_P78380  CVD2_Q02763  CVD2_Q04760  CVD2_Q12866  CVD2_Q13043  CVD2_Q13219  CVD2_Q14005  CVD2_Q14116  CVD2_Q14242  CVD2_Q15109  CVD2_Q15389  CVD2_Q16651  CVD2_Q16698  CVD2_Q76LX8  CVD2_Q8IW75  CVD2_Q8IYS5  CVD2_Q8NEV9,Q14213  \\\n",
       "0            01324699                0                    0.0                      0     9.231985     2.592163     4.438840     5.415310     9.117643     7.589893     9.562513     8.300667    11.069715     6.473435     5.561110     7.255285     8.283945     9.852695    11.452455     3.211300    10.077635    10.447515     5.070775     7.729768     8.528125     9.854055    12.027368     3.165315     2.339105     9.423150     8.109230     7.062770     1.367710     3.249165    11.596135    10.620235     8.838168     5.500822     2.392595     9.634272     3.766472     6.748795     7.775143     3.388507     3.500265     2.314660     7.373947     6.007297     6.213300     6.991492     3.824630     3.732428     5.361755     8.255590     2.468195     6.961272     6.388730     8.067500     6.832533     6.330823     7.276130     2.972825     6.665920     8.616800     6.059638     5.386335     9.770857     8.925230     7.721185     5.933065     4.796880    10.739845            5.268065   \n",
       "1            01321820                0                   -7.0                      0     9.335745     3.111690     4.574040     5.404515     9.678640     8.065525     9.412370     8.425650    10.774795     7.815725     5.572700     7.333645     8.405465     9.793025    11.011005     3.759425    10.581185    10.251435     6.276900     7.266300    10.004540     9.216745    12.580235     2.967845     2.452435     8.238755     8.055015     7.245890     2.054180     4.248805    11.305855    10.744425     6.085755     5.989165     2.485140     9.973400     4.307095     6.647200     7.305195     4.141120     3.944240     2.486400     8.439980     6.767185     6.301570     6.934790     3.992670     7.483525     4.993080     8.627325     1.746860     7.512680     6.242200     8.516040     7.314370     6.613065     7.445990     3.249105     6.887405     9.061425     6.353980     5.615340    10.104340     9.511975     7.682630     6.253105     0.840570    10.981225            5.535270   \n",
       "2            01859111                0                   -5.0                      0     9.396700     3.422355     5.434160     5.911190     9.381070     7.713035    10.203865     8.442765    11.701055     9.019355     5.940400     7.530725     8.484610     9.996100    11.155295     3.328135     9.914160    10.661760     5.899605     7.500465     9.539485     9.874600    13.191310     3.404795     2.611330     9.533995     8.167955     7.074355     1.647215     3.433175    11.477465    11.454115     7.653590     5.871280     3.082820    10.457185     4.788660     7.397260     8.468340     4.559940     4.380545     4.178215     8.237180     6.217810     6.343125     6.979880     4.442880     6.002710     5.207180     8.308290     3.342800     7.399060     6.688715     8.881195     7.418105     7.630030     7.621490     3.697155     6.475190     9.162145     6.343215     5.690710    10.243870     9.636175     6.710155     6.500820    -0.302535    10.982235            5.883790   \n",
       "3            01954001                0                 -101.0                      0     9.610965     3.153800     4.570065     5.912145     9.741200     7.130070     9.466195     8.117120    11.291365     9.007895     5.756600     7.097435     8.359525     9.929550    11.531585     4.152830     9.900230    10.624930     5.329830     7.547595     9.970270    10.025820    12.463270     3.778705     3.674930     9.389850     7.797780     6.917210     1.355805     5.414890    12.216065    10.444275     8.944320     6.059375     2.632670     9.924195     2.777650     6.383000     8.065645     2.139090     4.012535     3.094225     8.224480     6.930440     6.415850     7.117280     3.906235     7.186200     5.874320     8.342035     2.331885     7.313100     6.835395     8.679810     7.539480     6.471960     6.930250     3.057845     7.072530     9.171905     7.096730     5.128135    10.032065    10.038485     8.323625     5.958320     1.015220    10.576550            5.674150   \n",
       "4            01124029                0                   -7.0                      0     9.474545     3.212965     5.160015     5.733115    10.356765     7.645185     9.800380     8.164645    10.964380     6.307375     6.166840     7.398235     8.474595    10.118115    11.468995     4.158575    10.701035    10.794605     5.384465     7.502110     9.806995     9.854575    11.966075     4.568045     2.907930     8.751070     8.366930     6.788110     2.005985     4.081175    11.731225    10.753015     8.771050     6.090865     2.881705    10.074430     4.588800     6.078940     7.429095     2.660020     3.470650     3.618030     8.491900     6.821395     5.976550     7.500325     3.920665     7.601180     5.618885     8.498745     2.800655     6.858495     6.910315     8.842850     7.264295     7.309890     7.261105     3.273900     6.761275     9.215715     5.431480     5.670460     9.581845    10.054895     7.982650     6.103680    -0.391595    11.080005            5.775240   \n",
       "...               ...              ...                    ...                    ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...                 ...   \n",
       "2854         01130034              432                  224.0                    146     9.624460     3.359280     5.115030     5.778385    10.318750     8.153390     9.300550     8.085795    10.452545    11.915640     5.913760     7.849415     8.775930     9.526655    11.527385     3.477430    10.841940    10.775805     6.112790     7.573140     4.850740     7.793300    12.783670     3.927775     2.889165     9.682070     6.320090     7.558210     1.834320     4.089550    11.586485    11.332880     8.098620     5.934815     2.779445     9.599960     4.177090     7.739195     5.067370     3.884490     4.349865     2.223270     9.357625     6.732940     5.305240     7.337305     3.656015     7.448000     5.397940     8.642030     2.859605     7.543685     6.852875     8.682785     5.548680     7.147320     5.075875     3.256385     6.640760     8.196650     5.579340     6.253805     9.552960     9.882225     4.265795     6.095910     0.675215    11.097355            5.866220   \n",
       "2855         01034328              490                  -31.0                      0     9.734735     4.421895     4.945310     7.088580     9.152965     8.766640     9.623825     8.223830     9.386670    11.607305     5.851325     7.294330     8.571160     9.988985    11.435650     6.327160    11.164690    10.807215     6.672900     8.386075    10.699900     9.395245    13.359380     3.179680     2.813525    10.449655     7.937260     7.596375     3.298850     4.203665    13.058920     9.668770     7.997060     6.308000     4.499965     9.926165     5.951750     6.175050     5.795895     3.237850     3.487540     4.025250     9.583940     7.223895     6.979415     7.978210     3.736325     5.757965     5.972725     8.932565     2.732475     7.386985     6.814670     8.813145     5.830675     8.360875     5.966730     4.408795     6.813765     9.601055     6.149795     5.782220     8.329285    10.503835     5.843615     5.538910     1.689340    11.124280            6.429240   \n",
       "2856             QIRL              535                    3.0                      0     9.498405     3.228215     5.401850     5.662750     9.881695     8.891635     9.414580     7.815565    10.965065    10.623575     6.038590     7.315190     8.517355    10.096820    11.299480     4.618870    10.722540    10.935110     5.553340    10.442895     9.541880     9.624915    13.361540     3.978480     3.423615     8.824935     8.514905     7.090475     2.184305     4.411205    11.817090    10.784920     8.602120     5.253955     2.717590     9.607250     4.780630     6.716895     6.559225     4.461090     5.313045     3.253250     8.866655     6.373455     7.070650     7.403425     4.072620     7.955375     6.095950     8.456250     2.827470     7.582350     6.867490     8.686330     6.288095     7.618555     6.357890     3.338895     6.915760     8.953785     6.262595     5.490300     9.372310     9.643730     7.148545     6.407400     0.624770    10.917100            6.071140   \n",
       "2857         01232614              596                  231.0                      0     9.358230     3.416340     4.515685     5.631855     9.855795     7.848635     9.251365     8.118590    10.632120     6.720580     5.942545     7.302800     8.680155     9.565745    11.297240     4.047720    10.830100    10.212565     5.851165     7.516590     9.328705     9.457985    12.468235     3.374335     2.583225     9.787030     8.033975     6.977215     2.795115     5.384480    11.368180    10.497260     8.988635     5.795650     2.885265     9.318425     4.461275     6.912265     5.612460     2.650655     4.032245     3.311105     8.777305     6.460495     6.017210     7.109565     3.577460     7.077460     5.319495     8.422640     3.369240     7.381420     5.986695     8.225470     6.504415     6.782725     6.204150     3.491060     6.356930     8.448465     6.395655     5.830830    10.055970     9.558850     5.950370     6.343320     1.603375    11.053640            5.959910   \n",
       "2858         01181682              642                  289.0                      0     8.923360     2.858915     4.756960     5.505200     9.156130     8.134445     9.903340     9.036145    11.504395     8.893970     5.369315     7.278295     8.398700     9.900885    11.281500     2.676495    10.253225    10.496365     5.801045     7.280175     9.742065     8.671010    12.453285     3.211970     2.293535     9.906990     8.009945     7.273390     1.391160     3.690260    10.954650    11.014145     8.479445     6.178760     2.523165     9.524080     4.722355     6.969450     6.181450     3.278990     4.003705     2.202475     8.224250     6.365140     5.849475     7.008635     4.005655     4.050160     4.707750     8.105805     3.765400     7.315555     6.690625     8.370210     6.277255     6.742465     6.193405     3.377110     6.731760     9.020675     6.523315     5.432785    10.898375     9.754275     6.776055     6.124135     2.743650    10.612920            5.587920   \n",
       "\n",
       "      CVD2_Q8TAD2  CVD2_Q92583  CVD2_Q96D42  CVD2_Q96IQ7  CVD2_Q99075  CVD2_Q99523  CVD2_Q99895  CVD2_Q9BQ51  CVD2_Q9BQR3  CVD2_Q9BUD6  CVD2_Q9BWV1  CVD2_Q9BYF1  CVD2_Q9GZV9  CVD2_Q9HB29  CVD2_Q9NQ25  CVD2_Q9NSA1  CVD2_Q9UEW3  CVD2_Q9UIB8  CVD2_Q9UJM8  CVD2_Q9UK05  CVD2_Q9UKP3  CVD2_Q9Y6K9  CVD2_Q9Y6Q6  CVD3_NT-proBNP  CVD3_O00175  CVD3_O00300  CVD3_O14798  ...  CVD3_Q9H2A7  CVD3_Q9HCB6  CVD3_Q9HD89  CVD3_Q9NPY3  CVD3_Q9NQ76  CVD3_Q9UBR2  CVD3_Q9UM47  CVD3_Q9Y275  CVD3_Q9Y624  INF_O00300  INF_O14625  INF_O14788  INF_O15169  INF_O15444  INF_O43508  INF_O43557  INF_O95630  INF_O95750  INF_O95760  INF_P00749  INF_P00813  INF_P01135  INF_P01137  INF_P01138  INF_P01374  INF_P01375  INF_P01579  INF_P01583  INF_P02778  INF_P03956  INF_P05112  INF_P05113  INF_P05231  INF_P06127  INF_P09238  INF_P09341  INF_P09603  INF_P10145  INF_P10147  INF_P13232  INF_P13236  INF_P13500  INF_P13725  INF_P14210  INF_P14784  INF_P15018  INF_P15692  INF_P20783  INF_P21583  INF_P22301  INF_P25942  INF_P28325  \\\n",
       "0        2.728345     8.884775     7.164013     3.020065     5.423430     8.242772    10.359713     3.078232     9.943740    10.864230     5.554510     3.449190     2.354325     4.355335     3.116550     3.264810     7.446648     6.594798     1.785605     7.370555     5.521570     7.470175     5.868290        3.974060     6.916073     4.028932     6.941217  ...     5.947933     1.381960     6.852100    11.709380     5.949363     5.354328     4.825025     7.133913     7.167890   10.112685    7.499920    3.927450    5.415790    5.295350   11.034075    4.161560    5.672920    8.066210    1.466040    9.880740    4.357900    3.321510    6.845095    2.353550    4.729975    0.363915    0.834370    1.702635    8.079620   13.062245    0.065260   -0.699615    2.432660    4.559845    6.090595   10.722110    9.919035    5.474930    1.191375    3.030650    2.412410   10.767175    3.800345    8.628870    1.559440   -0.587385    9.735700    2.694700   10.120920    3.525400   10.940965    6.653205   \n",
       "1        2.895610     9.825390     6.954985     3.262715     5.509570     8.602320    10.991790     2.983750     8.728015    10.893815     5.583095     3.409570     3.795440     4.825430     3.931825     6.246740     7.542515     6.758665     3.992025     8.394930     5.376620     7.987780     6.181515        4.354135     4.572885     4.197630     6.527490  ...     6.037710     1.378330     6.788475    11.628050     5.893265     5.537140     5.034760     7.802185     7.481350   10.309580    7.845390    4.720535    6.564050    6.115920   10.422235    4.602725    6.625425    7.623355    0.983315   10.107860    4.457715    3.167210    7.800645    1.659200    4.742635    0.143530    0.345215    0.569555    8.366580   13.883655    2.040235    3.276540    3.051265    4.283575    4.971980   10.068915    9.837285    5.001730    0.948250    3.289335    2.401740   10.876605    4.364070    8.995135    1.508515   -0.538850   10.174495    1.750235   10.174450    7.006260   11.686955    7.026365   \n",
       "2        3.103400    11.060870     8.189905     3.383095     6.808245     9.078505    11.051450     4.069210    10.226985    10.921835     5.581000     3.803515     3.321640     4.304410     5.649760     2.917755     8.141245     7.427820     5.414515     8.571410     6.228665     6.959440     6.112705        2.267635     7.133840     4.203100     7.256395  ...     6.070960     1.381850     7.043785    11.943825     7.391650     5.560765     5.522970     7.659490     7.841565    9.772280    7.773590    4.973705    7.023705    6.092085   11.223975    5.213935    7.701145    7.215890    1.022195   10.121220    4.632285    3.395690    7.827390    1.874450    5.433860    0.594725    0.676445    0.790885    8.097725   14.026805   -0.494490    0.528390    2.043080    4.767100    5.476525   10.626935    9.764660    5.465480    0.842970    4.143940    2.168605   10.451040    3.082795    8.255840    1.329430   -0.480015    9.939290    2.117685   10.628720    3.521770   11.470105    6.974730   \n",
       "3        2.642920     9.740545     9.385430     3.464715     5.852180     8.725725    11.793955     3.190610     9.729000    10.951695     5.436805     5.271150     3.274755     4.880720     4.177350    10.012105     7.805175     6.762940     6.098260     8.521575     5.621485     7.773795     6.368140        3.412235     6.545240     4.307605     7.098825  ...     5.791175     1.200530     6.373815    11.267675     5.634430     5.723745     4.788200     7.321560     8.861235    9.866710    7.749130    3.762760    6.720140    5.996935    9.443120    4.867600    7.424430    8.017660    1.079785    9.825805    3.829610    2.804370    8.085800    1.139495    4.689115    0.045485    0.623860    0.806815    9.152070   13.831195   -0.720045    0.311485    2.778415    4.595845    4.971605   10.644345    9.458520    5.252270    1.742315    3.428155    3.252430   11.000525    3.640605    8.530000    3.724110   -0.579815   10.068005    2.390360    9.377600    3.049435   12.110825    6.309370   \n",
       "4        3.018035     9.747235     7.609275     3.791560     5.573735     8.538755    11.710080     4.339485    10.109120    11.014285     5.773145     3.033435     3.571845     4.486575     4.039820     7.759745     7.960125     7.177165     3.198170     7.962710     6.058360     7.223690     6.353280        3.689635     6.206535     3.645075     6.180805  ...     5.886435     1.053445     6.731710    11.655940     6.080365     5.356845     5.115705     7.139465     6.655315    9.554515    7.617765    5.316425    5.946460    5.161205   10.830910    4.735925    6.699495    7.462030    2.135575    9.945995    4.524600    3.405395    7.746530    1.700350    5.276850    1.675520    0.797950    1.305570    8.721185   13.172360    2.079290    1.136050    3.214745    4.954430    6.089310   10.482795    9.985725    5.472785    1.409650    3.126660    1.846550   10.693760    4.731280    8.791950    1.327240   -0.278590    9.960430    2.547180    9.947520    3.505485   11.747270    7.223210   \n",
       "...           ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...          ...             ...          ...          ...          ...  ...          ...          ...          ...          ...          ...          ...          ...          ...          ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...   \n",
       "2854     3.214385     8.210140     8.731940     3.946850     4.915315     8.660300    10.761750     3.687320    10.122345    11.203000     5.667480     3.971825     3.709455     4.664545     3.695815     6.848775     8.582410     6.253765     3.495295     8.568735     2.810195     4.943155     6.732455        4.067240     5.047050     4.330215     6.951685  ...     6.439970     1.472875     6.629855    12.074795     6.147755     5.317030     5.772065     7.333860     4.816885   10.017555    6.333490    4.525910    2.861455    6.283990   10.735680    4.047535    3.872620    7.728710    1.033835   10.102115    3.321445    3.455265    7.315850    1.351765    4.816055   -0.104875    0.344130    1.181535    8.961175   12.277115   -1.565370   -0.509535    2.487160    4.535590    5.823140    8.568145    9.832160    5.148580    1.155275    1.968060    2.230340   11.248000    3.432330    8.690970    0.711085   -0.852660    9.847700    1.743105   10.426945    3.422845   10.552345    7.500765   \n",
       "2855     3.464505     9.477630    11.260135     4.198875     4.507070     8.735680     7.863705     3.592575     9.908140    11.579685     5.968260     7.595935     4.370600     5.044540     4.222595     7.071500     7.446800     5.962155     8.361270     8.205270     5.301125     5.730225     7.155235        5.400640     6.226300     6.168585     6.935105  ...     6.279780     2.000510     6.795800    12.336965     5.943605     6.677550     6.505420     8.577945     6.356500   12.138670    8.221465    3.253220    4.405005    6.378190   10.483130    3.846690    5.084730    8.641295    1.166600   10.889510    4.553125    3.941500    7.856030    1.955675    4.477610    0.049525    0.614625    1.393680    8.882795   12.984385   -0.638360    1.395425    5.582060    4.347785    6.280405   10.409695   10.332680    7.066275    1.472970    2.998010    1.988950   11.626100    3.380555    9.758255    1.143480   -0.541090   10.646190    2.112260    9.098630    4.042160   11.447210    7.791195   \n",
       "2856     3.339785     7.770355     8.809795     3.846725     5.325735     8.770835    10.165805     3.884365     9.366190    11.158500     5.720075     3.278470     3.236315     5.030210     3.672795     4.831845     8.162165     7.008245     4.429820     8.523975     5.950760     7.272360     6.564570        4.227450     5.077625     4.219515     6.302500  ...     5.886400     1.344545     6.921805    11.636985     5.638710     5.199885     5.538840     7.306860     7.099745   10.168015    7.832245    4.822040    5.441795    6.090490   10.561850    3.981855    6.289340    9.642240    1.131400    9.639275    3.634935    3.139020    7.470935    1.838445    4.966955    0.184055    0.851515    1.185190    8.402595   12.808855   -1.214280    0.221535    3.171105    4.522270    6.265545   10.205345    9.881160    5.092255    1.585325    2.762615    1.808870   10.313060    4.484195    8.113595    2.084410   -0.268765    9.714325    1.799910    9.839215    2.994735   11.276700    6.553610   \n",
       "2857     3.182530     8.592675     7.484620     3.574730     4.976485     8.335830    11.904255     2.804195     9.284305    11.104880     5.646750     3.455335     3.216310     4.576480     3.735195     6.011100     7.776215     6.021550     6.046230     7.920765     4.513135     5.979070     6.725045        4.512745     4.408320     4.433405     7.498095  ...     6.108915     1.238915     6.686955    11.773650     6.213395     5.597560     5.034235     7.391570     5.891625   10.169915    8.407735    4.476905    4.597360    5.776865   10.370600    3.772200    4.972690    7.174135    1.058445   10.052605    3.229935    3.533450    7.741830    1.605990    4.753805    0.203595    0.780175    1.260890    8.746985   14.247970   -0.986835   -0.403895    3.004795    4.647170    4.074590   10.192985    9.790495    5.411190    1.081620    3.012060    2.246895   10.870645    3.461230    8.484085    1.310045   -0.611945    9.794015    1.964115    9.769810    3.247425   10.442130    7.721950   \n",
       "2858     2.944885     9.329100     7.874045     3.466250     5.788085     8.798575    12.006615     3.612030     9.265365    10.660455     5.467140     3.743820     3.554235     4.448900     3.033415     3.241585     7.867395     6.270655     3.476165     7.765155     4.159770     6.227850     6.273960        4.025530     4.351015     3.643845     6.502755  ...     5.494825     0.940780     6.843245    11.377215     6.358100     4.691025     4.765770     7.083125     6.768400    9.917595    6.364580    4.260190    4.652080    6.759835   10.351585    4.392035    5.306250    8.972465    1.337340   10.230310    3.957620    3.304180    7.694600    1.756485    4.872125    0.551625    0.704845    1.128655    7.911075   13.526265   -0.950315   -0.288085    1.952240    4.276985    5.895685    9.582115    9.585300    5.595335    1.050455    3.425135    2.243715   11.031750    4.026455    8.350705    1.445975   -0.519110    9.961460    1.744785   10.424920    3.251155   10.988590    7.492665   \n",
       "\n",
       "      INF_P29460  INF_P35225  INF_P39905  INF_P42702  INF_P42830  INF_P49771  INF_P50225  INF_P50591  INF_P51671  INF_P55773  INF_P60568  INF_P78423  INF_P78556  INF_P80075  INF_P80098  INF_P80162  INF_P80511  INF_Q07011  INF_Q07325  INF_Q08334  INF_Q13007  INF_Q13261  INF_Q13291  INF_Q13478  INF_Q13541  INF_Q13651  INF_Q14116  INF_Q14790  INF_Q16552  INF_Q5T4W7  INF_Q8IXJ6  INF_Q8N6P7  INF_Q8NF90  INF_Q8NFT8  INF_Q8WWJ7  INF_Q969D9  INF_Q99616  INF_Q99731  INF_Q99748  INF_Q9BZW8  INF_Q9GZV9  INF_Q9H5V8  INF_Q9NRJ3  INF_Q9NSA1  INF_Q9NYY1  INF_Q9NZQ7  INF_Q9P0M4  INF_Q9UHF4  \n",
       "0       4.938755   -0.134755    2.296010    3.450235   11.737640   10.008455    4.064375    8.529485    8.174590    9.877175    0.244235    6.417265    0.832780    8.409350    2.417270    7.924395    1.883505    6.830055    6.769730    6.446970   -0.145285    0.696165    3.101615    7.466350    7.782365   -0.137720    8.643360    3.167800    0.762185    0.096945    5.677610   -0.298920    1.669905    9.919685    5.429465   -0.138260   14.410135    9.883630    0.364875    6.746810    2.134560    3.553555    2.252070    2.765060    1.050240    5.079885    1.224145   -0.306455  \n",
       "1       5.050305   -0.340085    2.326600    3.248305   11.922145   10.102415    3.360025    8.771885    7.381585   10.349265    0.597630    6.336635    0.631045    6.749670    1.740525    8.713475    1.709945    6.159220    6.232755    6.322910   -1.164795    0.837320    2.787740    8.357130    8.696590   -1.636100    8.808280    3.242920    1.861830    0.222420    6.820950    0.595825    1.611545    9.614195    5.765880    0.308070   14.280545    9.096850    0.323895    6.887960    3.439125    3.044010    2.380460    4.854940    0.764115    4.731575    1.045370    0.923410  \n",
       "2       4.559465    1.427935    2.273265    3.395610   12.847100    9.882035    4.791400    8.857535    7.369555   10.135740    0.517980    6.745195    1.456265    8.925645    0.950190   10.294030    1.965145    6.608460    6.171775    6.021170    0.205655    0.886005    2.712790    7.507200    9.748890   -1.056615    8.565610    4.007945    0.789525    0.139240    7.612740   -0.100430    2.009155    9.664220    5.782560    0.337425   14.715155   11.706985    0.350205    7.291930    2.595450    2.458310    2.342815    1.623245    1.270680    5.411205    0.896475    0.568775  \n",
       "3       4.508310   -0.404635    2.308175    2.862150   12.153400   10.157890    4.510495    8.105405    7.594065    9.426845    0.579240    5.773525    2.151700    9.034405    1.937615    9.577010    1.195405    6.416655    6.610905    5.900855    0.363360    0.589975    2.871145    8.260780    9.010645   -1.447665    8.269430    3.681115    0.046090    0.553565    6.597155    0.442018    1.599760    9.312280    6.386775   -0.294030   15.124555   10.039280    0.631330    7.716400    2.447185    3.634555    2.508880    7.325405    0.699900    4.404800    0.561530   -0.396705  \n",
       "4       5.115045    1.134225    2.132135    3.211475   13.181145    9.930795    3.892150    8.367455    7.361600   10.142425    0.850095    6.415985    2.987675    8.212175    2.377755    8.363325    1.723365    6.592380    6.643075    6.496645    0.383160    1.373150    2.942900    8.245300    8.178410   -0.228935    8.600945    3.588200    1.901190    1.357490    6.634040    0.515822    1.559630    9.204435    6.141785    0.691085   14.063695   10.189880    0.713455    7.074815    3.052415    3.196460    2.566115    5.921505    1.257665    4.840645    0.915025    0.094405  \n",
       "...          ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...         ...  \n",
       "2854    6.273245   -0.326180    1.771640    3.502460   10.210605   10.047940    1.516020    8.769700    7.263900   10.482540    0.538070    6.850400    0.412740    8.458425    1.909295    7.697740    1.640720    6.741595    7.549465    6.431365   -0.487865    0.949385    2.576820    7.762875    6.712760   -1.799835    7.705445    2.551935   -0.221365   -0.662350    2.935935    0.403678    1.766850    9.387760    5.696025   -0.796520   13.376640    8.467015    0.297660    6.526185    3.100685    2.562305    2.518110    4.871790    0.462205    4.468440    0.598845   -0.654470  \n",
       "2855    4.577615    0.808430    5.280565    3.973560   10.030015   11.458605    3.671995    7.817535    8.454705   11.602055    0.475120    7.455015    2.811950    8.242850    1.237125    9.390100    1.648660    7.186630    7.605990    7.166120    0.201610    1.562165    4.292795    8.894450    7.753305   -1.543805    9.220230    3.388210    0.942175    0.306035    4.832380   -0.637637    2.029950    9.428015    4.529845    0.191650   14.414410    9.184230    0.505770    6.591000    4.016565    4.113915    2.668900    5.400375    0.861055    5.028425    0.970320   -0.216415  \n",
       "2856    5.089700    0.369175    2.195585    3.237710   11.901125   10.237535    4.825005    8.249765    7.120950   10.202740    0.605250    6.690955    0.122020    8.078305    1.247735    9.896285    2.236295    6.534705    6.539410    6.357555    0.445635    0.840705    3.140295    8.329465    8.195355   -0.890615    8.299070    3.904530    0.424985    0.162955    6.308485    0.272568    1.503515    9.538420    5.037595   -0.105620   13.551435    9.054455    0.693895    6.955355    2.657015    2.845655    2.289235    3.251755    0.889380    4.582510    0.707795   -0.313230  \n",
       "2857    4.908455   -0.163020    2.448935    3.097475   12.005745    9.799825    2.718900    8.678210    7.578225   10.192550    0.417670    5.900810    0.520105    8.990705    2.124260    7.983570    1.190670    6.321380    6.651210    6.177790   -0.281555    1.130625    2.775050    7.675655    7.355830   -1.517270    8.127650    2.359315    1.121745    0.274090    4.454570    0.280322    1.863390    9.267445    5.624705   -0.110935   14.787645   13.085920    2.120400    6.614795    2.678915    2.521915    2.422390    4.483005    0.928625    4.824050    0.635155   -0.248305  \n",
       "2858    5.197895   -0.034595    2.271015    3.323735   10.744680   10.362360    2.372580    8.213260    7.825025    9.855215    0.566460    6.436105   -0.458630    8.188045    1.098105    8.138820    1.468440    6.494820    5.969960    6.333460    0.629000    0.912185    2.123760    7.837420    7.298915   -1.111435    8.784370    2.923265    2.311810    0.218415    4.684810    0.463102    1.923070   10.070720    5.544775    0.015195   14.610600    8.469185    0.581785    6.397190    3.028720    2.920855    2.881810    2.201465    2.320795    5.725705    0.784355   -0.209515  \n",
       "\n",
       "[2859 rows x 278 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get the proteomics dataframe:\n",
    "pro = adi.get_snapshot('proteomics_corrected')\n",
    "pro = pro.sort_values(by='days_in_program')\n",
    "\n",
    "pro = pro.drop_duplicates('public_client_id')\n",
    "pro = pro.set_index('public_client_id')\n",
    "pro = pro.iloc[:,14:]\n",
    "pro = pro.drop(columns=['month','weekday','season'])\n",
    "pro_zerocounts=(pro == 0).sum() # sum up times any columns have zero values\n",
    "pro_nonnancounts=(~pro.isna()).sum() # sum up times any columns have non-NA values\n",
    "pro = pro.loc[:, pro_nonnancounts/pro.shape[0] >= .50] #this sum of non-NA count values/num of total rows should be >= 50% to proceed with the cohort\n",
    "pro = pro.fillna(pro.median()) #impute with the median\n",
    "pro = pro.reset_index('public_client_id')\n",
    "\n",
    "#Get the proteomics metadata df:\n",
    "pro_m = adi.get_snapshot('proteomics_metadata')\n",
    "pro_m = pro_m.drop_duplicates()\n",
    "common_rows = set(pro.columns)\n",
    "common_columns = set(pro_m['name'])\n",
    "common = pd.Series(list(common_rows.intersection(common_columns)))\n",
    "pro_m = pro_m[pro_m['name'].isin(common)]\n",
    "pro_m.to_csv('proteomics_metadata_table.csv', index = False)\n",
    "\n",
    "pro\n",
    "#2859 participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>CRP HIGH SENSITIVITY</th>\n",
       "      <th>LDL-CHOL CALCULATION</th>\n",
       "      <th>GLYCOHEMOGLOBIN A1C</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01074064</td>\n",
       "      <td>2.74</td>\n",
       "      <td>81.0</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01920535</td>\n",
       "      <td>1.04</td>\n",
       "      <td>147.0</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01729568</td>\n",
       "      <td>1.22</td>\n",
       "      <td>153.0</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01977894</td>\n",
       "      <td>0.90</td>\n",
       "      <td>142.0</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01627898</td>\n",
       "      <td>2.84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4876</th>\n",
       "      <td>01034328</td>\n",
       "      <td>3.24</td>\n",
       "      <td>80.0</td>\n",
       "      <td>4.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4877</th>\n",
       "      <td>QIRL</td>\n",
       "      <td>4.20</td>\n",
       "      <td>83.0</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4878</th>\n",
       "      <td>HX842645</td>\n",
       "      <td>0.72</td>\n",
       "      <td>170.0</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4879</th>\n",
       "      <td>01232614</td>\n",
       "      <td>0.98</td>\n",
       "      <td>115.0</td>\n",
       "      <td>5.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4880</th>\n",
       "      <td>01181682</td>\n",
       "      <td>0.08</td>\n",
       "      <td>69.0</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4881 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id  CRP HIGH SENSITIVITY  LDL-CHOL CALCULATION  GLYCOHEMOGLOBIN A1C\n",
       "0            01074064                  2.74                  81.0                  5.3\n",
       "1            01920535                  1.04                 147.0                  5.5\n",
       "2            01729568                  1.22                 153.0                  5.3\n",
       "3            01977894                  0.90                 142.0                  5.5\n",
       "4            01627898                  2.84                   NaN                  5.1\n",
       "...               ...                   ...                   ...                  ...\n",
       "4876         01034328                  3.24                  80.0                  4.9\n",
       "4877             QIRL                  4.20                  83.0                  5.2\n",
       "4878         HX842645                  0.72                 170.0                  5.2\n",
       "4879         01232614                  0.98                 115.0                  5.4\n",
       "4880         01181682                  0.08                  69.0                  5.6\n",
       "\n",
       "[4881 rows x 4 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the covariates for CRP levels, LDL cholesterol, and hbA1C:\n",
    "blood = pd.merge(dip,crp,on=['public_client_id','days_in_program'])\n",
    "blood = pd.merge(blood,ldl,on=['public_client_id','days_in_program'])\n",
    "blood = pd.merge(blood,a1c,on=['public_client_id','days_in_program'])\n",
    "blood = blood.drop('days_in_program', axis=1)\n",
    "blood\n",
    "#4881 participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>ALAT (SGPT)</th>\n",
       "      <th>ALBUMIN</th>\n",
       "      <th>ALKALINE PHOSPHATASE</th>\n",
       "      <th>ARACHIDONIC ACID</th>\n",
       "      <th>ASAT (SGOT)</th>\n",
       "      <th>BASOPHILS</th>\n",
       "      <th>BASOPHILS ABSOLUTE</th>\n",
       "      <th>BILIRUBIN, TOTAL</th>\n",
       "      <th>BUN/CREAT RATIO</th>\n",
       "      <th>CALCIUM</th>\n",
       "      <th>CARBON DIOXIDE (CO2)</th>\n",
       "      <th>CHLORIDE</th>\n",
       "      <th>CHOLESTEROL, TOTAL</th>\n",
       "      <th>CREATININE ENZ, SER</th>\n",
       "      <th>CRP HIGH SENSITIVITY</th>\n",
       "      <th>DHA</th>\n",
       "      <th>DPA</th>\n",
       "      <th>EOSINOPHILS</th>\n",
       "      <th>EOSINOPHILS ABSOLUTE</th>\n",
       "      <th>EPA</th>\n",
       "      <th>FERRITIN</th>\n",
       "      <th>GFR, MDRD</th>\n",
       "      <th>GFR, MDRD, AFRICAN AM</th>\n",
       "      <th>GGT</th>\n",
       "      <th>GLOBULIN</th>\n",
       "      <th>GLUCOSE</th>\n",
       "      <th>GLYCOHEMOGLOBIN A1C</th>\n",
       "      <th>HDL CHOL DIRECT</th>\n",
       "      <th>HDL PARTICLE NUMBER</th>\n",
       "      <th>HEMATOCRIT</th>\n",
       "      <th>HEMOGLOBIN</th>\n",
       "      <th>HOMA-IR</th>\n",
       "      <th>HOMOCYSTEINE, SERUM</th>\n",
       "      <th>IMMATURE GRANULOCYTES</th>\n",
       "      <th>IMMATURE GRANULOCYTES ABSOLUTE</th>\n",
       "      <th>INSULIN</th>\n",
       "      <th>LDL PARTICLE NUMBER</th>\n",
       "      <th>LDL SMALL</th>\n",
       "      <th>LDL-CHOL CALCULATION</th>\n",
       "      <th>LDL_SIZE</th>\n",
       "      <th>LINOLEIC_ACID</th>\n",
       "      <th>LPIR_SCORE</th>\n",
       "      <th>LYMPHOCYTES</th>\n",
       "      <th>LYMPHOCYTES ABSOLUTE</th>\n",
       "      <th>MCH</th>\n",
       "      <th>MCHC</th>\n",
       "      <th>MCV</th>\n",
       "      <th>MERCURY, BLOOD</th>\n",
       "      <th>MONOCYTES</th>\n",
       "      <th>MONOCYTES ABSOLUTE</th>\n",
       "      <th>OMEGA-3 INDEX</th>\n",
       "      <th>OMEGA-6/OMEGA-3 RATIO</th>\n",
       "      <th>OMEGA_3_TOTAL</th>\n",
       "      <th>OMEGA_6_TOTAL</th>\n",
       "      <th>PLATELET COUNT THOUSAND</th>\n",
       "      <th>POTASSIUM</th>\n",
       "      <th>PROTEIN, TOTAL SERUM</th>\n",
       "      <th>RDW</th>\n",
       "      <th>RED CELL COUNT</th>\n",
       "      <th>SODIUM</th>\n",
       "      <th>TOTAL NEUTROPHILS</th>\n",
       "      <th>TOTAL NEUTROPHILS AB</th>\n",
       "      <th>TRIGLYCERIDES</th>\n",
       "      <th>Triglyceride HDL Ratio</th>\n",
       "      <th>UREA NITROGEN</th>\n",
       "      <th>URIC ACID</th>\n",
       "      <th>VITAMIN D, 25-OH TOT</th>\n",
       "      <th>WHITE CELL COUNT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01074064</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>41.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>2.74</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.7</td>\n",
       "      <td>27.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>90.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>69.0</td>\n",
       "      <td>37.8</td>\n",
       "      <td>42.2</td>\n",
       "      <td>13.8</td>\n",
       "      <td>1.111111</td>\n",
       "      <td>11.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>965.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>20.9</td>\n",
       "      <td>24.2</td>\n",
       "      <td>25.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>30.7</td>\n",
       "      <td>32.7</td>\n",
       "      <td>94.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>4.6</td>\n",
       "      <td>8.5</td>\n",
       "      <td>4.6</td>\n",
       "      <td>38.9</td>\n",
       "      <td>229.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>6.2</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.49</td>\n",
       "      <td>138.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1.086957</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>44.7</td>\n",
       "      <td>3.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01074064</td>\n",
       "      <td>17.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>47.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>16.0</td>\n",
       "      <td>8.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>0.77</td>\n",
       "      <td>1.36</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>83.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>76.0</td>\n",
       "      <td>43.5</td>\n",
       "      <td>40.1</td>\n",
       "      <td>13.6</td>\n",
       "      <td>0.696790</td>\n",
       "      <td>12.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>973.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>32.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>31.2</td>\n",
       "      <td>33.9</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>4.1</td>\n",
       "      <td>9.4</td>\n",
       "      <td>4.1</td>\n",
       "      <td>38.4</td>\n",
       "      <td>241.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>12.9</td>\n",
       "      <td>4.36</td>\n",
       "      <td>141.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.026316</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>41.3</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01920535</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>10.9</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>0.86</td>\n",
       "      <td>1.04</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>162.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>61.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>41.9</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.172840</td>\n",
       "      <td>11.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1217.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>29.7</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.5</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4.1</td>\n",
       "      <td>10.7</td>\n",
       "      <td>4.1</td>\n",
       "      <td>43.7</td>\n",
       "      <td>236.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>6.5</td>\n",
       "      <td>13.6</td>\n",
       "      <td>4.63</td>\n",
       "      <td>141.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1.409836</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>17.8</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01729568</td>\n",
       "      <td>57.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>49.0</td>\n",
       "      <td>11.6</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>234.0</td>\n",
       "      <td>0.85</td>\n",
       "      <td>1.22</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>91.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>62.0</td>\n",
       "      <td>33.8</td>\n",
       "      <td>40.7</td>\n",
       "      <td>13.9</td>\n",
       "      <td>2.134568</td>\n",
       "      <td>7.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1771.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>21.7</td>\n",
       "      <td>24.4</td>\n",
       "      <td>25.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>32.2</td>\n",
       "      <td>34.2</td>\n",
       "      <td>94.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>39.8</td>\n",
       "      <td>219.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>13.9</td>\n",
       "      <td>4.32</td>\n",
       "      <td>144.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>94.0</td>\n",
       "      <td>1.516129</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>44.2</td>\n",
       "      <td>4.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01977894</td>\n",
       "      <td>39.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>73.0</td>\n",
       "      <td>11.8</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.9</td>\n",
       "      <td>26.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.90</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>83.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>91.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>48.0</td>\n",
       "      <td>31.9</td>\n",
       "      <td>41.9</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.213333</td>\n",
       "      <td>8.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1643.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>21.6</td>\n",
       "      <td>24.2</td>\n",
       "      <td>46.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>30.4</td>\n",
       "      <td>33.5</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>6.3</td>\n",
       "      <td>6.1</td>\n",
       "      <td>6.3</td>\n",
       "      <td>38.4</td>\n",
       "      <td>236.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>7.5</td>\n",
       "      <td>13.6</td>\n",
       "      <td>4.63</td>\n",
       "      <td>139.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>59.0</td>\n",
       "      <td>1.229167</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>41.7</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11162</th>\n",
       "      <td>01194014</td>\n",
       "      <td>27.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>52.0</td>\n",
       "      <td>10.9</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.2</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.63</td>\n",
       "      <td>4.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>5.4</td>\n",
       "      <td>88.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>99.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>92.0</td>\n",
       "      <td>37.9</td>\n",
       "      <td>39.1</td>\n",
       "      <td>12.8</td>\n",
       "      <td>2.224444</td>\n",
       "      <td>9.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.1</td>\n",
       "      <td>652.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>25.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>32.7</td>\n",
       "      <td>92.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>12.2</td>\n",
       "      <td>2.9</td>\n",
       "      <td>12.2</td>\n",
       "      <td>35.2</td>\n",
       "      <td>321.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>6.9</td>\n",
       "      <td>13.8</td>\n",
       "      <td>4.24</td>\n",
       "      <td>141.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.554348</td>\n",
       "      <td>13.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>44.5</td>\n",
       "      <td>6.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11163</th>\n",
       "      <td>01373090</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>64.0</td>\n",
       "      <td>10.2</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>23.0</td>\n",
       "      <td>9.7</td>\n",
       "      <td>24.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>0.79</td>\n",
       "      <td>1.30</td>\n",
       "      <td>4.2</td>\n",
       "      <td>0.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>96.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>105.0</td>\n",
       "      <td>38.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>12.3</td>\n",
       "      <td>0.866667</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1264.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>21.6</td>\n",
       "      <td>26.1</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>29.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>87.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>5.8</td>\n",
       "      <td>6.6</td>\n",
       "      <td>38.6</td>\n",
       "      <td>282.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>6.9</td>\n",
       "      <td>14.2</td>\n",
       "      <td>4.24</td>\n",
       "      <td>137.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>3.1</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.628571</td>\n",
       "      <td>18.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>52.1</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11164</th>\n",
       "      <td>01901634</td>\n",
       "      <td>27.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>48.0</td>\n",
       "      <td>12.2</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.6</td>\n",
       "      <td>27.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>1.14</td>\n",
       "      <td>0.42</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2.7</td>\n",
       "      <td>88.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>95.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>63.0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>44.2</td>\n",
       "      <td>14.6</td>\n",
       "      <td>1.243210</td>\n",
       "      <td>9.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>1330.0</td>\n",
       "      <td>389.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>8.3</td>\n",
       "      <td>4.8</td>\n",
       "      <td>8.3</td>\n",
       "      <td>39.5</td>\n",
       "      <td>158.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>6.7</td>\n",
       "      <td>14.3</td>\n",
       "      <td>4.86</td>\n",
       "      <td>139.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>17.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>59.5</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11165</th>\n",
       "      <td>01739478</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>89.0</td>\n",
       "      <td>11.8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.2</td>\n",
       "      <td>21.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>88.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>106.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>42.0</td>\n",
       "      <td>26.7</td>\n",
       "      <td>45.9</td>\n",
       "      <td>15.7</td>\n",
       "      <td>4.056790</td>\n",
       "      <td>9.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>809.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>22.6</td>\n",
       "      <td>65.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>30.3</td>\n",
       "      <td>34.2</td>\n",
       "      <td>88.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>5.9</td>\n",
       "      <td>6.5</td>\n",
       "      <td>5.9</td>\n",
       "      <td>38.2</td>\n",
       "      <td>232.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>6.9</td>\n",
       "      <td>13.4</td>\n",
       "      <td>5.19</td>\n",
       "      <td>139.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>124.0</td>\n",
       "      <td>2.952381</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>32.4</td>\n",
       "      <td>4.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11166</th>\n",
       "      <td>01416734</td>\n",
       "      <td>57.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>83.0</td>\n",
       "      <td>10.8</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>11.0</td>\n",
       "      <td>9.4</td>\n",
       "      <td>24.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>0.88</td>\n",
       "      <td>6.48</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>365.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>100.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>37.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>46.2</td>\n",
       "      <td>16.1</td>\n",
       "      <td>9.481481</td>\n",
       "      <td>15.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.4</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>1044.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>22.8</td>\n",
       "      <td>64.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3.1</td>\n",
       "      <td>33.2</td>\n",
       "      <td>34.8</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.7</td>\n",
       "      <td>286.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>7.1</td>\n",
       "      <td>14.5</td>\n",
       "      <td>4.85</td>\n",
       "      <td>139.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>101.0</td>\n",
       "      <td>2.729730</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>30.4</td>\n",
       "      <td>9.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11167 rows × 69 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      public_client_id  ALAT (SGPT)  ALBUMIN  ALKALINE PHOSPHATASE  ARACHIDONIC ACID  ASAT (SGOT)  BASOPHILS  BASOPHILS ABSOLUTE  BILIRUBIN, TOTAL  BUN/CREAT RATIO  CALCIUM  CARBON DIOXIDE (CO2)  CHLORIDE  CHOLESTEROL, TOTAL  CREATININE ENZ, SER  CRP HIGH SENSITIVITY  DHA  DPA  EOSINOPHILS  EOSINOPHILS ABSOLUTE  EPA  FERRITIN  GFR, MDRD  GFR, MDRD, AFRICAN AM   GGT  GLOBULIN  GLUCOSE  GLYCOHEMOGLOBIN A1C  HDL CHOL DIRECT  HDL PARTICLE NUMBER  HEMATOCRIT  HEMOGLOBIN   HOMA-IR  HOMOCYSTEINE, SERUM  IMMATURE GRANULOCYTES  IMMATURE GRANULOCYTES ABSOLUTE  INSULIN  LDL PARTICLE NUMBER  LDL SMALL  LDL-CHOL CALCULATION  LDL_SIZE  LINOLEIC_ACID  LPIR_SCORE  LYMPHOCYTES  LYMPHOCYTES ABSOLUTE   MCH  MCHC   MCV  MERCURY, BLOOD  MONOCYTES  MONOCYTES ABSOLUTE  OMEGA-3 INDEX  OMEGA-6/OMEGA-3 RATIO  OMEGA_3_TOTAL  OMEGA_6_TOTAL  PLATELET COUNT THOUSAND  POTASSIUM  PROTEIN, TOTAL SERUM   RDW  RED CELL COUNT  SODIUM  TOTAL NEUTROPHILS  TOTAL NEUTROPHILS AB  TRIGLYCERIDES  Triglyceride HDL Ratio  \\\n",
       "0             01074064         11.0      4.1                  41.0              10.7         17.0        1.0                 0.0               0.2             17.0      9.0                  24.0     101.0               165.0                 0.76                  2.74  3.1  0.8          3.0                   0.1  0.7      27.0      103.0                  118.0  16.0       2.1     90.0                  5.3             69.0                 37.8        42.2        13.8  1.111111                 11.4                    0.0                             0.0      5.0                965.0      328.0                  81.0      20.9           24.2        25.0         44.0                   1.8  30.7  32.7  94.0             1.6        7.0                 0.3            4.6                    8.5            4.6           38.9                    229.0        4.5                   6.2  13.0            4.49   138.0               45.0                   1.8           75.0                1.086957   \n",
       "1             01074064         17.0      4.3                  47.0              10.7         26.0        1.0                 0.0               0.4             16.0      8.8                  23.0     102.0               193.0                 0.77                  1.36  2.7  0.8          3.0                   0.1  0.6      20.0      101.0                  117.0  16.0       2.4     83.0                  5.3             76.0                 43.5        40.1        13.6  0.696790                 12.1                    0.0                             0.0      3.4                973.0      309.0                 101.0      21.0           24.1        32.0         47.0                   1.8  31.2  33.9  92.0             1.6        5.0                 0.2            4.1                    9.4            4.1           38.4                    241.0        4.0                   6.7  12.9            4.36   141.0               44.0                   1.8           78.0                1.026316   \n",
       "2             01920535         12.0      4.0                  68.0              10.9         17.0        1.0                 0.0               0.2             14.0      9.1                  23.0     104.0               225.0                 0.86                  1.04  2.5  1.1          2.0                   0.1  0.5     162.0       75.0                   87.0  10.0       2.5     95.0                  5.5             61.0                 30.0        41.9        14.0  1.172840                 11.4                    0.0                             0.0      5.0               1217.0      132.0                 147.0      22.1           29.7        25.0         33.0                   1.7  30.4  33.5  91.0             2.2        7.0                 0.4            4.1                   10.7            4.1           43.7                    236.0        4.3                   6.5  13.6            4.63   141.0               56.0                   2.9           86.0                1.409836   \n",
       "3             01729568         57.0      4.3                  49.0              11.6         46.0        0.0                 0.0               0.7             15.0      9.5                  25.0     106.0               234.0                 0.85                  1.22  3.3  1.4          3.0                   0.1  1.0     196.0       68.0                   78.0  17.0       1.7     91.0                  5.3             62.0                 33.8        40.7        13.9  2.134568                  7.8                    0.0                             0.0      9.5               1771.0      419.0                 153.0      21.7           24.4        25.0         44.0                   1.9  32.2  34.2  94.0             1.7       10.0                 0.4            5.7                    7.0            5.7           39.8                    219.0        4.3                   6.0  13.9            4.32   144.0               43.0                   1.9           94.0                1.516129   \n",
       "4             01977894         39.0      4.8                  73.0              11.8         34.0        1.0                 0.0               0.4             14.0      9.9                  26.0      99.0               202.0                 1.37                  0.90  3.6  1.4          2.0                   0.1  1.3      83.0       68.0                   78.0  16.0       2.7     91.0                  5.5             48.0                 31.9        41.9        14.0  1.213333                  8.3                    0.0                             0.0      5.4               1643.0      417.0                 142.0      21.6           24.2        46.0         33.0                   1.7  30.4  33.5  91.0             2.1        7.0                 0.4            6.3                    6.1            6.3           38.4                    236.0        4.6                   7.5  13.6            4.63   139.0               56.0                   2.9           59.0                1.229167   \n",
       "...                ...          ...      ...                   ...               ...          ...        ...                 ...               ...              ...      ...                   ...       ...                 ...                  ...                   ...  ...  ...          ...                   ...  ...       ...        ...                    ...   ...       ...      ...                  ...              ...                  ...         ...         ...       ...                  ...                    ...                             ...      ...                  ...        ...                   ...       ...            ...         ...          ...                   ...   ...   ...   ...             ...        ...                 ...            ...                    ...            ...            ...                      ...        ...                   ...   ...             ...     ...                ...                   ...            ...                     ...   \n",
       "11162         01194014         27.0      4.4                  52.0              10.9         23.0        1.0                 0.1               1.2             18.0     10.0                  23.0     104.0               172.0                 0.72                  0.63  4.4  2.4          7.0                   0.5  5.4      88.0      104.0                  120.0  19.0       2.5     99.0                  5.2             92.0                 37.9        39.1        12.8  2.224444                  9.4                    0.0                             0.0      9.1                652.0       90.0                  70.0      21.0           22.1        25.0         40.0                   2.5  30.2  32.7  92.0             2.1        7.0                 0.4           12.2                    2.9           12.2           35.2                    321.0        4.3                   6.9  13.8            4.24   141.0               45.0                   2.8           51.0                0.554348   \n",
       "11163         01373090         36.0      4.4                  64.0              10.2         24.0        0.0                 0.0               0.9             23.0      9.7                  24.0      98.0               250.0                 0.79                  1.30  4.2  0.9          3.0                   0.1  1.5      96.0       84.0                   97.0  29.0       2.5     90.0                  5.6            105.0                 38.6        36.7        12.3  0.866667                  6.3                    0.0                             0.0      3.9               1264.0       90.0                 132.0      21.6           26.1        25.0         32.0                   1.7  29.0  33.5  87.0             0.0        7.0                 0.4            6.6                    5.8            6.6           38.6                    282.0        4.3                   6.9  14.2            4.24   137.0               58.0                   3.1           66.0                0.628571   \n",
       "11164         01901634         27.0      4.4                  48.0              12.2         26.0        0.0                 0.0               0.7             15.0      9.6                  27.0      99.0               188.0                 1.14                  0.42  3.8  1.8          3.0                   0.1  2.7      88.0       78.0                   91.0  11.0       2.3     95.0                  5.4             63.0                 33.3        44.2        14.6  1.243210                  9.4                    0.0                             0.0      5.3               1330.0      389.0                 114.0      21.0           25.0        30.0         40.0                   1.5  30.0  33.0  91.0             8.7        8.0                 0.3            8.3                    4.8            8.3           39.5                    158.0        4.6                   6.7  14.3            4.86   139.0               49.0                   1.8           54.0                0.857143   \n",
       "11165         01739478         16.0      4.1                  89.0              11.8         16.0        1.0                 0.0               0.5             15.0      9.2                  21.0     102.0               196.0                 0.91                  3.29  3.3  1.2          6.0                   0.3  1.4      88.0       89.0                  103.0  26.0       2.8    106.0                  5.7             42.0                 26.7        45.9        15.7  4.056790                  9.4                    0.0                             0.0     15.5               1634.0      809.0                 129.0      21.1           22.6        65.0         35.0                   1.5  30.3  34.2  88.0             2.1        9.0                 0.4            5.9                    6.5            5.9           38.2                    232.0        4.6                   6.9  13.4            5.19   139.0               49.0                   2.1          124.0                2.952381   \n",
       "11166         01416734         57.0      4.7                  83.0              10.8         39.0        0.0                 0.0               0.4             11.0      9.4                  24.0     100.0               205.0                 0.88                  6.48  2.1  1.1          1.0                   0.1  0.8     365.0      111.0                  129.0  50.0       2.4    100.0                  5.5             37.0                 24.6        46.2        16.1  9.481481                 15.7                    0.0                             0.0     38.4               1987.0     1044.0                 148.0      21.0           22.8        64.0         33.0                   3.1  33.2  34.8  95.0             2.2        5.0                 0.5            4.0                    9.4            4.0           37.7                    286.0        4.4                   7.1  14.5            4.85   139.0               61.0                   5.6          101.0                2.729730   \n",
       "\n",
       "       UREA NITROGEN  URIC ACID  VITAMIN D, 25-OH TOT  WHITE CELL COUNT  \n",
       "0               13.0        4.7                  44.7               3.9  \n",
       "1               12.0        5.4                  41.3               4.0  \n",
       "2               12.0        5.5                  17.8               5.2  \n",
       "3               13.0        4.8                  44.2               4.3  \n",
       "4               19.0        5.4                  41.7               5.2  \n",
       "...              ...        ...                   ...               ...  \n",
       "11162           13.0        3.8                  44.5               6.2  \n",
       "11163           18.0        4.7                  52.1               5.3  \n",
       "11164           17.0        4.9                  59.5               3.7  \n",
       "11165           14.0        6.8                  32.4               4.2  \n",
       "11166           10.0        6.1                  30.4               9.3  \n",
       "\n",
       "[11167 rows x 69 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Get the clinical laboratory chemistries data from the snapshot:\n",
    "chem=adi.get_snapshot('chemistries')\n",
    "chemdf = chem.sort_values(by='days_in_program') #keep only first date data\n",
    "#chemdf = chemdf.drop_duplicates(subset='public_client_id')\n",
    "chemdf = chemdf.set_index('public_client_id')\n",
    "chemdf = chemdf.iloc[:,12:] #keep only relevant columns\n",
    "chem_nonnancounts=(~chemdf.isna()).sum() # sum up times any columns have non-NA values\n",
    "chemdf = chemdf.loc[:, chem_nonnancounts/chemdf.shape[0] >= .70] #this sum of non-NA values/num of total rows should be >= 70% to proceed with the cohort\n",
    "chemdf = chemdf.fillna(chemdf.median())\n",
    "chemdf = chemdf.dropna()\n",
    "chemdf = chemdf.reset_index()\n",
    "chemdf \n",
    "#11167 participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>pss_1</th>\n",
       "      <th>pss_2</th>\n",
       "      <th>pss_3</th>\n",
       "      <th>pss_4</th>\n",
       "      <th>stress_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01071494</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01092042</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01568974</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01684342</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01601230</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4720</th>\n",
       "      <td>01232614</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4721</th>\n",
       "      <td>01181682</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4722</th>\n",
       "      <td>01142874</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4723</th>\n",
       "      <td>01380110</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4724</th>\n",
       "      <td>01992118</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4725 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id  pss_1  pss_2  pss_3  pss_4  stress_score\n",
       "0            01071494    2.0    0.0    1.0    1.0           4.0\n",
       "1            01092042    0.0    0.0    1.0    0.0           1.0\n",
       "2            01568974    1.0    0.0    1.0    1.0           3.0\n",
       "3            01684342    2.0    1.0    1.0    2.0           6.0\n",
       "4            01601230    1.0    1.0    3.0    1.0           6.0\n",
       "...               ...    ...    ...    ...    ...           ...\n",
       "4720         01232614    2.0    1.0    1.0    1.0           5.0\n",
       "4721         01181682    0.0    0.0    0.0    0.0           0.0\n",
       "4722         01142874    0.0    4.0    0.0    0.0           4.0\n",
       "4723         01380110    3.0    1.0    2.0    2.0           8.0\n",
       "4724         01992118    2.0    1.0    1.0    1.0           5.0\n",
       "\n",
       "[4725 rows x 6 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get PSS stress data\n",
    "# code adapted from Annie Levine, MD:\n",
    "####################################################################################################\n",
    "assessments = adi.get_snapshot('assessments', clean=True)\n",
    "stress = adi.get_snapshot(\"assessments\")\n",
    "stress = stress.sort_values('days_in_program',ascending=True)\n",
    "stress = stress.drop(columns = ['vendor','days_in_program','days_since_first_call','days_since_first_draw'])\n",
    "stress = stress.drop_duplicates(subset='public_client_id')\n",
    "stress = stress.fillna(0.001)\n",
    "stress = stress.set_index('public_client_id')\n",
    "stress = stress[[\"assessment:pss-four-item:out_of_control:enum\", \"assessment:pss-four-item:handle_problems:enum\", \"assessment:pss-four-item:going_your_way:enum\", \"assessment:pss-four-item:insurmountable:enum\"]] \n",
    "stress = stress.rename(columns={\"assessment:pss-four-item:out_of_control:enum\" : \"pss_1\", \"assessment:pss-four-item:handle_problems:enum\": \"pss_2\", \"assessment:pss-four-item:going_your_way:enum\": \"pss_3\", \"assessment:pss-four-item:insurmountable:enum\": \"pss_4\"})\n",
    "\n",
    "# Coding question values and replacing with numeric values\n",
    "pss_1_list = ['(0) Never', '(1) Almost Never', '(2) Sometimes', '(3) Fairly Often', '(4) Very Often']\n",
    "pss_1_r = [0, 1, 2, 3, 4]\n",
    "stress[\"pss_1\"] = stress[\"pss_1\"].replace(pss_1_list, pss_1_r)\n",
    "pss_2_list = ['(0) Very Often', '(1) Fairly Often', '(2) Sometimes', '(3) Almost Never', '(4) Never']\n",
    "pss_2_r = [0, 1, 2, 3, 4] \n",
    "stress[\"pss_2\"] = stress[\"pss_2\"].replace(pss_2_list, pss_2_r)\n",
    "pss_3_list = ['(0) Very Often', '(1) Fairly Often', '(2) Sometimes', '(3) Almost Never', '(4) Never']\n",
    "pss_3_r = [0, 1, 2, 3, 4] \n",
    "stress[\"pss_3\"] = stress[\"pss_3\"].replace(pss_3_list, pss_3_r)\n",
    "pss_4_list = ['(0) Never', '(1) Almost Never', '(2) Sometimes', '(3) Fairly Often', '(4) Very Often']\n",
    "pss_4_r = [0, 1, 2, 3, 4]\n",
    "stress[\"pss_4\"] = stress[\"pss_4\"].replace(pss_4_list, pss_4_r)\n",
    "\n",
    "#Calculating the total stress score\n",
    "def stress_add (row):\n",
    "    stress_score = row[\"pss_1\"] + row[\"pss_2\"] + row[\"pss_3\"] + row[\"pss_4\"]\n",
    "    return stress_score\n",
    "stress.apply (lambda row: stress_add(row), axis=1)\n",
    "stress[\"stress_score\"] = stress.apply (lambda row: stress_add(row), axis=1)\n",
    "stress\n",
    "\n",
    "#Make it a DataFrame and remove NaNs\n",
    "stress = stress[stress.stress_score !=0.004]\n",
    "stress = stress.reset_index()\n",
    "####################################################################################################\n",
    "\n",
    "stress\n",
    "#4725 participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>BMI_CALC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01000261</td>\n",
       "      <td>22.594123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01000552</td>\n",
       "      <td>31.619378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>01001181</td>\n",
       "      <td>39.047808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>01001298</td>\n",
       "      <td>26.622485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>01001467</td>\n",
       "      <td>18.479394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46532</th>\n",
       "      <td>QIRL</td>\n",
       "      <td>37.286232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46563</th>\n",
       "      <td>ZU273983</td>\n",
       "      <td>30.984144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46568</th>\n",
       "      <td>ZU612255</td>\n",
       "      <td>35.177122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46569</th>\n",
       "      <td>ZU621944</td>\n",
       "      <td>51.577264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46570</th>\n",
       "      <td>ZU687756</td>\n",
       "      <td>44.475830</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5580 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      public_client_id   BMI_CALC\n",
       "0             01000261  22.594123\n",
       "3             01000552  31.619378\n",
       "5             01001181  39.047808\n",
       "6             01001298  26.622485\n",
       "12            01001467  18.479394\n",
       "...                ...        ...\n",
       "46532             QIRL  37.286232\n",
       "46563         ZU273983  30.984144\n",
       "46568         ZU612255  35.177122\n",
       "46569         ZU621944  51.577264\n",
       "46570         ZU687756  44.475830\n",
       "\n",
       "[5580 rows x 2 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Now, get the survey data/\"assessments\" data:\n",
    "bio=adi.get_snapshot('clients')\n",
    "a = bio['sex']\n",
    "b = bio['age']\n",
    "c = bio['public_client_id']\n",
    "biodf = pd.DataFrame({'sex':a, 'age':b, 'public_client_id':c})\n",
    "biodf = biodf.drop_duplicates(subset='public_client_id')\n",
    "biodf = biodf[['sex','age','public_client_id']]\n",
    "biodf\n",
    "\n",
    "#Get BMI data\n",
    "bmi = adi.get_snapshot('weight_monthly')\n",
    "bmi = bmi[['public_client_id','BMI_CALC']]\n",
    "bmi = bmi.sort_values('public_client_id',ascending=True)\n",
    "bmi = bmi.drop_duplicates('public_client_id')\n",
    "bmi = bmi.dropna()\n",
    "bmi #5580 individuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/users/jajohnso/miniconda3/envs/arivale-py/lib/python3.11/site-packages/arivale_data_interface/snapshots_interface.py:271: DeprecationWarning: `assessments_medications` is slated for deprecation and will be part of `assessments` with raw data will be available in `assessments_raw`\n",
      "  check_deprecation(name) # check if requested snapshot is to be deprecated\n",
      "/users/jajohnso/miniconda3/envs/arivale-py/lib/python3.11/site-packages/arivale_data_interface/snapshots_interface.py:271: DeprecationWarning: `assessments_health_history_new` is slated for deprecation and will be part of `assessments` with raw data will be available in `assessments_raw`\n",
      "  check_deprecation(name) # check if requested snapshot is to be deprecated\n",
      "/users/jajohnso/miniconda3/envs/arivale-py/lib/python3.11/site-packages/arivale_data_interface/snapshots_interface.py:271: DeprecationWarning: `assessments_digestive_health` is slated for deprecation and will be part of `assessments` with raw data will be available in `assessments_raw`\n",
      "  check_deprecation(name) # check if requested snapshot is to be deprecated\n"
     ]
    }
   ],
   "source": [
    "# Begin defining exclusion criteria\n",
    "# These criteria will exclude participants from the cohort that meet certain conditions in order to focus on a \"generally healthy\" cohort\n",
    "laxmed = adi.get_snapshot('assessments') # get info on those taking laxatives\n",
    "laxmed = laxmed[['public_client_id','days_in_program','assessment:digestion:laxatives:enum']]\n",
    "cholmed = adi.get_snapshot('assessments_medications') # get info on those taking cholesterol/BP meds\n",
    "cholmed = cholmed[['public_client_id','days_in_program','meds_cholesterol','meds_blood_pressure']]\n",
    "laxmed = laxmed.rename(columns={'assessment:digestion:laxatives:enum':'meds_laxatives'})\n",
    "meds = pd.merge(laxmed,cholmed)\n",
    "meds # keep this df for exclusion criteria\n",
    "\n",
    "# assemble another exclusion criteria df:\n",
    "hh = adi.get_snapshot('assessments_health_history_new')\n",
    "dig = adi.get_snapshot('assessments_digestive_health')\n",
    "\n",
    "#Retrieve miscellaneous digestive health indicators: \n",
    "lifestyle = adi.get_snapshot('assessments') \n",
    "lifestyle = lifestyle.drop_duplicates(subset='public_client_id')\n",
    "lifestyle = lifestyle.sort_values('days_in_program',ascending=True)\n",
    "meds = meds[['public_client_id','meds_laxatives','meds_cholesterol','meds_blood_pressure']]\n",
    "\n",
    "digest = pd.merge(hh,dig, on = list(['vendor','days_in_program','days_since_first_call','days_since_first_draw','month','weekday','season',\"public_client_id\"]))\n",
    "digest = pd.merge(digest, meds, on = \"public_client_id\")\n",
    "\n",
    "common_columns = list(set(digest.columns).intersection(lifestyle.columns))\n",
    "digest = pd.merge(digest, lifestyle, on=common_columns) # exclusion criteria df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "988\n"
     ]
    }
   ],
   "source": [
    "# create a list of values to check\n",
    "values = ['Yes', 'Y', 'True','TRUE',True, 1\n",
    "          ,'(3) Once per week or less', '(1) Daily','(2) Several times per week', '(2) Currently'\n",
    "         ]\n",
    "\n",
    "substrings_to_detect = ['public_client_id','meds_blood_pressure','drugs_cholesterol', 'meds_cholesterol','meds_laxatives', 'ulcerative_colitis', 'kidney_disease','bladder_kidney','kidney_cancer','kidney_failure','celiac_disease','colonic_crohns','ileal_crohns','diverticulosis','inflammatory_bowel','irritable_bowel','gerd','peptic_ulcer','coagulation']\n",
    "substrings_to_exclude = ['siblings','sister','mother','family','father','paternal','maternal','grandparent','self_past','gt1ya']\n",
    "inclusion_mask = digest.columns.str.contains('|'.join(substrings_to_detect))\n",
    "exclusion_mask = digest.columns.str.contains('|'.join(substrings_to_exclude))\n",
    "\n",
    "self_and_no_family_exclusion = inclusion_mask & ~exclusion_mask\n",
    "ignored_features = ~(np.insert(inclusion_mask[1:],0,False) & ~exclusion_mask)\n",
    "digest_excluded_w_self_and_no_family = digest.loc[:, self_and_no_family_exclusion]  # Selects columns based on the mask\n",
    "\n",
    "matching_indexes = digest_excluded_w_self_and_no_family[digest_excluded_w_self_and_no_family.isin(values).any(axis=1)].public_client_id.values\n",
    "digest_excluded_w_self_and_no_family_excluded = digest.loc[digest.public_client_id.isin(matching_indexes)].drop_duplicates(subset='public_client_id')\n",
    "\n",
    "digest_excluded_w_self_and_no_family_excluded.loc[:, ignored_features]\n",
    "result = digest_excluded_w_self_and_no_family_excluded['public_client_id']\n",
    "print(len(bowel[bowel['public_client_id'].isin(result)])) #those with self history of kidney disease, med exclusions, and GI disease"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "119\n"
     ]
    }
   ],
   "source": [
    "# create a list of values to check\n",
    "values = ['Yes', 'Y', 'True','TRUE',True, 1\n",
    "          ,'(3) Once per week or less', '(1) Daily','(2) Several times per week', '(2) Currently'\n",
    "         ]\n",
    "\n",
    "substrings_to_detect = ['public_client_id','kidney_disease','bladder_kidney','kidney_cancer','kidney_failure']\n",
    "substrings_to_exclude = ['siblings','sister','mother','family','father','paternal','maternal','grandparent','self_past','gt1ya']\n",
    "inclusion_mask = digest.columns.str.contains('|'.join(substrings_to_detect))\n",
    "exclusion_mask = digest.columns.str.contains('|'.join(substrings_to_exclude))\n",
    "\n",
    "self_and_no_family_exclusion = inclusion_mask & ~exclusion_mask\n",
    "ignored_features = ~(np.insert(inclusion_mask[1:],0,False) & ~exclusion_mask)\n",
    "digest_excluded_w_self_and_no_family = digest.loc[:, self_and_no_family_exclusion]  # Selects columns based on the mask\n",
    "\n",
    "matching_indexes = digest_excluded_w_self_and_no_family[digest_excluded_w_self_and_no_family.isin(values).any(axis=1)].public_client_id.values\n",
    "digest_excluded_w_self_and_no_family_excluded = digest.loc[digest.public_client_id.isin(matching_indexes)].drop_duplicates(subset='public_client_id')\n",
    "\n",
    "digest_excluded_w_self_and_no_family_excluded.loc[:, ignored_features]\n",
    "result = digest_excluded_w_self_and_no_family_excluded['public_client_id']\n",
    "#print(result)\n",
    "print(len(bowel[bowel['public_client_id'].isin(result)])) #those with self history of kidney disease"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "128\n"
     ]
    }
   ],
   "source": [
    "# create a list of values to check\n",
    "values = ['Yes', 'Y', 'True','TRUE',True, 1\n",
    "          ,'(3) Once per week or less', '(1) Daily','(2) Several times per week', '(2) Currently'\n",
    "         ]\n",
    "\n",
    "substrings_to_detect = ['public_client_id','inflammatory_bowel','irritable_bowel']\n",
    "substrings_to_exclude = ['siblings','sister','mother','family','father','paternal','maternal','grandparent','self_past','gt1ya']\n",
    "inclusion_mask = digest.columns.str.contains('|'.join(substrings_to_detect))\n",
    "exclusion_mask = digest.columns.str.contains('|'.join(substrings_to_exclude))\n",
    "\n",
    "self_and_no_family_exclusion = inclusion_mask & ~exclusion_mask\n",
    "ignored_features = ~(np.insert(inclusion_mask[1:],0,False) & ~exclusion_mask)\n",
    "digest_excluded_w_self_and_no_family = digest.loc[:, self_and_no_family_exclusion]  # Selects columns based on the mask\n",
    "\n",
    "matching_indexes = digest_excluded_w_self_and_no_family[digest_excluded_w_self_and_no_family.isin(values).any(axis=1)].public_client_id.values\n",
    "digest_excluded_w_self_and_no_family_excluded = digest.loc[digest.public_client_id.isin(matching_indexes)].drop_duplicates(subset='public_client_id')\n",
    "\n",
    "digest_excluded_w_self_and_no_family_excluded.loc[:, ignored_features]\n",
    "result = digest_excluded_w_self_and_no_family_excluded['public_client_id']\n",
    "#print(result)\n",
    "print(len(bowel[bowel['public_client_id'].isin(result)])) #those with self history of IBD/IBS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1561\n"
     ]
    }
   ],
   "source": [
    "# create a list of values to check\n",
    "values = ['Yes', 'Y', 'True','TRUE',True, 1\n",
    "          ,'(3) Once per week or less', '(1) Daily','(2) Several times per week', '(2) Currently'\n",
    "         ]\n",
    "\n",
    "substrings_to_detect = ['public_client_id','meds_blood_pressure','drugs_cholesterol', 'meds_cholesterol','meds_laxatives', 'ulcerative_colitis', 'kidney_disease','bladder_kidney','kidney_cancer','kidney_failure','celiac_disease','colonic_crohns','ileal_crohns','diverticulosis','inflammatory_bowel','irritable_bowel','gerd','peptic_ulcer','coagulation']\n",
    "substrings_to_exclude = ['siblings','sister','mother','family','father','paternal','maternal','grandparent','self_past','gt1ya']\n",
    "inclusion_mask = digest.columns.str.contains('|'.join(substrings_to_detect))\n",
    "exclusion_mask = digest.columns.str.contains('|'.join(substrings_to_exclude))\n",
    "\n",
    "self_and_no_family_exclusion = inclusion_mask & ~exclusion_mask\n",
    "ignored_features = ~(np.insert(inclusion_mask[1:],0,False) & ~exclusion_mask)\n",
    "digest_excluded_w_self_and_no_family = digest.loc[:, self_and_no_family_exclusion]  # Selects columns based on the mask\n",
    "\n",
    "matching_indexes = digest_excluded_w_self_and_no_family[digest_excluded_w_self_and_no_family.isin(values).any(axis=1)].public_client_id.values\n",
    "digest_remaining_w_self_and_no_family_excluded = digest.loc[~digest.public_client_id.isin(matching_indexes)].drop_duplicates(subset='public_client_id')\n",
    "\n",
    "digest_remaining_w_self_and_no_family_excluded.loc[:, ignored_features]\n",
    "result = digest_remaining_w_self_and_no_family_excluded['public_client_id']\n",
    "print(len(bowel[bowel['public_client_id'].isin(result)])) #those remaining without self history of GI disease, kidney disease, or xenobiotic exclusion criteria\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "38.50574712643678"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(len(digest.public_client_id.unique()) #the total\n",
    " - \n",
    " len(digest_remaining_w_self_and_no_family_excluded.public_client_id.unique()))/len(digest.public_client_id.unique())*100 # minus the remaining divided by the total gives % of excluded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5764"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lifestyle.public_client_id.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1206"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(len(digest.public_client_id.unique()) #the total\n",
    " - \n",
    " len(digest_remaining_w_self_and_no_family_excluded.public_client_id.unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([54., 52., 48., 61., 31., 49., 30., 55., 68., 26., 34., 56., 42.,\n",
       "       65., 67., 47., 27., 25., 33., 58., 32., 35., 46., 63., 60., 38.,\n",
       "       62., 53., 29., 39., 37., 69., 41., 59., 51., 28., 40., 72., 66.,\n",
       "       50., 19., 45., 43., 79., 44., 64., 24., 57., 70., 71., 36., 23.,\n",
       "       21., 74., 75., 76., 78., 73., 77., 80., 22., 20., 87., 83., 82.,\n",
       "       81., 89., 18., 84., 88.,  9., 86.])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biodf['age'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "89.0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biodf['age'].max() # the oldest in the cohort"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/users/jajohnso/miniconda3/envs/arivale-py/lib/python3.11/site-packages/arivale_data_interface/snapshots_interface.py:271: DeprecationWarning: `assessments_health_history_new` is slated for deprecation and will be part of `assessments` with raw data will be available in `assessments_raw`\n",
      "  check_deprecation(name) # check if requested snapshot is to be deprecated\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>PC3</th>\n",
       "      <th>CRP HIGH SENSITIVITY</th>\n",
       "      <th>LDL-CHOL CALCULATION</th>\n",
       "      <th>GLYCOHEMOGLOBIN A1C</th>\n",
       "      <th>eGFR</th>\n",
       "      <th>bowel</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>BMI_CALC</th>\n",
       "      <th>assessment:health-history:mental_health_anxiety_disorder:self_current</th>\n",
       "      <th>assessment:health-history:mental_health_anxiety_disorder:self_past</th>\n",
       "      <th>assessment:health-history:mental_health_anxiety_disorder:self_past_year</th>\n",
       "      <th>assessment:health-history:mental_health_anxiety_disorder:self_past_gt1ya</th>\n",
       "      <th>assessment:health-history:mental_health_anxiety_disorder:mother</th>\n",
       "      <th>assessment:health-history:mental_health_anxiety_disorder:father</th>\n",
       "      <th>assessment:health-history:mental_health_anxiety_disorder:siblings</th>\n",
       "      <th>assessment:health-history:mental_health_anxiety_disorder:maternal</th>\n",
       "      <th>assessment:health-history:mental_health_anxiety_disorder:paternal</th>\n",
       "      <th>assessment:health-history:mental_health_anxiety_disorder:family</th>\n",
       "      <th>assessment:productivity:recent-ailments:anxiety</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01001298</td>\n",
       "      <td>0.006588</td>\n",
       "      <td>-0.002195</td>\n",
       "      <td>-0.004136</td>\n",
       "      <td>0.60</td>\n",
       "      <td>187.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>99.024207</td>\n",
       "      <td>High\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>61.0</td>\n",
       "      <td>26.622485</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01001467</td>\n",
       "      <td>-0.024357</td>\n",
       "      <td>0.065986</td>\n",
       "      <td>-0.013913</td>\n",
       "      <td>0.56</td>\n",
       "      <td>117.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>100.959522</td>\n",
       "      <td>Low\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>31.0</td>\n",
       "      <td>18.479394</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>TRUE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>TRUE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01001548</td>\n",
       "      <td>0.006395</td>\n",
       "      <td>-0.002255</td>\n",
       "      <td>-0.003103</td>\n",
       "      <td>1.40</td>\n",
       "      <td>135.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>105.411124</td>\n",
       "      <td>High\\nNormal</td>\n",
       "      <td>M</td>\n",
       "      <td>49.0</td>\n",
       "      <td>36.119222</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01001621</td>\n",
       "      <td>0.006223</td>\n",
       "      <td>-0.001662</td>\n",
       "      <td>-0.003846</td>\n",
       "      <td>1.92</td>\n",
       "      <td>114.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>69.439409</td>\n",
       "      <td>Low\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>54.0</td>\n",
       "      <td>23.294675</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FALSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01001661</td>\n",
       "      <td>-0.050232</td>\n",
       "      <td>-0.020917</td>\n",
       "      <td>-0.015837</td>\n",
       "      <td>1.08</td>\n",
       "      <td>84.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>120.947576</td>\n",
       "      <td>High\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21.031478</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2091</th>\n",
       "      <td>HX980884</td>\n",
       "      <td>0.006184</td>\n",
       "      <td>-0.001006</td>\n",
       "      <td>-0.004071</td>\n",
       "      <td>2.74</td>\n",
       "      <td>93.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>119.020348</td>\n",
       "      <td>Low\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>32.0</td>\n",
       "      <td>26.422571</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2092</th>\n",
       "      <td>HX981293</td>\n",
       "      <td>0.002623</td>\n",
       "      <td>0.004474</td>\n",
       "      <td>0.008720</td>\n",
       "      <td>3.46</td>\n",
       "      <td>126.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>107.698203</td>\n",
       "      <td>High\\nNormal</td>\n",
       "      <td>M</td>\n",
       "      <td>45.0</td>\n",
       "      <td>24.806553</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2093</th>\n",
       "      <td>ZU273983</td>\n",
       "      <td>0.006136</td>\n",
       "      <td>-0.001745</td>\n",
       "      <td>-0.005167</td>\n",
       "      <td>11.92</td>\n",
       "      <td>65.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>118.179626</td>\n",
       "      <td>Low\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>32.0</td>\n",
       "      <td>30.984144</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>TRUE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>TRUE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2094</th>\n",
       "      <td>ZU612255</td>\n",
       "      <td>-0.026077</td>\n",
       "      <td>0.087718</td>\n",
       "      <td>-0.016342</td>\n",
       "      <td>8.28</td>\n",
       "      <td>146.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>70.256126</td>\n",
       "      <td>Low\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>35.0</td>\n",
       "      <td>35.177122</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2095</th>\n",
       "      <td>ZU621944</td>\n",
       "      <td>0.002336</td>\n",
       "      <td>0.003509</td>\n",
       "      <td>0.018513</td>\n",
       "      <td>5.12</td>\n",
       "      <td>123.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>120.472213</td>\n",
       "      <td>High\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>37.0</td>\n",
       "      <td>51.577264</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>FALSE</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2096 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id       PC1       PC2       PC3  CRP HIGH SENSITIVITY  LDL-CHOL CALCULATION  GLYCOHEMOGLOBIN A1C        eGFR         bowel sex   age   BMI_CALC assessment:health-history:mental_health_anxiety_disorder:self_current assessment:health-history:mental_health_anxiety_disorder:self_past assessment:health-history:mental_health_anxiety_disorder:self_past_year assessment:health-history:mental_health_anxiety_disorder:self_past_gt1ya assessment:health-history:mental_health_anxiety_disorder:mother assessment:health-history:mental_health_anxiety_disorder:father assessment:health-history:mental_health_anxiety_disorder:siblings assessment:health-history:mental_health_anxiety_disorder:maternal assessment:health-history:mental_health_anxiety_disorder:paternal assessment:health-history:mental_health_anxiety_disorder:family assessment:productivity:recent-ailments:anxiety\n",
       "0            01001298  0.006588 -0.002195 -0.004136                  0.60                 187.0                  5.6   99.024207  High\\nNormal   F  61.0  26.622485                                              FALSE                                                                 FALSE                                                              FALSE                                                                   FALSE                                                                    FALSE                                                           FALSE                                                           FALSE                                                             FALSE                                                             FALSE                                                             FALSE                                                          NaN\n",
       "1            01001467 -0.024357  0.065986 -0.013913                  0.56                 117.0                  5.2  100.959522   Low\\nNormal   F  31.0  18.479394                                              FALSE                                                                 FALSE                                                              FALSE                                                                   FALSE                                                                     TRUE                                                           FALSE                                                           FALSE                                                             FALSE                                                             FALSE                                                              TRUE                                                          NaN\n",
       "2            01001548  0.006395 -0.002255 -0.003103                  1.40                 135.0                  5.8  105.411124  High\\nNormal   M  49.0  36.119222                                              FALSE                                                                 FALSE                                                              FALSE                                                                   FALSE                                                                    FALSE                                                           FALSE                                                           FALSE                                                             FALSE                                                             FALSE                                                             FALSE                                                          NaN\n",
       "3            01001621  0.006223 -0.001662 -0.003846                  1.92                 114.0                  5.6   69.439409   Low\\nNormal   F  54.0  23.294675                                                NaN                                                                   NaN                                                                NaN                                                                     NaN                                                                      NaN                                                             NaN                                                             NaN                                                               NaN                                                               NaN                                                               NaN                                                        FALSE\n",
       "4            01001661 -0.050232 -0.020917 -0.015837                  1.08                  84.0                  5.6  120.947576  High\\nNormal   F  30.0  21.031478                                                NaN                                                                   NaN                                                                NaN                                                                     NaN                                                                      NaN                                                             NaN                                                             NaN                                                               NaN                                                               NaN                                                               NaN                                                          NaN\n",
       "...               ...       ...       ...       ...                   ...                   ...                  ...         ...           ...  ..   ...        ...                                                ...                                                                   ...                                                                ...                                                                     ...                                                                      ...                                                             ...                                                             ...                                                               ...                                                               ...                                                               ...                                                          ...\n",
       "2091         HX980884  0.006184 -0.001006 -0.004071                  2.74                  93.0                  5.0  119.020348   Low\\nNormal   F  32.0  26.422571                                              FALSE                                                                 FALSE                                                              FALSE                                                                   FALSE                                                                    FALSE                                                           FALSE                                                           FALSE                                                             FALSE                                                             FALSE                                                             FALSE                                                          NaN\n",
       "2092         HX981293  0.002623  0.004474  0.008720                  3.46                 126.0                  5.6  107.698203  High\\nNormal   M  45.0  24.806553                                              FALSE                                                                 FALSE                                                              FALSE                                                                   FALSE                                                                    FALSE                                                           FALSE                                                           FALSE                                                             FALSE                                                             FALSE                                                             FALSE                                                          NaN\n",
       "2093         ZU273983  0.006136 -0.001745 -0.005167                 11.92                  65.0                  5.0  118.179626   Low\\nNormal   F  32.0  30.984144                                              FALSE                                                                  TRUE                                                              FALSE                                                                    TRUE                                                                    FALSE                                                           FALSE                                                           FALSE                                                             FALSE                                                             FALSE                                                             FALSE                                                          NaN\n",
       "2094         ZU612255 -0.026077  0.087718 -0.016342                  8.28                 146.0                  5.4   70.256126   Low\\nNormal   F  35.0  35.177122                                              FALSE                                                                 FALSE                                                              FALSE                                                                   FALSE                                                                    FALSE                                                           FALSE                                                           FALSE                                                             FALSE                                                             FALSE                                                             FALSE                                                          NaN\n",
       "2095         ZU621944  0.002336  0.003509  0.018513                  5.12                 123.0                  5.9  120.472213  High\\nNormal   F  37.0  51.577264                                              FALSE                                                                 FALSE                                                              FALSE                                                                   FALSE                                                                    FALSE                                                           FALSE                                                           FALSE                                                             FALSE                                                             FALSE                                                             FALSE                                                          NaN\n",
       "\n",
       "[2096 rows x 23 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get anxiety and depression subcohorts\n",
    "health_hist = adi.get_snapshot('assessments_health_history_new')\n",
    "health_hist = health_hist.drop_duplicates(subset='public_client_id')\n",
    "\n",
    "\n",
    "depression = pd.merge(lifestyle,health_hist)\n",
    "pci = depression.filter(regex='public_client_id')\n",
    "anxiety = depression.filter(regex='anxiety')\n",
    "depression = depression.filter(regex='depression')\n",
    "\n",
    "depression = pd.concat([pci, depression], axis = 1)                        \n",
    "#depression = pd.merge(stress, depression)\n",
    "depression = pd.merge(bowel, depression)\n",
    "depression = pd.merge(biodf, depression)\n",
    "depression = pd.merge(bmi, depression)\n",
    "depression = pd.merge(eGFR, depression)\n",
    "depression = pd.merge(blood, depression)\n",
    "depression = pd.merge(anc, depression)\n",
    "\n",
    "\n",
    "anxiety = pd.concat([pci, anxiety], axis = 1)                        \n",
    "#depression = pd.merge(stress, anxiety)\n",
    "anxiety = pd.merge(bmi, anxiety)\n",
    "anxiety = pd.merge(biodf, anxiety)\n",
    "anxiety = pd.merge(bowel, anxiety)\n",
    "anxiety = pd.merge(eGFR, anxiety)\n",
    "anxiety = pd.merge(blood, anxiety)\n",
    "anxiety = pd.merge(anc, anxiety)\n",
    "\n",
    "depression.bowel = depression.bowel.replace([1,2,3,4], ['Constipation','Low\\nNormal','High\\nNormal','Diarrhea'])\n",
    "anxiety.bowel = anxiety.bowel.replace([1,2,3,4], ['Constipation','Low\\nNormal','High\\nNormal','Diarrhea'])\n",
    "\n",
    "depression = depression.dropna(axis = 1, how = 'all')\n",
    "depression = depression.drop(['PC4','PC5'], axis = 1) # only keep the first three principal components of genetic ancestry\n",
    "depression.set_index('public_client_id').to_csv('depression.csv')\n",
    "depression\n",
    "#depression results\n",
    "\n",
    "\n",
    "anxiety = anxiety.dropna(axis = 1, how = 'all')\n",
    "anxiety = anxiety.drop(['PC4','PC5'], axis = 1)\n",
    "anxiety.set_index('public_client_id').to_csv('anxiety.csv')\n",
    "anxiety\n",
    "# anxiety results\n",
    "# 2096 participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>bowel</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>BMI_CALC</th>\n",
       "      <th>eGFR</th>\n",
       "      <th>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>PC3</th>\n",
       "      <th>CRP HIGH SENSITIVITY</th>\n",
       "      <th>LDL-CHOL CALCULATION</th>\n",
       "      <th>GLYCOHEMOGLOBIN A1C</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>01001467</td>\n",
       "      <td>2</td>\n",
       "      <td>F</td>\n",
       "      <td>31.0</td>\n",
       "      <td>18.479394</td>\n",
       "      <td>100.959522</td>\n",
       "      <td>-0.024357</td>\n",
       "      <td>0.065986</td>\n",
       "      <td>-0.013913</td>\n",
       "      <td>0.56</td>\n",
       "      <td>117.0</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>01001548</td>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>49.0</td>\n",
       "      <td>36.119222</td>\n",
       "      <td>105.411124</td>\n",
       "      <td>0.006395</td>\n",
       "      <td>-0.002255</td>\n",
       "      <td>-0.003103</td>\n",
       "      <td>1.40</td>\n",
       "      <td>135.0</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>01001621</td>\n",
       "      <td>2</td>\n",
       "      <td>F</td>\n",
       "      <td>54.0</td>\n",
       "      <td>23.294675</td>\n",
       "      <td>69.439409</td>\n",
       "      <td>0.006223</td>\n",
       "      <td>-0.001662</td>\n",
       "      <td>-0.003846</td>\n",
       "      <td>1.92</td>\n",
       "      <td>114.0</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2592</th>\n",
       "      <td>01001661</td>\n",
       "      <td>3</td>\n",
       "      <td>F</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21.031478</td>\n",
       "      <td>120.947576</td>\n",
       "      <td>-0.050232</td>\n",
       "      <td>-0.020917</td>\n",
       "      <td>-0.015837</td>\n",
       "      <td>1.08</td>\n",
       "      <td>84.0</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>01002192</td>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.711020</td>\n",
       "      <td>125.172870</td>\n",
       "      <td>0.007168</td>\n",
       "      <td>-0.002011</td>\n",
       "      <td>-0.004636</td>\n",
       "      <td>1.68</td>\n",
       "      <td>132.0</td>\n",
       "      <td>4.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>HX927178</td>\n",
       "      <td>2</td>\n",
       "      <td>F</td>\n",
       "      <td>34.0</td>\n",
       "      <td>22.676409</td>\n",
       "      <td>103.744093</td>\n",
       "      <td>0.003632</td>\n",
       "      <td>0.003475</td>\n",
       "      <td>0.008164</td>\n",
       "      <td>8.51</td>\n",
       "      <td>133.0</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>HX980884</td>\n",
       "      <td>2</td>\n",
       "      <td>F</td>\n",
       "      <td>32.0</td>\n",
       "      <td>26.422571</td>\n",
       "      <td>119.020348</td>\n",
       "      <td>0.006184</td>\n",
       "      <td>-0.001006</td>\n",
       "      <td>-0.004071</td>\n",
       "      <td>2.74</td>\n",
       "      <td>93.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>HX981293</td>\n",
       "      <td>3</td>\n",
       "      <td>M</td>\n",
       "      <td>45.0</td>\n",
       "      <td>24.806553</td>\n",
       "      <td>107.698203</td>\n",
       "      <td>0.002623</td>\n",
       "      <td>0.004474</td>\n",
       "      <td>0.008720</td>\n",
       "      <td>3.46</td>\n",
       "      <td>126.0</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1494</th>\n",
       "      <td>ZU273983</td>\n",
       "      <td>2</td>\n",
       "      <td>F</td>\n",
       "      <td>32.0</td>\n",
       "      <td>30.984144</td>\n",
       "      <td>118.179626</td>\n",
       "      <td>0.006136</td>\n",
       "      <td>-0.001745</td>\n",
       "      <td>-0.005167</td>\n",
       "      <td>11.92</td>\n",
       "      <td>65.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1946</th>\n",
       "      <td>ZU621944</td>\n",
       "      <td>3</td>\n",
       "      <td>F</td>\n",
       "      <td>37.0</td>\n",
       "      <td>51.577264</td>\n",
       "      <td>120.472213</td>\n",
       "      <td>0.002336</td>\n",
       "      <td>0.003509</td>\n",
       "      <td>0.018513</td>\n",
       "      <td>5.12</td>\n",
       "      <td>123.0</td>\n",
       "      <td>5.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1425 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id  bowel sex   age   BMI_CALC        eGFR       PC1       PC2       PC3  CRP HIGH SENSITIVITY  LDL-CHOL CALCULATION  GLYCOHEMOGLOBIN A1C\n",
       "965          01001467      2   F  31.0  18.479394  100.959522 -0.024357  0.065986 -0.013913                  0.56                 117.0                  5.2\n",
       "1937         01001548      3   M  49.0  36.119222  105.411124  0.006395 -0.002255 -0.003103                  1.40                 135.0                  5.8\n",
       "966          01001621      2   F  54.0  23.294675   69.439409  0.006223 -0.001662 -0.003846                  1.92                 114.0                  5.6\n",
       "2592         01001661      3   F  30.0  21.031478  120.947576 -0.050232 -0.020917 -0.015837                  1.08                  84.0                  5.6\n",
       "968          01002192      3   M  26.0  32.711020  125.172870  0.007168 -0.002011 -0.004636                  1.68                 132.0                  4.9\n",
       "...               ...    ...  ..   ...        ...         ...       ...       ...       ...                   ...                   ...                  ...\n",
       "943          HX927178      2   F  34.0  22.676409  103.744093  0.003632  0.003475  0.008164                  8.51                 133.0                  5.2\n",
       "18           HX980884      2   F  32.0  26.422571  119.020348  0.006184 -0.001006 -0.004071                  2.74                  93.0                  5.0\n",
       "17           HX981293      3   M  45.0  24.806553  107.698203  0.002623  0.004474  0.008720                  3.46                 126.0                  5.6\n",
       "1494         ZU273983      2   F  32.0  30.984144  118.179626  0.006136 -0.001745 -0.005167                 11.92                  65.0                  5.0\n",
       "1946         ZU621944      3   F  37.0  51.577264  120.472213  0.002336  0.003509  0.018513                  5.12                 123.0                  5.9\n",
       "\n",
       "[1425 rows x 12 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# you can comment and uncomment the lines below to merge and create the overall dataframe from the metabolomics, proteomics, or gut microbiome snapshots:\n",
    "output_df = pd.merge(bowel,biodf, on =['public_client_id'])\n",
    "output_df = pd.merge(output_df, bmi, on=['public_client_id'])\n",
    "output_df = pd.merge(output_df, eGFR, on=['public_client_id'])\n",
    "output_df = pd.merge(output_df, anc, on=['public_client_id'])\n",
    "#output_df = pd.merge(output_df, meds)\n",
    "output_df = pd.merge(output_df, blood, on=['public_client_id'])\n",
    "#output_df = pd.merge(output_df, rawmet, on=['public_client_id'])\n",
    "#output_df = pd.merge(output_df,dash)\n",
    "#output_df = pd.merge(output_df,taxa)\n",
    "output_df = output_df.sort_values('public_client_id',ascending=True)\n",
    "output_df = output_df.drop(['PC4','PC5'], axis = 1)\n",
    "larger_cohort = output_df\n",
    "nonPTR_df = output_df[output_df['public_client_id'].isin(result)]\n",
    "nonfiltered_cohort = output_df\n",
    "nonPTR_df = nonPTR_df.dropna()\n",
    "nonPTR_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>public_client_id</th>\n",
       "      <th>bowel</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>BMI_CALC</th>\n",
       "      <th>eGFR</th>\n",
       "      <th>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>PC3</th>\n",
       "      <th>CRP HIGH SENSITIVITY</th>\n",
       "      <th>LDL-CHOL CALCULATION</th>\n",
       "      <th>GLYCOHEMOGLOBIN A1C</th>\n",
       "      <th>days_in_program</th>\n",
       "      <th>days_since_first_call</th>\n",
       "      <th>days_since_first_draw</th>\n",
       "      <th>month</th>\n",
       "      <th>weekday</th>\n",
       "      <th>season</th>\n",
       "      <th>ab_pain</th>\n",
       "      <th>assessment:digestion:acid_reflux:enum</th>\n",
       "      <th>assessment:digestion:bloating:enum</th>\n",
       "      <th>assessment:digestion:bowel-movement-completion:enum</th>\n",
       "      <th>bowel_ease</th>\n",
       "      <th>assessment:digestion:bowel-movements:enum</th>\n",
       "      <th>assessment:digestion:diarrhea:enum</th>\n",
       "      <th>assessment:digestion:gas:enum</th>\n",
       "      <th>assessment:digestion:high-appetite:enum</th>\n",
       "      <th>laxatives</th>\n",
       "      <th>assessment:digestion:medications:enum</th>\n",
       "      <th>assessment:digestion:nausea:enum</th>\n",
       "      <th>assessment:digestion:poor_or_lack_of_appetite:enum</th>\n",
       "      <th>assessment:digestion:stress-eating:enum</th>\n",
       "      <th>assessment:digestion:supplements:enum</th>\n",
       "      <th>assessment:digestion:vomiting:enum</th>\n",
       "      <th>assessment:lifestyle:achohol_type:enum</th>\n",
       "      <th>assessment:lifestyle:alcohol_days_a_week:enum</th>\n",
       "      <th>assessment:lifestyle:breakfast:enum</th>\n",
       "      <th>assessment:lifestyle:cruciferous_vegetables:enum</th>\n",
       "      <th>assessment:lifestyle:snack:enum</th>\n",
       "      <th>daily_fruit</th>\n",
       "      <th>assessment:lifestyle:vegetables:enum</th>\n",
       "      <th>assessment:lifestyle:sugary_drinks:enum</th>\n",
       "      <th>assessment:lifestyle:water:enum</th>\n",
       "      <th>assessment:lifestyle:alcohol_drinks_a_day:enum</th>\n",
       "      <th>assessment:lifestyle:diet:enum</th>\n",
       "      <th>assessment:lifestyle:grains:enum</th>\n",
       "      <th>assessment:satisfaction::enum</th>\n",
       "      <th>assessment:satisfaction:cheerful_effect:enum</th>\n",
       "      <th>assessment:satisfaction:dislike_way_i_am:enum</th>\n",
       "      <th>assessment:satisfaction:find_beauty:enum</th>\n",
       "      <th>assessment:satisfaction:find_time:enum</th>\n",
       "      <th>assessment:satisfaction:fun_with_people:enum</th>\n",
       "      <th>assessment:satisfaction:gap:enum</th>\n",
       "      <th>assessment:satisfaction:good_influence:enum</th>\n",
       "      <th>assessment:satisfaction:have_energy:enum</th>\n",
       "      <th>assessment:satisfaction:intense_interest_in_others:enum</th>\n",
       "      <th>assessment:satisfaction:involved:enum</th>\n",
       "      <th>assessment:satisfaction:joy_and_elation:enum</th>\n",
       "      <th>assessment:satisfaction:laugh_a_lot:enum</th>\n",
       "      <th>assessment:satisfaction:life_is_good:enum</th>\n",
       "      <th>assessment:satisfaction:life_is_rewarding:enum</th>\n",
       "      <th>assessment:satisfaction:make_decisions:enum</th>\n",
       "      <th>assessment:satisfaction:mentally_alert:enum</th>\n",
       "      <th>assessment:satisfaction:most_things_amusing:enum</th>\n",
       "      <th>assessment:satisfaction:no_happy_memories:enum</th>\n",
       "      <th>assessment:satisfaction:not_attractive:enum</th>\n",
       "      <th>assessment:satisfaction:not_healthy:enum</th>\n",
       "      <th>assessment:satisfaction:not_in_control:enum</th>\n",
       "      <th>assessment:satisfaction:not_optimistic:enum</th>\n",
       "      <th>assessment:satisfaction:purpose:enum</th>\n",
       "      <th>assessment:satisfaction:rarely_rested:enum</th>\n",
       "      <th>assessment:satisfaction:take_on_anything:enum</th>\n",
       "      <th>assessment:satisfaction:very_happy:enum</th>\n",
       "      <th>assessment:satisfaction:well_satisfied:enum</th>\n",
       "      <th>assessment:satisfaction:world_is_a_bad_place:enum</th>\n",
       "      <th>assessment:joyful-moments:feel_empowered:enum</th>\n",
       "      <th>assessment:joyful-moments:feel_lost_control:enum</th>\n",
       "      <th>assessment:joyful-moments:feel_rundown:enum</th>\n",
       "      <th>assessment:joyful-moments:healthy_life:enum</th>\n",
       "      <th>assessment:joyful-moments:lose_focus:enum</th>\n",
       "      <th>assessment:joyful-moments:right_track:enum</th>\n",
       "      <th>assessment:joyful-moments:satisfied:enum</th>\n",
       "      <th>assessment:lifestyle:childer:enum</th>\n",
       "      <th>assessment:lifestyle:grandchildren:enum</th>\n",
       "      <th>assessment:lifestyle:live_with:enum</th>\n",
       "      <th>exercise</th>\n",
       "      <th>assessment:lifestyle:moderate_activity_duration:enum</th>\n",
       "      <th>assessment:lifestyle:relationship_status:enum</th>\n",
       "      <th>assessment:lifestyle:time_seated:enum</th>\n",
       "      <th>assessment:lifestyle:vigorous_activity:enum</th>\n",
       "      <th>assessment:lifestyle:vigorous_activity_duration:enum</th>\n",
       "      <th>assessment:personality-result:agreeableness</th>\n",
       "      <th>assessment:personality-result:conscientiousness</th>\n",
       "      <th>assessment:personality-result:extraversion</th>\n",
       "      <th>assessment:personality-result:neuroticism</th>\n",
       "      <th>assessment:personality-result:openness</th>\n",
       "      <th>stress</th>\n",
       "      <th>assessment:satisfaction-result:happiness</th>\n",
       "      <th>assessment:personality:attention_to_detail:enum</th>\n",
       "      <th>assessment:personality:background:enum</th>\n",
       "      <th>assessment:personality:bad_imagination:enum</th>\n",
       "      <th>assessment:personality:center_of_attention:enum</th>\n",
       "      <th>assessment:personality:change_mood:enum</th>\n",
       "      <th>assessment:personality:comfortable_with_people:enum</th>\n",
       "      <th>assessment:personality:difficult_words:enum</th>\n",
       "      <th>assessment:personality:difficulty_abstract_ideas:enum</th>\n",
       "      <th>assessment:personality:disinterest_abstract_ideas:enum</th>\n",
       "      <th>assessment:personality:disinterest_peoples_problems:enum</th>\n",
       "      <th>assessment:personality:dislike_attention:enum</th>\n",
       "      <th>assessment:personality:do_chores:enum</th>\n",
       "      <th>assessment:personality:do_not_talk:enum</th>\n",
       "      <th>assessment:personality:easily_disturbed:enum</th>\n",
       "      <th>assessment:personality:exacting_at_work:enum</th>\n",
       "      <th>assessment:personality:excellent_ideas:enum</th>\n",
       "      <th>assessment:personality:feel_others_emotions:enum</th>\n",
       "      <th>assessment:personality:follow_schedule:enum</th>\n",
       "      <th>assessment:personality:forget_to_put_things_in_proper_place:enum</th>\n",
       "      <th>assessment:personality:full_of_ideas:enum</th>\n",
       "      <th>assessment:personality:insult_people:enum</th>\n",
       "      <th>assessment:personality:interest_in_people:enum</th>\n",
       "      <th>assessment:personality:irritated_easily:enum</th>\n",
       "      <th>assessment:personality:leave_belongings_around:enum</th>\n",
       "      <th>assessment:personality:life_of_party:enum</th>\n",
       "      <th>assessment:personality:little_concern_for_others:enum</th>\n",
       "      <th>assessment:personality:little_to_say:enum</th>\n",
       "      <th>assessment:personality:mess:enum</th>\n",
       "      <th>assessment:personality:mood_swings:enum</th>\n",
       "      <th>assessment:personality:not_interested_in_others:enum</th>\n",
       "      <th>assessment:personality:often_blue:enum</th>\n",
       "      <th>assessment:personality:order:enum</th>\n",
       "      <th>assessment:personality:prepared:enum</th>\n",
       "      <th>assessment:personality:put_others_at_ease:enum</th>\n",
       "      <th>assessment:personality:quick_to_understand:enum</th>\n",
       "      <th>assessment:personality:quiet_around_strangers:enum</th>\n",
       "      <th>assessment:personality:relaxed:enum</th>\n",
       "      <th>assessment:personality:rich_vocab:enum</th>\n",
       "      <th>assessment:personality:seldom_blue:enum</th>\n",
       "      <th>assessment:personality:shirk_duties:enum</th>\n",
       "      <th>assessment:personality:soft_heart:enum</th>\n",
       "      <th>assessment:personality:start_conversations:enum</th>\n",
       "      <th>assessment:personality:stressed_easily:enum</th>\n",
       "      <th>assessment:personality:sympathize:enum</th>\n",
       "      <th>assessment:personality:talk_to_many_parties:enum</th>\n",
       "      <th>assessment:personality:time_for_others:enum</th>\n",
       "      <th>assessment:personality:time_reflecting:enum</th>\n",
       "      <th>assessment:personality:upset_easily:enum</th>\n",
       "      <th>assessment:personality:vivid_imagination:enum</th>\n",
       "      <th>assessment:personality:worry:enum</th>\n",
       "      <th>assessment:lifestyle:avg_stress:enum</th>\n",
       "      <th>assessment:pss-four-item:handle_problems:enum</th>\n",
       "      <th>assessment:pss-four-item:insurmountable:enum</th>\n",
       "      <th>assessment:pss-four-item:out_of_control:enum</th>\n",
       "      <th>pss_1</th>\n",
       "      <th>pss_2</th>\n",
       "      <th>pss_3</th>\n",
       "      <th>pss_4</th>\n",
       "      <th>pss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01001467</td>\n",
       "      <td>Low\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>31.0</td>\n",
       "      <td>18.479394</td>\n",
       "      <td>100.959522</td>\n",
       "      <td>-0.024357</td>\n",
       "      <td>0.065986</td>\n",
       "      <td>-0.013913</td>\n",
       "      <td>0.56</td>\n",
       "      <td>117.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>-15.0</td>\n",
       "      <td>May</td>\n",
       "      <td>Tue</td>\n",
       "      <td>spring</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(3) Most of the time</td>\n",
       "      <td>(3) Easy to pass</td>\n",
       "      <td>(2) 3-6 times per week</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(3) No</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(1) Regularly (daily or several times per week)</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(3) Liquor</td>\n",
       "      <td>NaN</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(3) Once per month</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(1) 1</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(1) Less than 3 cups per day</td>\n",
       "      <td>(2) 3-4 drinks</td>\n",
       "      <td>(0) No special diet</td>\n",
       "      <td>(2) 3-4</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(2) Spouse/partner</td>\n",
       "      <td>(0) At least 7 times per week</td>\n",
       "      <td>(3) 30 min</td>\n",
       "      <td>(1) Partnered</td>\n",
       "      <td>(1) Much of the time (work, 8 hours)</td>\n",
       "      <td>(2) At least 3 times a week</td>\n",
       "      <td>(4) 45 min</td>\n",
       "      <td>34.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.310345</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(3) 4</td>\n",
       "      <td>(1) Fairly Often</td>\n",
       "      <td>(1) Almost Never</td>\n",
       "      <td>(2) Sometimes</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01001548</td>\n",
       "      <td>High\\nNormal</td>\n",
       "      <td>M</td>\n",
       "      <td>49.0</td>\n",
       "      <td>36.119222</td>\n",
       "      <td>105.411124</td>\n",
       "      <td>0.006395</td>\n",
       "      <td>-0.002255</td>\n",
       "      <td>-0.003103</td>\n",
       "      <td>1.40</td>\n",
       "      <td>135.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>Oct</td>\n",
       "      <td>Fri</td>\n",
       "      <td>fall</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(3) Most of the time</td>\n",
       "      <td>(3) Easy to pass</td>\n",
       "      <td>(3) 1-3 times daily</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(2) Occasionally (once a week or less)</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(3) No</td>\n",
       "      <td>(2) Several times per week</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(1) Beer</td>\n",
       "      <td>(2) 3-4 days</td>\n",
       "      <td>(2) Once per week</td>\n",
       "      <td>(1) 3-4 times per week</td>\n",
       "      <td>(1) 3-4 times per week</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(1) 1</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(1) Less than 3 cups per day</td>\n",
       "      <td>(2) 3-4 drinks</td>\n",
       "      <td>(0) No special diet</td>\n",
       "      <td>(2) 3-4</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(1) Strongly Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(3) Slightly Agree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(3) Slightly Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(2) Two</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(3) Spouse/partner and Children</td>\n",
       "      <td>(2) At least 3 times a week</td>\n",
       "      <td>(3) 30 min</td>\n",
       "      <td>(2) Married</td>\n",
       "      <td>(1) Much of the time (work, 8 hours)</td>\n",
       "      <td>(2) At least 3 times a week</td>\n",
       "      <td>(6) More than 60 min</td>\n",
       "      <td>36.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.413793</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(6) 7</td>\n",
       "      <td>(1) Fairly Often</td>\n",
       "      <td>(1) Almost Never</td>\n",
       "      <td>(1) Almost Never</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01001621</td>\n",
       "      <td>Low\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>54.0</td>\n",
       "      <td>23.294675</td>\n",
       "      <td>69.439409</td>\n",
       "      <td>0.006223</td>\n",
       "      <td>-0.001662</td>\n",
       "      <td>-0.003846</td>\n",
       "      <td>1.92</td>\n",
       "      <td>114.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-42.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>Jul</td>\n",
       "      <td>Thu</td>\n",
       "      <td>summer</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Less than weekly</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(3) Most of the time</td>\n",
       "      <td>(3) Easy to pass</td>\n",
       "      <td>(2) 3-6 times per week</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(2) Occasionally (once a week or less)</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(3) No</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(0) No preference</td>\n",
       "      <td>(1) 1-2 days</td>\n",
       "      <td>(2) Once per week</td>\n",
       "      <td>(1) 3-4 times per week</td>\n",
       "      <td>(1) 3-4 times per week</td>\n",
       "      <td>(2) 2-3</td>\n",
       "      <td>(2) 2-3</td>\n",
       "      <td>(3) 4-5</td>\n",
       "      <td>(0) I don’t usually drink water</td>\n",
       "      <td>(0) I do not drink</td>\n",
       "      <td>(0) No special diet</td>\n",
       "      <td>(2) 3-4</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Three</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(5) Children but no spouse/partner</td>\n",
       "      <td>(1) At least 5 times a week</td>\n",
       "      <td>(2) 20 min</td>\n",
       "      <td>(0) Single</td>\n",
       "      <td>(1) Much of the time (work, 8 hours)</td>\n",
       "      <td>(1) At least 5 times a week</td>\n",
       "      <td>(4) 45 min</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.448276</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(3) 4</td>\n",
       "      <td>(0) Very Often</td>\n",
       "      <td>(1) Almost Never</td>\n",
       "      <td>(3) Fairly Often</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01001661</td>\n",
       "      <td>High\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21.031478</td>\n",
       "      <td>120.947576</td>\n",
       "      <td>-0.050232</td>\n",
       "      <td>-0.020917</td>\n",
       "      <td>-0.015837</td>\n",
       "      <td>1.08</td>\n",
       "      <td>84.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>-16.0</td>\n",
       "      <td>May</td>\n",
       "      <td>Wed</td>\n",
       "      <td>spring</td>\n",
       "      <td>(3) Less than weekly</td>\n",
       "      <td>(3) Less than weekly</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(3) Most of the time</td>\n",
       "      <td>(3) Easy to pass</td>\n",
       "      <td>(3) 1-3 times daily</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(1) Regularly (daily or several times per week)</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(3) Occasionally (once a week or less)</td>\n",
       "      <td>(2) Occasionally (once a week or less)</td>\n",
       "      <td>(1) Daily</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(2) Wine</td>\n",
       "      <td>(1) 1-2 days</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(2) Once per week</td>\n",
       "      <td>(1) 3-4 times per week</td>\n",
       "      <td>(1) 1</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(2) 4-5 cups per day</td>\n",
       "      <td>(1) 1-2 drinks</td>\n",
       "      <td>(0) No special diet</td>\n",
       "      <td>(1) 1-2</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(1) Strongly Disagree</td>\n",
       "      <td>(3) Slightly Agree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(1) Strongly Disagree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(1) Strongly Disagree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(1) Strongly Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(2) Spouse/partner</td>\n",
       "      <td>(1) At least 5 times a week</td>\n",
       "      <td>(2) 20 min</td>\n",
       "      <td>(2) Married</td>\n",
       "      <td>(0) Most of the time (work plus relaxing, 12 h...</td>\n",
       "      <td>(3) 1-2 times per week</td>\n",
       "      <td>(3) 30 min</td>\n",
       "      <td>42.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.344828</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(1) Strongly agree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(1) Strongly agree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(1) Strongly agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(9) 10</td>\n",
       "      <td>(2) Sometimes</td>\n",
       "      <td>(4) Very Often</td>\n",
       "      <td>(4) Very Often</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01002192</td>\n",
       "      <td>High\\nNormal</td>\n",
       "      <td>M</td>\n",
       "      <td>26.0</td>\n",
       "      <td>32.711020</td>\n",
       "      <td>125.172870</td>\n",
       "      <td>0.007168</td>\n",
       "      <td>-0.002011</td>\n",
       "      <td>-0.004636</td>\n",
       "      <td>1.68</td>\n",
       "      <td>132.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-29.0</td>\n",
       "      <td>Oct</td>\n",
       "      <td>Thu</td>\n",
       "      <td>fall</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Less than weekly</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(3) Most of the time</td>\n",
       "      <td>(2) Sometimes difficult</td>\n",
       "      <td>(3) 1-3 times daily</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(2) Several times per week</td>\n",
       "      <td>(1) Regularly (daily or several times per week)</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(1) Regularly (daily or several times per week)</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(3) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(3) Liquor</td>\n",
       "      <td>(1) 1-2 days</td>\n",
       "      <td>(1) 3-4 times per week</td>\n",
       "      <td>(2) Once per week</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(2) 2-3</td>\n",
       "      <td>(2) 2-3</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(2) 4-5 cups per day</td>\n",
       "      <td>(1) 1-2 drinks</td>\n",
       "      <td>(0) No special diet</td>\n",
       "      <td>(1) 1-2</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(3) Slightly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(3) Slightly Agree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(3) Slightly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(3) Slightly Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(2) Spouse/partner</td>\n",
       "      <td>(0) At least 7 times per week</td>\n",
       "      <td>(6) More than 60 min</td>\n",
       "      <td>(1) Partnered</td>\n",
       "      <td>(2) Sometimes (less than 8 hours)</td>\n",
       "      <td>(2) At least 3 times a week</td>\n",
       "      <td>(5) 60 min</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.379310</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(1) 2</td>\n",
       "      <td>(0) Very Often</td>\n",
       "      <td>(1) Almost Never</td>\n",
       "      <td>(1) Almost Never</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1755</th>\n",
       "      <td>HX927178</td>\n",
       "      <td>Low\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>34.0</td>\n",
       "      <td>22.676409</td>\n",
       "      <td>103.744093</td>\n",
       "      <td>0.003632</td>\n",
       "      <td>0.003475</td>\n",
       "      <td>0.008164</td>\n",
       "      <td>8.51</td>\n",
       "      <td>133.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>Apr</td>\n",
       "      <td>Tue</td>\n",
       "      <td>spring</td>\n",
       "      <td>(3) Less than weekly</td>\n",
       "      <td>(2) More than 1 time per week</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(3) Most of the time</td>\n",
       "      <td>(3) Easy to pass</td>\n",
       "      <td>(2) 3-6 times per week</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(1) Regularly (daily or several times per week)</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(2) Occasionally (once a week or less)</td>\n",
       "      <td>(2) Several times per week</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(1) Beer</td>\n",
       "      <td>(1) 1-2 days</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(2) Once per week</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(1) 1</td>\n",
       "      <td>(1) 1</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(1) Less than 3 cups per day</td>\n",
       "      <td>(3) 5-6 drinks</td>\n",
       "      <td>(0) No special diet</td>\n",
       "      <td>(1) 1-2</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(1) Strongly Disagree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(3) Slightly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(3) Slightly Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(3) Slightly Agree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(2) Spouse/partner</td>\n",
       "      <td>(4) Less than once per week</td>\n",
       "      <td>(3) 30 min</td>\n",
       "      <td>(2) Married</td>\n",
       "      <td>(0) Most of the time (work plus relaxing, 12 h...</td>\n",
       "      <td>(5) Rarely or never</td>\n",
       "      <td>(3) 30 min</td>\n",
       "      <td>41.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.862069</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(1) Strongly agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(7) 8</td>\n",
       "      <td>(2) Sometimes</td>\n",
       "      <td>(2) Sometimes</td>\n",
       "      <td>(4) Very Often</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1756</th>\n",
       "      <td>HX980884</td>\n",
       "      <td>Low\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>32.0</td>\n",
       "      <td>26.422571</td>\n",
       "      <td>119.020348</td>\n",
       "      <td>0.006184</td>\n",
       "      <td>-0.001006</td>\n",
       "      <td>-0.004071</td>\n",
       "      <td>2.74</td>\n",
       "      <td>93.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>Oct</td>\n",
       "      <td>Tue</td>\n",
       "      <td>fall</td>\n",
       "      <td>(2) More than 1 time per week</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(1) Daily</td>\n",
       "      <td>(2) Sometimes</td>\n",
       "      <td>(2) Sometimes difficult</td>\n",
       "      <td>(2) 3-6 times per week</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(1) Regularly (daily or several times per week)</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(1) Regularly (daily or several times per week)</td>\n",
       "      <td>(2) Several times per week</td>\n",
       "      <td>(2) Several times per week</td>\n",
       "      <td>(3) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(2) Wine</td>\n",
       "      <td>(4) I drink alcohol daily</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(1) 3-4 times per week</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(1) 1</td>\n",
       "      <td>(2) 2-3</td>\n",
       "      <td>(2) 2-3</td>\n",
       "      <td>(3) 6-8 cups per day</td>\n",
       "      <td>(2) 3-4 drinks</td>\n",
       "      <td>(0) No special diet</td>\n",
       "      <td>(1) 1-2</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(1) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(1) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(2) Two</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(3) Spouse/partner and Children</td>\n",
       "      <td>(0) At least 7 times per week</td>\n",
       "      <td>(5) 60 min</td>\n",
       "      <td>(2) Married</td>\n",
       "      <td>(3) Almost never (less than one hour)</td>\n",
       "      <td>(1) At least 5 times a week</td>\n",
       "      <td>(4) 45 min</td>\n",
       "      <td>42.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.517241</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(1) Strongly agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(1) Strongly agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(7) 8</td>\n",
       "      <td>(2) Sometimes</td>\n",
       "      <td>(2) Sometimes</td>\n",
       "      <td>(3) Fairly Often</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1757</th>\n",
       "      <td>HX981293</td>\n",
       "      <td>High\\nNormal</td>\n",
       "      <td>M</td>\n",
       "      <td>45.0</td>\n",
       "      <td>24.806553</td>\n",
       "      <td>107.698203</td>\n",
       "      <td>0.002623</td>\n",
       "      <td>0.004474</td>\n",
       "      <td>0.008720</td>\n",
       "      <td>3.46</td>\n",
       "      <td>126.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>Dec</td>\n",
       "      <td>Sat</td>\n",
       "      <td>winter</td>\n",
       "      <td>(3) Less than weekly</td>\n",
       "      <td>(3) Less than weekly</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(3) Most of the time</td>\n",
       "      <td>(3) Easy to pass</td>\n",
       "      <td>(3) 1-3 times daily</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(2) Occasionally (once a week or less)</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(4) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(3) No</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(2) Wine</td>\n",
       "      <td>(4) I drink alcohol daily</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(2) Once per week</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(1) 1</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(1) Less than 3 cups per day</td>\n",
       "      <td>(1) 1-2 drinks</td>\n",
       "      <td>(0) No special diet</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(1) Strongly disagree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(3) Three</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(3) Spouse/partner and Children</td>\n",
       "      <td>(3) 1-2 times per week</td>\n",
       "      <td>(3) 30 min</td>\n",
       "      <td>(2) Married</td>\n",
       "      <td>(2) Sometimes (less than 8 hours)</td>\n",
       "      <td>(1) At least 5 times a week</td>\n",
       "      <td>(2) 20 min</td>\n",
       "      <td>47.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.793103</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(5) 6</td>\n",
       "      <td>(0) Very Often</td>\n",
       "      <td>(1) Almost Never</td>\n",
       "      <td>(1) Almost Never</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1758</th>\n",
       "      <td>ZU273983</td>\n",
       "      <td>Low\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>32.0</td>\n",
       "      <td>30.984144</td>\n",
       "      <td>118.179626</td>\n",
       "      <td>0.006136</td>\n",
       "      <td>-0.001745</td>\n",
       "      <td>-0.005167</td>\n",
       "      <td>11.92</td>\n",
       "      <td>65.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>279.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Dec</td>\n",
       "      <td>Thu</td>\n",
       "      <td>winter</td>\n",
       "      <td>(3) Less than weekly</td>\n",
       "      <td>(3) Less than weekly</td>\n",
       "      <td>(2) Several times per week</td>\n",
       "      <td>(3) Most of the time</td>\n",
       "      <td>(2) Sometimes difficult</td>\n",
       "      <td>(2) 3-6 times per week</td>\n",
       "      <td>(4) Infrequently or not at all</td>\n",
       "      <td>(2) Several times per week</td>\n",
       "      <td>(2) Occasionally (once a week or less)</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(2) Occasionally (once a week or less)</td>\n",
       "      <td>(2) Several times per week</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(3) Liquor</td>\n",
       "      <td>NaN</td>\n",
       "      <td>(2) Once per week</td>\n",
       "      <td>(1) 3-4 times per week</td>\n",
       "      <td>(0) Daily</td>\n",
       "      <td>(0) Zero/less than 1 per day</td>\n",
       "      <td>(1) 1</td>\n",
       "      <td>(2) 2-3</td>\n",
       "      <td>(1) Less than 3 cups per day</td>\n",
       "      <td>(1) 1-2 drinks</td>\n",
       "      <td>(8) Other</td>\n",
       "      <td>(2) 3-4</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(2) Moderately Disagree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(1) Strongly Disagree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Four or more</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(3) Spouse/partner and Children</td>\n",
       "      <td>(3) 1-2 times per week</td>\n",
       "      <td>(2) 20 min</td>\n",
       "      <td>(2) Married</td>\n",
       "      <td>(2) Sometimes (less than 8 hours)</td>\n",
       "      <td>(5) Rarely or never</td>\n",
       "      <td>(2) 20 min</td>\n",
       "      <td>48.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.655172</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(7) 8</td>\n",
       "      <td>(2) Sometimes</td>\n",
       "      <td>(2) Sometimes</td>\n",
       "      <td>(3) Fairly Often</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1759</th>\n",
       "      <td>ZU621944</td>\n",
       "      <td>High\\nNormal</td>\n",
       "      <td>F</td>\n",
       "      <td>37.0</td>\n",
       "      <td>51.577264</td>\n",
       "      <td>120.472213</td>\n",
       "      <td>0.002336</td>\n",
       "      <td>0.003509</td>\n",
       "      <td>0.018513</td>\n",
       "      <td>5.12</td>\n",
       "      <td>123.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>4.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>Apr</td>\n",
       "      <td>Tue</td>\n",
       "      <td>spring</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(3) Less than weekly</td>\n",
       "      <td>(2) Several times per week</td>\n",
       "      <td>(2) Sometimes</td>\n",
       "      <td>(3) Easy to pass</td>\n",
       "      <td>(3) 1-3 times daily</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(1) Regularly (daily or several times per week)</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Not at all</td>\n",
       "      <td>(4) Infrequently or not at all (less than mont...</td>\n",
       "      <td>(2) Occasionally (once a week or less)</td>\n",
       "      <td>(2) Several times per week</td>\n",
       "      <td>(3) Once per week or less</td>\n",
       "      <td>(3) Infrequently or not at all (less than mont...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>(0) I do not drink</td>\n",
       "      <td>(1) 3-4 times per week</td>\n",
       "      <td>(2) Once per week</td>\n",
       "      <td>(1) 3-4 times per week</td>\n",
       "      <td>(2) 2-3</td>\n",
       "      <td>(2) 2-3</td>\n",
       "      <td>(1) 1</td>\n",
       "      <td>(1) Less than 3 cups per day</td>\n",
       "      <td>(1) 1-2 drinks</td>\n",
       "      <td>(1) Vegetarian</td>\n",
       "      <td>(1) 1-2</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(6) Strongly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(4) Slightly Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(5) Moderately Disagree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(1) Strongly Agree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(6) Strongly Disagree</td>\n",
       "      <td>(2) Moderately Agree</td>\n",
       "      <td>(5) Moderately Agree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(3) Slightly Disagree</td>\n",
       "      <td>(4) Slightly Disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither Disagree Nor Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(0) None</td>\n",
       "      <td>(2) Spouse/partner</td>\n",
       "      <td>(3) 1-2 times per week</td>\n",
       "      <td>(4) 45 min</td>\n",
       "      <td>(2) Married</td>\n",
       "      <td>(1) Much of the time (work, 8 hours)</td>\n",
       "      <td>(4) Less than once per week</td>\n",
       "      <td>(5) 60 min</td>\n",
       "      <td>46.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.379310</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(2) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(4) Disagree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly disagree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(4) Agree</td>\n",
       "      <td>(3) Neither disagree nor agree</td>\n",
       "      <td>(5) Strongly agree</td>\n",
       "      <td>(2) Agree</td>\n",
       "      <td>(3) 4</td>\n",
       "      <td>(1) Fairly Often</td>\n",
       "      <td>(1) Almost Never</td>\n",
       "      <td>(1) Almost Never</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1420 rows × 157 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     public_client_id         bowel sex   age   BMI_CALC        eGFR       PC1       PC2       PC3  CRP HIGH SENSITIVITY  LDL-CHOL CALCULATION  GLYCOHEMOGLOBIN A1C  days_in_program  days_since_first_call  days_since_first_draw month weekday  season                        ab_pain assessment:digestion:acid_reflux:enum assessment:digestion:bloating:enum assessment:digestion:bowel-movement-completion:enum               bowel_ease assessment:digestion:bowel-movements:enum assessment:digestion:diarrhea:enum   assessment:digestion:gas:enum          assessment:digestion:high-appetite:enum       laxatives assessment:digestion:medications:enum                   assessment:digestion:nausea:enum assessment:digestion:poor_or_lack_of_appetite:enum assessment:digestion:stress-eating:enum assessment:digestion:supplements:enum                 assessment:digestion:vomiting:enum assessment:lifestyle:achohol_type:enum assessment:lifestyle:alcohol_days_a_week:enum assessment:lifestyle:breakfast:enum  \\\n",
       "0            01001467   Low\\nNormal   F  31.0  18.479394  100.959522 -0.024357  0.065986 -0.013913                  0.56                 117.0                  5.2              0.0                  -14.0                  -15.0   May     Tue  spring                 (4) Not at all                        (4) Not at all     (4) Infrequently or not at all                               (3) Most of the time          (3) Easy to pass                    (2) 3-6 times per week     (4) Infrequently or not at all  (4) Infrequently or not at all                                           (3) No  (4) Not at all                        (4) Not at all  (4) Infrequently or not at all (less than mont...    (1) Regularly (daily or several times per week)               (3) Once per week or less                        (4) Not at all  (3) Infrequently or not at all (less than mont...                             (3) Liquor                                           NaN                           (0) Daily   \n",
       "1            01001548  High\\nNormal   M  49.0  36.119222  105.411124  0.006395 -0.002255 -0.003103                  1.40                 135.0                  5.8              4.0                   -5.0                   -3.0   Oct     Fri    fall                 (4) Not at all                        (4) Not at all     (4) Infrequently or not at all                               (3) Most of the time          (3) Easy to pass                       (3) 1-3 times daily     (4) Infrequently or not at all       (3) Once per week or less           (2) Occasionally (once a week or less)  (4) Not at all                        (4) Not at all  (4) Infrequently or not at all (less than mont...                                             (3) No              (2) Several times per week                        (4) Not at all  (3) Infrequently or not at all (less than mont...                               (1) Beer                                  (2) 3-4 days                   (2) Once per week   \n",
       "2            01001621   Low\\nNormal   F  54.0  23.294675   69.439409  0.006223 -0.001662 -0.003846                  1.92                 114.0                  5.6              0.0                  -42.0                  -11.0   Jul     Thu  summer                 (4) Not at all                  (3) Less than weekly          (3) Once per week or less                               (3) Most of the time          (3) Easy to pass                    (2) 3-6 times per week     (4) Infrequently or not at all  (4) Infrequently or not at all           (2) Occasionally (once a week or less)  (4) Not at all                        (4) Not at all  (4) Infrequently or not at all (less than mont...                                             (3) No               (3) Once per week or less                        (4) Not at all  (3) Infrequently or not at all (less than mont...                      (0) No preference                                  (1) 1-2 days                   (2) Once per week   \n",
       "3            01001661  High\\nNormal   F  30.0  21.031478  120.947576 -0.050232 -0.020917 -0.015837                  1.08                  84.0                  5.6              8.0                   -6.0                  -16.0   May     Wed  spring           (3) Less than weekly                  (3) Less than weekly          (3) Once per week or less                               (3) Most of the time          (3) Easy to pass                       (3) 1-3 times daily     (4) Infrequently or not at all       (3) Once per week or less  (1) Regularly (daily or several times per week)  (4) Not at all             (3) Once per week or less             (3) Occasionally (once a week or less)             (2) Occasionally (once a week or less)                               (1) Daily                        (4) Not at all  (3) Infrequently or not at all (less than mont...                               (2) Wine                                  (1) 1-2 days                           (0) Daily   \n",
       "4            01002192  High\\nNormal   M  26.0  32.711020  125.172870  0.007168 -0.002011 -0.004636                  1.68                 132.0                  4.9              0.0                   -8.0                  -29.0   Oct     Thu    fall                 (4) Not at all                  (3) Less than weekly          (3) Once per week or less                               (3) Most of the time   (2) Sometimes difficult                       (3) 1-3 times daily     (4) Infrequently or not at all      (2) Several times per week  (1) Regularly (daily or several times per week)  (4) Not at all                        (4) Not at all  (4) Infrequently or not at all (less than mont...    (1) Regularly (daily or several times per week)               (3) Once per week or less             (3) Once per week or less  (3) Infrequently or not at all (less than mont...                             (3) Liquor                                  (1) 1-2 days              (1) 3-4 times per week   \n",
       "...               ...           ...  ..   ...        ...         ...       ...       ...       ...                   ...                   ...                  ...              ...                    ...                    ...   ...     ...     ...                            ...                                   ...                                ...                                                ...                       ...                                       ...                                ...                             ...                                              ...             ...                                   ...                                                ...                                                ...                                     ...                                   ...                                                ...                                    ...                                           ...                                 ...   \n",
       "1755         HX927178   Low\\nNormal   F  34.0  22.676409  103.744093  0.003632  0.003475  0.008164                  8.51                 133.0                  5.2              0.0                   -7.0                   -6.0   Apr     Tue  spring           (3) Less than weekly         (2) More than 1 time per week     (4) Infrequently or not at all                               (3) Most of the time          (3) Easy to pass                    (2) 3-6 times per week          (3) Once per week or less       (3) Once per week or less  (1) Regularly (daily or several times per week)  (4) Not at all                        (4) Not at all  (4) Infrequently or not at all (less than mont...             (2) Occasionally (once a week or less)              (2) Several times per week                        (4) Not at all  (3) Infrequently or not at all (less than mont...                               (1) Beer                                  (1) 1-2 days                           (0) Daily   \n",
       "1756         HX980884   Low\\nNormal   F  32.0  26.422571  119.020348  0.006184 -0.001006 -0.004071                  2.74                  93.0                  5.0              0.0                   -2.0                   -2.0   Oct     Tue    fall  (2) More than 1 time per week                        (4) Not at all                          (1) Daily                                      (2) Sometimes   (2) Sometimes difficult                    (2) 3-6 times per week     (4) Infrequently or not at all       (3) Once per week or less  (1) Regularly (daily or several times per week)  (4) Not at all                        (4) Not at all  (4) Infrequently or not at all (less than mont...    (1) Regularly (daily or several times per week)              (2) Several times per week            (2) Several times per week  (3) Infrequently or not at all (less than mont...                               (2) Wine                     (4) I drink alcohol daily                           (0) Daily   \n",
       "1757         HX981293  High\\nNormal   M  45.0  24.806553  107.698203  0.002623  0.004474  0.008720                  3.46                 126.0                  5.6              0.0                  -10.0                  -11.0   Dec     Sat  winter           (3) Less than weekly                  (3) Less than weekly          (3) Once per week or less                               (3) Most of the time          (3) Easy to pass                       (3) 1-3 times daily     (4) Infrequently or not at all       (3) Once per week or less           (2) Occasionally (once a week or less)  (4) Not at all             (3) Once per week or less  (4) Infrequently or not at all (less than mont...                                             (3) No                          (4) Not at all                        (4) Not at all  (3) Infrequently or not at all (less than mont...                               (2) Wine                     (4) I drink alcohol daily                           (0) Daily   \n",
       "1758         ZU273983   Low\\nNormal   F  32.0  30.984144  118.179626  0.006136 -0.001745 -0.005167                 11.92                  65.0                  5.0              1.0                  279.0                    0.0   Dec     Thu  winter           (3) Less than weekly                  (3) Less than weekly         (2) Several times per week                               (3) Most of the time   (2) Sometimes difficult                    (2) 3-6 times per week     (4) Infrequently or not at all      (2) Several times per week           (2) Occasionally (once a week or less)  (4) Not at all                        (4) Not at all  (4) Infrequently or not at all (less than mont...             (2) Occasionally (once a week or less)              (2) Several times per week                        (4) Not at all  (3) Infrequently or not at all (less than mont...                             (3) Liquor                                           NaN                   (2) Once per week   \n",
       "1759         ZU621944  High\\nNormal   F  37.0  51.577264  120.472213  0.002336  0.003509  0.018513                  5.12                 123.0                  5.9              4.0                   56.0                   -2.0   Apr     Tue  spring                 (4) Not at all                  (3) Less than weekly         (2) Several times per week                                      (2) Sometimes          (3) Easy to pass                       (3) 1-3 times daily          (3) Once per week or less       (3) Once per week or less  (1) Regularly (daily or several times per week)  (4) Not at all                        (4) Not at all  (4) Infrequently or not at all (less than mont...             (2) Occasionally (once a week or less)              (2) Several times per week             (3) Once per week or less  (3) Infrequently or not at all (less than mont...                                    NaN                            (0) I do not drink              (1) 3-4 times per week   \n",
       "\n",
       "     assessment:lifestyle:cruciferous_vegetables:enum assessment:lifestyle:snack:enum                   daily_fruit assessment:lifestyle:vegetables:enum assessment:lifestyle:sugary_drinks:enum  assessment:lifestyle:water:enum assessment:lifestyle:alcohol_drinks_a_day:enum assessment:lifestyle:diet:enum assessment:lifestyle:grains:enum assessment:satisfaction::enum assessment:satisfaction:cheerful_effect:enum assessment:satisfaction:dislike_way_i_am:enum assessment:satisfaction:find_beauty:enum assessment:satisfaction:find_time:enum assessment:satisfaction:fun_with_people:enum assessment:satisfaction:gap:enum assessment:satisfaction:good_influence:enum assessment:satisfaction:have_energy:enum assessment:satisfaction:intense_interest_in_others:enum assessment:satisfaction:involved:enum assessment:satisfaction:joy_and_elation:enum assessment:satisfaction:laugh_a_lot:enum assessment:satisfaction:life_is_good:enum assessment:satisfaction:life_is_rewarding:enum  \\\n",
       "0                                  (3) Once per month                       (0) Daily                         (1) 1         (0) Zero/less than 1 per day            (0) Zero/less than 1 per day     (1) Less than 3 cups per day                                 (2) 3-4 drinks            (0) No special diet                          (2) 3-4            (4) Slightly Agree                         (5) Moderately Agree                         (6) Strongly Disagree                     (5) Moderately Agree                   (5) Moderately Agree                      (5) Moderately Disagree          (5) Moderately Disagree                        (5) Moderately Agree                     (5) Moderately Agree                                 (4) Slightly Agree                       (5) Moderately Agree                           (6) Strongly Agree                       (6) Strongly Agree                        (6) Strongly Agree                             (6) Strongly Agree   \n",
       "1                              (1) 3-4 times per week          (1) 3-4 times per week  (0) Zero/less than 1 per day                                (1) 1            (0) Zero/less than 1 per day     (1) Less than 3 cups per day                                 (2) 3-4 drinks            (0) No special diet                          (2) 3-4         (3) Slightly Disagree                           (4) Slightly Agree                          (2) Moderately Agree                     (5) Moderately Agree                  (1) Strongly Disagree                        (6) Strongly Disagree             (2) Moderately Agree                          (4) Slightly Agree                    (3) Slightly Disagree                              (3) Slightly Disagree                         (4) Slightly Agree                        (3) Slightly Disagree                       (4) Slightly Agree                        (4) Slightly Agree                             (4) Slightly Agree   \n",
       "2                              (1) 3-4 times per week          (1) 3-4 times per week                       (2) 2-3                              (2) 2-3                                 (3) 4-5  (0) I don’t usually drink water                             (0) I do not drink            (0) No special diet                          (2) 3-4          (5) Moderately Agree                         (5) Moderately Agree                       (5) Moderately Disagree                     (5) Moderately Agree                   (5) Moderately Agree                        (6) Strongly Disagree          (5) Moderately Disagree                        (5) Moderately Agree                       (6) Strongly Agree                                 (6) Strongly Agree                       (5) Moderately Agree                           (6) Strongly Agree                       (6) Strongly Agree                      (5) Moderately Agree                           (5) Moderately Agree   \n",
       "3                                   (2) Once per week          (1) 3-4 times per week                         (1) 1         (0) Zero/less than 1 per day            (0) Zero/less than 1 per day             (2) 4-5 cups per day                                 (1) 1-2 drinks            (0) No special diet                          (1) 1-2       (2) Moderately Disagree                      (2) Moderately Disagree                            (1) Strongly Agree                       (4) Slightly Agree                  (1) Strongly Disagree                           (3) Slightly Agree               (1) Strongly Agree                       (3) Slightly Disagree                    (1) Strongly Disagree                                 (6) Strongly Agree                      (3) Slightly Disagree                      (2) Moderately Disagree                    (3) Slightly Disagree                   (2) Moderately Disagree                          (3) Slightly Disagree   \n",
       "4                                   (2) Once per week                       (0) Daily                       (2) 2-3                              (2) 2-3            (0) Zero/less than 1 per day             (2) 4-5 cups per day                                 (1) 1-2 drinks            (0) No special diet                          (1) 1-2         (3) Slightly Disagree                           (6) Strongly Agree                       (5) Moderately Disagree                     (5) Moderately Agree                  (3) Slightly Disagree                        (4) Slightly Disagree               (3) Slightly Agree                          (6) Strongly Agree                    (3) Slightly Disagree                              (3) Slightly Disagree                       (5) Moderately Agree                           (4) Slightly Agree                       (6) Strongly Agree                      (5) Moderately Agree                             (6) Strongly Agree   \n",
       "...                                               ...                             ...                           ...                                  ...                                     ...                              ...                                            ...                            ...                              ...                           ...                                          ...                                           ...                                      ...                                    ...                                          ...                              ...                                         ...                                      ...                                                ...                                        ...                                          ...                                      ...                                       ...                                            ...   \n",
       "1755                                (2) Once per week                       (0) Daily                         (1) 1                                (1) 1            (0) Zero/less than 1 per day     (1) Less than 3 cups per day                                 (3) 5-6 drinks            (0) No special diet                          (1) 1-2         (3) Slightly Disagree                           (4) Slightly Agree                         (6) Strongly Disagree                       (4) Slightly Agree                  (1) Strongly Disagree                        (4) Slightly Disagree               (3) Slightly Agree                        (5) Moderately Agree                  (2) Moderately Disagree                                 (4) Slightly Agree                      (3) Slightly Disagree                         (5) Moderately Agree                       (6) Strongly Agree                        (4) Slightly Agree                             (4) Slightly Agree   \n",
       "1756                           (1) 3-4 times per week                       (0) Daily                         (1) 1                              (2) 2-3                                 (2) 2-3             (3) 6-8 cups per day                                 (2) 3-4 drinks            (0) No special diet                          (1) 1-2            (4) Slightly Agree                           (4) Slightly Agree                          (2) Moderately Agree                     (5) Moderately Agree                  (1) Strongly Disagree                      (5) Moderately Disagree             (2) Moderately Agree                          (4) Slightly Agree                    (3) Slightly Disagree                            (2) Moderately Disagree                       (5) Moderately Agree                         (5) Moderately Agree                    (3) Slightly Disagree                      (5) Moderately Agree                          (1) Strongly Disagree   \n",
       "1757                                (2) Once per week                       (0) Daily  (0) Zero/less than 1 per day                                (1) 1            (0) Zero/less than 1 per day     (1) Less than 3 cups per day                                 (1) 1-2 drinks            (0) No special diet     (0) Zero/less than 1 per day          (5) Moderately Agree                      (2) Moderately Disagree                       (5) Moderately Disagree                       (6) Strongly Agree                (2) Moderately Disagree                           (1) Strongly Agree          (5) Moderately Disagree                        (5) Moderately Agree                       (4) Slightly Agree                                 (4) Slightly Agree                         (6) Strongly Agree                           (6) Strongly Agree                       (6) Strongly Agree                      (5) Moderately Agree                           (5) Moderately Agree   \n",
       "1758                           (1) 3-4 times per week                       (0) Daily  (0) Zero/less than 1 per day                                (1) 1                                 (2) 2-3     (1) Less than 3 cups per day                                 (1) 1-2 drinks                      (8) Other                          (2) 3-4            (4) Slightly Agree                           (4) Slightly Agree                            (1) Strongly Agree                       (6) Strongly Agree                (2) Moderately Disagree                        (6) Strongly Disagree             (2) Moderately Agree                          (4) Slightly Agree                  (2) Moderately Disagree                                 (6) Strongly Agree                       (5) Moderately Agree                         (5) Moderately Agree                     (5) Moderately Agree                      (5) Moderately Agree                           (5) Moderately Agree   \n",
       "1759                                (2) Once per week          (1) 3-4 times per week                       (2) 2-3                              (2) 2-3                                   (1) 1     (1) Less than 3 cups per day                                 (1) 1-2 drinks                 (1) Vegetarian                          (1) 1-2          (5) Moderately Agree                         (5) Moderately Agree                          (2) Moderately Agree                       (6) Strongly Agree                   (5) Moderately Agree                      (5) Moderately Disagree               (1) Strongly Agree                        (5) Moderately Agree                       (4) Slightly Agree                                 (6) Strongly Agree                       (5) Moderately Agree                         (5) Moderately Agree                       (6) Strongly Agree                      (5) Moderately Agree                           (5) Moderately Agree   \n",
       "\n",
       "     assessment:satisfaction:make_decisions:enum assessment:satisfaction:mentally_alert:enum assessment:satisfaction:most_things_amusing:enum assessment:satisfaction:no_happy_memories:enum assessment:satisfaction:not_attractive:enum assessment:satisfaction:not_healthy:enum assessment:satisfaction:not_in_control:enum assessment:satisfaction:not_optimistic:enum assessment:satisfaction:purpose:enum assessment:satisfaction:rarely_rested:enum assessment:satisfaction:take_on_anything:enum assessment:satisfaction:very_happy:enum assessment:satisfaction:well_satisfied:enum assessment:satisfaction:world_is_a_bad_place:enum assessment:joyful-moments:feel_empowered:enum assessment:joyful-moments:feel_lost_control:enum assessment:joyful-moments:feel_rundown:enum assessment:joyful-moments:healthy_life:enum assessment:joyful-moments:lose_focus:enum assessment:joyful-moments:right_track:enum assessment:joyful-moments:satisfied:enum assessment:lifestyle:childer:enum  \\\n",
       "0                        (5) Moderately Disagree                        (5) Moderately Agree                             (5) Moderately Agree                          (6) Strongly Disagree                     (5) Moderately Disagree                  (5) Moderately Disagree                       (6) Strongly Disagree                       (6) Strongly Disagree                (6) Strongly Disagree                    (5) Moderately Disagree                          (5) Moderately Agree                      (6) Strongly Agree                          (6) Strongly Agree                           (5) Moderately Disagree                            (5) Strongly agree                            (1) Strongly disagree                                (2) Disagree              (3) Neither Disagree Nor Agree                              (2) Disagree             (3) Neither Disagree Nor Agree                                (4) Agree                          (0) None   \n",
       "1                          (4) Slightly Disagree                        (5) Moderately Agree                               (4) Slightly Agree                          (6) Strongly Disagree                          (3) Slightly Agree                     (2) Moderately Agree                          (3) Slightly Agree                     (5) Moderately Disagree                 (2) Moderately Agree                       (2) Moderately Agree                       (2) Moderately Disagree                 (2) Moderately Disagree                     (2) Moderately Disagree                           (5) Moderately Disagree                (3) Neither Disagree Nor Agree                   (3) Neither Disagree Nor Agree              (3) Neither Disagree Nor Agree              (3) Neither Disagree Nor Agree                                 (4) Agree                               (2) Disagree                             (2) Disagree                           (2) Two   \n",
       "2                          (6) Strongly Disagree                          (6) Strongly Agree                               (6) Strongly Agree                        (5) Moderately Disagree                     (5) Moderately Disagree                    (6) Strongly Disagree                     (5) Moderately Disagree                       (6) Strongly Disagree                (6) Strongly Disagree                    (5) Moderately Disagree                            (6) Strongly Agree                    (5) Moderately Agree                        (5) Moderately Agree                             (6) Strongly Disagree                                     (4) Agree                            (1) Strongly disagree                       (1) Strongly disagree                                   (4) Agree                     (1) Strongly disagree                                  (4) Agree                       (5) Strongly agree                         (3) Three   \n",
       "3                             (1) Strongly Agree                     (2) Moderately Disagree                          (2) Moderately Disagree                          (6) Strongly Disagree                          (1) Strongly Agree                       (1) Strongly Agree                          (1) Strongly Agree                        (2) Moderately Agree                   (1) Strongly Agree                      (4) Slightly Disagree                         (1) Strongly Disagree                 (2) Moderately Disagree                       (1) Strongly Disagree                             (6) Strongly Disagree                                     (4) Agree                                        (4) Agree                          (5) Strongly agree                          (5) Strongly agree                                 (4) Agree             (3) Neither Disagree Nor Agree                             (2) Disagree                          (0) None   \n",
       "4                        (5) Moderately Disagree                          (4) Slightly Agree                             (5) Moderately Agree                        (5) Moderately Disagree                       (4) Slightly Disagree                       (3) Slightly Agree                       (4) Slightly Disagree                       (4) Slightly Disagree                (6) Strongly Disagree                         (3) Slightly Agree                          (5) Moderately Agree                    (5) Moderately Agree                          (4) Slightly Agree                                (3) Slightly Agree                            (5) Strongly agree                                     (2) Disagree                                   (4) Agree              (3) Neither Disagree Nor Agree                                 (4) Agree             (3) Neither Disagree Nor Agree                                (4) Agree                          (0) None   \n",
       "...                                          ...                                         ...                                              ...                                            ...                                         ...                                      ...                                         ...                                         ...                                  ...                                        ...                                           ...                                     ...                                         ...                                               ...                                           ...                                              ...                                         ...                                         ...                                       ...                                        ...                                      ...                               ...   \n",
       "1755                          (3) Slightly Agree                       (3) Slightly Disagree                             (5) Moderately Agree                          (6) Strongly Disagree                     (5) Moderately Disagree                       (1) Strongly Agree                       (4) Slightly Disagree                     (5) Moderately Disagree                   (3) Slightly Agree                       (2) Moderately Agree                         (3) Slightly Disagree                    (5) Moderately Agree                          (4) Slightly Agree                           (5) Moderately Disagree                (3) Neither Disagree Nor Agree                   (3) Neither Disagree Nor Agree                                   (4) Agree                                (2) Disagree                                 (4) Agree                               (2) Disagree           (3) Neither Disagree Nor Agree                          (0) None   \n",
       "1756                     (5) Moderately Disagree                       (3) Slightly Disagree                               (4) Slightly Agree                        (5) Moderately Disagree                        (2) Moderately Agree                       (1) Strongly Agree                     (5) Moderately Disagree                     (5) Moderately Disagree                (6) Strongly Disagree                       (2) Moderately Agree                            (4) Slightly Agree                      (4) Slightly Agree                       (3) Slightly Disagree                              (2) Moderately Agree                                  (2) Disagree                                        (4) Agree                                   (4) Agree                                   (4) Agree                                 (4) Agree                      (1) Strongly disagree                             (2) Disagree                           (2) Two   \n",
       "1757                       (6) Strongly Disagree                        (5) Moderately Agree                             (5) Moderately Agree                          (6) Strongly Disagree                     (5) Moderately Disagree                    (4) Slightly Disagree                     (5) Moderately Disagree                     (5) Moderately Disagree                (6) Strongly Disagree                    (5) Moderately Disagree                            (6) Strongly Agree                    (5) Moderately Agree                        (5) Moderately Agree                             (4) Slightly Disagree                                     (4) Agree                            (1) Strongly disagree                                (2) Disagree              (3) Neither Disagree Nor Agree                              (2) Disagree                                  (4) Agree           (3) Neither Disagree Nor Agree                         (3) Three   \n",
       "1758                       (4) Slightly Disagree                       (1) Strongly Disagree                               (4) Slightly Agree                          (6) Strongly Disagree                        (2) Moderately Agree                       (1) Strongly Agree                        (2) Moderately Agree                       (4) Slightly Disagree              (5) Moderately Disagree                         (1) Strongly Agree                            (4) Slightly Agree                      (4) Slightly Agree                          (4) Slightly Agree                              (2) Moderately Agree                                     (4) Agree                                        (4) Agree                          (5) Strongly agree              (3) Neither Disagree Nor Agree                                 (4) Agree             (3) Neither Disagree Nor Agree                             (2) Disagree                  (4) Four or more   \n",
       "1759                     (5) Moderately Disagree                          (4) Slightly Agree                             (5) Moderately Agree                        (5) Moderately Disagree                        (2) Moderately Agree                       (1) Strongly Agree                       (6) Strongly Disagree                       (6) Strongly Disagree                (6) Strongly Disagree                       (2) Moderately Agree                          (5) Moderately Agree                   (3) Slightly Disagree                       (3) Slightly Disagree                             (4) Slightly Disagree                            (5) Strongly agree                   (3) Neither Disagree Nor Agree                                   (4) Agree                                   (4) Agree                              (2) Disagree                               (2) Disagree                             (2) Disagree                          (0) None   \n",
       "\n",
       "     assessment:lifestyle:grandchildren:enum assessment:lifestyle:live_with:enum                       exercise assessment:lifestyle:moderate_activity_duration:enum assessment:lifestyle:relationship_status:enum              assessment:lifestyle:time_seated:enum assessment:lifestyle:vigorous_activity:enum assessment:lifestyle:vigorous_activity_duration:enum  assessment:personality-result:agreeableness  assessment:personality-result:conscientiousness  assessment:personality-result:extraversion  assessment:personality-result:neuroticism  assessment:personality-result:openness  stress  assessment:satisfaction-result:happiness assessment:personality:attention_to_detail:enum assessment:personality:background:enum assessment:personality:bad_imagination:enum assessment:personality:center_of_attention:enum assessment:personality:change_mood:enum assessment:personality:comfortable_with_people:enum assessment:personality:difficult_words:enum  \\\n",
       "0                                   (0) None                  (2) Spouse/partner  (0) At least 7 times per week                                         (3) 30 min                                   (1) Partnered               (1) Much of the time (work, 8 hours)                 (2) At least 3 times a week                                         (4) 45 min                                           34.0                                             49.0                                        27.0                                       34.0                                    32.0     5.0                                  5.310345                              (5) Strongly agree         (3) Neither disagree nor agree                                (4) Disagree                  (3) Neither disagree nor agree                            (4) Disagree                     (3) Neither disagree nor agree                        (1) Strongly disagree   \n",
       "1                                   (0) None     (3) Spouse/partner and Children    (2) At least 3 times a week                                         (3) 30 min                                     (2) Married               (1) Much of the time (work, 8 hours)                 (2) At least 3 times a week                               (6) More than 60 min                                           36.0                                             33.0                                        36.0                                       35.0                                    40.0     5.0                                  3.413793                  (3) Neither disagree nor agree                           (4) Disagree                                (4) Disagree                  (3) Neither disagree nor agree                            (4) Disagree                                          (4) Agree               (3) Neither disagree nor agree   \n",
       "2                                   (0) None  (5) Children but no spouse/partner    (1) At least 5 times a week                                         (2) 20 min                                      (0) Single               (1) Much of the time (work, 8 hours)                 (1) At least 5 times a week                                         (4) 45 min                                           40.0                                             40.0                                        37.0                                       34.0                                    38.0     5.0                                  5.448276                                       (4) Agree                           (4) Disagree                                (4) Disagree                  (3) Neither disagree nor agree          (3) Neither disagree nor agree                                          (4) Agree                                    (4) Agree   \n",
       "3                                   (0) None                  (2) Spouse/partner    (1) At least 5 times a week                                         (2) 20 min                                     (2) Married  (0) Most of the time (work plus relaxing, 12 h...                      (3) 1-2 times per week                                         (3) 30 min                                           42.0                                             36.0                                        19.0                                       24.0                                    36.0    12.0                                  2.344828                                       (4) Agree                              (2) Agree                                (4) Disagree                           (1) Strongly disagree                            (4) Disagree                     (3) Neither disagree nor agree               (3) Neither disagree nor agree   \n",
       "4                                   (0) None                  (2) Spouse/partner  (0) At least 7 times per week                               (6) More than 60 min                                   (1) Partnered                  (2) Sometimes (less than 8 hours)                 (2) At least 3 times a week                                         (5) 60 min                                           37.0                                             37.0                                        35.0                                       41.0                                    37.0     3.0                                  4.379310                              (5) Strongly agree                           (4) Disagree                                (4) Disagree                  (3) Neither disagree nor agree                   (5) Strongly disagree                                          (4) Agree                                 (2) Disagree   \n",
       "...                                      ...                                 ...                            ...                                                ...                                             ...                                                ...                                         ...                                                ...                                            ...                                              ...                                         ...                                        ...                                     ...     ...                                       ...                                             ...                                    ...                                         ...                                             ...                                     ...                                                ...                                          ...   \n",
       "1755                                (0) None                  (2) Spouse/partner    (4) Less than once per week                                         (3) 30 min                                     (2) Married  (0) Most of the time (work plus relaxing, 12 h...                         (5) Rarely or never                                         (3) 30 min                                           41.0                                             38.0                                        31.0                                       38.0                                    34.0    10.0                                  3.862069                              (5) Strongly agree         (3) Neither disagree nor agree                                (4) Disagree                           (1) Strongly disagree                   (5) Strongly disagree                                          (4) Agree               (3) Neither disagree nor agree   \n",
       "1756                                (0) None     (3) Spouse/partner and Children  (0) At least 7 times per week                                         (5) 60 min                                     (2) Married              (3) Almost never (less than one hour)                 (1) At least 5 times a week                                         (4) 45 min                                           42.0                                             39.0                                        25.0                                       20.0                                    40.0     9.0                                  3.517241                              (5) Strongly agree                           (4) Disagree                       (5) Strongly disagree                                    (2) Disagree                      (1) Strongly agree                                       (2) Disagree                                 (2) Disagree   \n",
       "1757                                (0) None     (3) Spouse/partner and Children         (3) 1-2 times per week                                         (3) 30 min                                     (2) Married                  (2) Sometimes (less than 8 hours)                 (1) At least 5 times a week                                         (2) 20 min                                           47.0                                             40.0                                        42.0                                       29.0                                    42.0     3.0                                  4.793103                                       (4) Agree                  (5) Strongly disagree                                (4) Disagree                                       (4) Agree                            (4) Disagree                                          (4) Agree                                    (4) Agree   \n",
       "1758                                (0) None     (3) Spouse/partner and Children         (3) 1-2 times per week                                         (2) 20 min                                     (2) Married                  (2) Sometimes (less than 8 hours)                         (5) Rarely or never                                         (2) 20 min                                           48.0                                             34.0                                        41.0                                       24.0                                    44.0     9.0                                  3.655172                                       (4) Agree                           (4) Disagree                       (5) Strongly disagree                              (5) Strongly agree                               (2) Agree                                 (5) Strongly agree                           (5) Strongly agree   \n",
       "1759                                (0) None                  (2) Spouse/partner         (3) 1-2 times per week                                         (4) 45 min                                     (2) Married               (1) Much of the time (work, 8 hours)                 (4) Less than once per week                                         (5) 60 min                                           46.0                                             33.0                                        32.0                                       29.0                                    41.0     4.0                                  4.379310                              (5) Strongly agree         (3) Neither disagree nor agree                       (5) Strongly disagree                  (3) Neither disagree nor agree                               (2) Agree                                          (4) Agree                                    (4) Agree   \n",
       "\n",
       "     assessment:personality:difficulty_abstract_ideas:enum assessment:personality:disinterest_abstract_ideas:enum assessment:personality:disinterest_peoples_problems:enum assessment:personality:dislike_attention:enum assessment:personality:do_chores:enum assessment:personality:do_not_talk:enum assessment:personality:easily_disturbed:enum assessment:personality:exacting_at_work:enum assessment:personality:excellent_ideas:enum assessment:personality:feel_others_emotions:enum assessment:personality:follow_schedule:enum assessment:personality:forget_to_put_things_in_proper_place:enum assessment:personality:full_of_ideas:enum assessment:personality:insult_people:enum assessment:personality:interest_in_people:enum assessment:personality:irritated_easily:enum assessment:personality:leave_belongings_around:enum assessment:personality:life_of_party:enum assessment:personality:little_concern_for_others:enum assessment:personality:little_to_say:enum assessment:personality:mess:enum  \\\n",
       "0                                          (4) Disagree                                             (2) Agree                                           (4) Disagree                      (3) Neither disagree nor agree                             (4) Agree          (3) Neither disagree nor agree                                    (2) Agree                           (5) Strongly agree                                   (4) Agree                   (3) Neither disagree nor agree                          (5) Strongly agree                              (5) Strongly disagree                                               (4) Agree                              (4) Disagree                 (3) Neither disagree nor agree               (3) Neither disagree nor agree                              (5) Strongly disagree             (3) Neither disagree nor agree                                       (4) Disagree                                 (4) Disagree            (5) Strongly disagree   \n",
       "1                                 (5) Strongly disagree                                          (4) Disagree                                           (4) Disagree                      (3) Neither disagree nor agree                          (2) Disagree                            (4) Disagree                                 (4) Disagree               (3) Neither disagree nor agree              (3) Neither disagree nor agree                   (3) Neither disagree nor agree              (3) Neither disagree nor agree                                       (4) Disagree                                               (4) Agree                     (5) Strongly disagree                                      (4) Agree                                 (4) Disagree                                       (4) Disagree             (3) Neither disagree nor agree                                       (4) Disagree                                 (4) Disagree                     (4) Disagree   \n",
       "2                                          (4) Disagree                                          (4) Disagree                                           (4) Disagree                                           (2) Agree                             (4) Agree                            (4) Disagree                                 (4) Disagree                                    (4) Agree                                   (4) Agree                   (3) Neither disagree nor agree                                   (4) Agree                                       (4) Disagree                                               (4) Agree                     (5) Strongly disagree                             (5) Strongly agree                                 (4) Disagree                                       (4) Disagree                                  (4) Agree                                       (4) Disagree                                 (4) Disagree                     (4) Disagree   \n",
       "3                                          (4) Disagree                                          (4) Disagree                                           (4) Disagree                                           (2) Agree                          (2) Disagree                               (2) Agree                                    (2) Agree                                    (4) Agree              (3) Neither disagree nor agree                               (5) Strongly agree                                   (4) Agree                     (3) Neither disagree nor agree                          (3) Neither disagree nor agree                     (5) Strongly disagree                             (5) Strongly agree                                    (2) Agree                                 (1) Strongly agree                      (1) Strongly disagree                              (5) Strongly disagree               (3) Neither disagree nor agree                     (4) Disagree   \n",
       "4                                          (4) Disagree                                          (4) Disagree                                           (4) Disagree                      (3) Neither disagree nor agree        (3) Neither disagree nor agree                            (4) Disagree                                    (2) Agree               (3) Neither disagree nor agree              (3) Neither disagree nor agree                   (3) Neither disagree nor agree                                   (4) Agree                                       (4) Disagree                                               (4) Agree                              (4) Disagree                 (3) Neither disagree nor agree                                 (4) Disagree                                          (2) Agree             (3) Neither disagree nor agree                                       (4) Disagree                                 (4) Disagree                     (4) Disagree   \n",
       "...                                                 ...                                                   ...                                                    ...                                                 ...                                   ...                                     ...                                          ...                                          ...                                         ...                                              ...                                         ...                                                ...                                                     ...                                       ...                                            ...                                          ...                                                ...                                        ...                                                ...                                          ...                              ...   \n",
       "1755                                       (4) Disagree                        (3) Neither disagree nor agree                                           (4) Disagree                                  (1) Strongly agree                          (2) Disagree          (3) Neither disagree nor agree               (3) Neither disagree nor agree                                    (4) Agree                                   (4) Agree                                     (2) Disagree              (3) Neither disagree nor agree                                       (4) Disagree                          (3) Neither disagree nor agree                              (4) Disagree                                      (4) Agree                                 (4) Disagree                                       (4) Disagree             (3) Neither disagree nor agree                                       (4) Disagree                        (5) Strongly disagree                     (4) Disagree   \n",
       "1756                                       (4) Disagree                                          (4) Disagree                                           (4) Disagree                                           (2) Agree                          (2) Disagree                               (2) Agree                                    (2) Agree               (3) Neither disagree nor agree                          (5) Strongly agree                                        (4) Agree                                   (4) Agree                                       (4) Disagree                                               (4) Agree                              (4) Disagree                                      (4) Agree                                    (2) Agree                                       (4) Disagree             (3) Neither disagree nor agree                              (5) Strongly disagree                                 (4) Disagree                     (4) Disagree   \n",
       "1757                              (5) Strongly disagree                                          (4) Disagree                                  (5) Strongly disagree                                        (4) Disagree                    (5) Strongly agree                   (5) Strongly disagree               (3) Neither disagree nor agree               (3) Neither disagree nor agree                                   (4) Agree                               (5) Strongly agree                                   (4) Agree                              (5) Strongly disagree                                               (4) Agree                     (5) Strongly disagree                             (5) Strongly agree                                    (2) Agree                                       (4) Disagree                                  (4) Agree                              (5) Strongly disagree                        (5) Strongly disagree   (3) Neither disagree nor agree   \n",
       "1758                              (5) Strongly disagree                                          (4) Disagree                                  (5) Strongly disagree                      (3) Neither disagree nor agree                             (4) Agree                   (5) Strongly disagree                                    (2) Agree                                 (2) Disagree                                   (4) Agree                               (5) Strongly agree                          (5) Strongly agree                                          (2) Agree                                               (4) Agree                     (5) Strongly disagree                             (5) Strongly agree                                    (2) Agree                                          (2) Agree             (3) Neither disagree nor agree                              (5) Strongly disagree                                 (4) Disagree   (3) Neither disagree nor agree   \n",
       "1759                                       (4) Disagree                                          (4) Disagree                                  (5) Strongly disagree                      (3) Neither disagree nor agree                          (2) Disagree          (3) Neither disagree nor agree                                 (4) Disagree               (3) Neither disagree nor agree              (3) Neither disagree nor agree                               (5) Strongly agree              (3) Neither disagree nor agree                     (3) Neither disagree nor agree                          (3) Neither disagree nor agree                     (5) Strongly disagree                             (5) Strongly agree                                    (2) Agree                                          (2) Agree             (3) Neither disagree nor agree                                       (4) Disagree               (3) Neither disagree nor agree                     (4) Disagree   \n",
       "\n",
       "     assessment:personality:mood_swings:enum assessment:personality:not_interested_in_others:enum assessment:personality:often_blue:enum assessment:personality:order:enum assessment:personality:prepared:enum assessment:personality:put_others_at_ease:enum assessment:personality:quick_to_understand:enum assessment:personality:quiet_around_strangers:enum assessment:personality:relaxed:enum assessment:personality:rich_vocab:enum assessment:personality:seldom_blue:enum assessment:personality:shirk_duties:enum assessment:personality:soft_heart:enum assessment:personality:start_conversations:enum assessment:personality:stressed_easily:enum assessment:personality:sympathize:enum assessment:personality:talk_to_many_parties:enum assessment:personality:time_for_others:enum assessment:personality:time_reflecting:enum assessment:personality:upset_easily:enum assessment:personality:vivid_imagination:enum assessment:personality:worry:enum assessment:lifestyle:avg_stress:enum  \\\n",
       "0                               (4) Disagree                     (3) Neither disagree nor agree                             (4) Disagree                (5) Strongly agree                   (5) Strongly agree                                      (4) Agree                                       (4) Agree                                          (2) Agree                           (4) Agree         (3) Neither disagree nor agree                               (4) Agree                    (5) Strongly disagree         (3) Neither disagree nor agree                                    (2) Disagree                                (4) Disagree         (3) Neither disagree nor agree                            (1) Strongly disagree              (3) Neither disagree nor agree                                (2) Disagree           (3) Neither disagree nor agree                                     (4) Agree                         (2) Agree                                (3) 4   \n",
       "1                               (4) Disagree                                       (4) Disagree           (3) Neither disagree nor agree                         (4) Agree                         (2) Disagree                                      (4) Agree                              (5) Strongly agree                                       (4) Disagree      (3) Neither disagree nor agree                              (4) Agree          (3) Neither disagree nor agree                             (4) Disagree         (3) Neither disagree nor agree                                       (4) Agree              (3) Neither disagree nor agree         (3) Neither disagree nor agree                   (3) Neither disagree nor agree                                (2) Disagree                                   (4) Agree                             (4) Disagree                                     (4) Agree    (3) Neither disagree nor agree                                (6) 7   \n",
       "2             (3) Neither disagree nor agree                                       (4) Disagree                             (4) Disagree                         (4) Agree       (3) Neither disagree nor agree                                      (4) Agree                                       (4) Agree                                       (4) Disagree                        (2) Disagree         (3) Neither disagree nor agree                               (4) Agree                    (5) Strongly disagree                              (4) Agree                                       (4) Agree                                (4) Disagree         (3) Neither disagree nor agree                                        (4) Agree                                   (4) Agree                                   (4) Agree                             (4) Disagree                (3) Neither disagree nor agree                         (2) Agree                                (3) 4   \n",
       "3                      (5) Strongly disagree                                       (4) Disagree           (3) Neither disagree nor agree                         (4) Agree                   (5) Strongly agree                 (3) Neither disagree nor agree                                       (4) Agree                                 (1) Strongly agree               (1) Strongly disagree                              (4) Agree                            (2) Disagree                    (5) Strongly disagree         (3) Neither disagree nor agree                  (3) Neither disagree nor agree                          (1) Strongly agree                     (5) Strongly agree                            (1) Strongly disagree              (3) Neither disagree nor agree                                   (4) Agree                                (2) Agree                (3) Neither disagree nor agree                         (2) Agree                               (9) 10   \n",
       "4                      (5) Strongly disagree                     (3) Neither disagree nor agree                    (5) Strongly disagree                         (4) Agree                            (4) Agree                                      (4) Agree                              (5) Strongly agree                     (3) Neither disagree nor agree                  (5) Strongly agree         (3) Neither disagree nor agree                               (4) Agree                             (4) Disagree                              (4) Agree                                       (4) Agree                                (4) Disagree                              (4) Agree                   (3) Neither disagree nor agree                                   (4) Agree                                   (4) Agree                             (4) Disagree                                     (4) Agree    (3) Neither disagree nor agree                                (1) 2   \n",
       "...                                      ...                                                ...                                      ...                               ...                                  ...                                            ...                                             ...                                                ...                                 ...                                    ...                                     ...                                      ...                                    ...                                             ...                                         ...                                    ...                                              ...                                         ...                                         ...                                      ...                                           ...                               ...                                  ...   \n",
       "1755                   (5) Strongly disagree                                       (4) Disagree                             (4) Disagree                         (4) Agree                            (4) Agree                             (5) Strongly agree                  (3) Neither disagree nor agree                     (3) Neither disagree nor agree      (3) Neither disagree nor agree                              (4) Agree                               (4) Agree                             (4) Disagree                              (4) Agree                                       (4) Agree              (3) Neither disagree nor agree                     (5) Strongly agree                                        (4) Agree                          (5) Strongly agree                                (2) Disagree                             (4) Disagree                                     (4) Agree    (3) Neither disagree nor agree                                (7) 8   \n",
       "1756                               (2) Agree                                       (4) Disagree                             (4) Disagree                (5) Strongly agree                            (4) Agree                                      (4) Agree                                       (4) Agree                                          (2) Agree                        (2) Disagree                              (4) Agree                            (2) Disagree                             (4) Disagree                              (4) Agree                                    (2) Disagree                          (1) Strongly agree                     (5) Strongly agree                                     (2) Disagree                                   (4) Agree                                   (4) Agree                                (2) Agree                                     (4) Agree                         (2) Agree                                (7) 8   \n",
       "1757                            (4) Disagree                                       (4) Disagree                             (4) Disagree                         (4) Agree       (3) Neither disagree nor agree                                      (4) Agree                              (5) Strongly agree                                       (4) Disagree      (3) Neither disagree nor agree                     (5) Strongly agree                            (2) Disagree                    (5) Strongly disagree                     (5) Strongly agree                                       (4) Agree                                   (2) Agree                     (5) Strongly agree                   (3) Neither disagree nor agree                                   (4) Agree                                   (4) Agree           (3) Neither disagree nor agree                (3) Neither disagree nor agree                         (2) Agree                                (5) 6   \n",
       "1758                               (2) Agree                              (5) Strongly disagree           (3) Neither disagree nor agree                         (4) Agree                            (4) Agree                                      (4) Agree                                       (4) Agree                                       (4) Disagree                        (2) Disagree                     (5) Strongly agree                            (2) Disagree                             (4) Disagree                              (4) Agree                                       (4) Agree                                (4) Disagree                     (5) Strongly agree                                        (4) Agree                          (5) Strongly agree                                   (4) Agree           (3) Neither disagree nor agree                                     (4) Agree                         (2) Agree                                (7) 8   \n",
       "1759                            (4) Disagree                              (5) Strongly disagree           (3) Neither disagree nor agree    (3) Neither disagree nor agree       (3) Neither disagree nor agree                                      (4) Agree                              (5) Strongly agree                                          (2) Agree                           (4) Agree                              (4) Agree          (3) Neither disagree nor agree                    (5) Strongly disagree         (3) Neither disagree nor agree                                       (4) Agree                                   (2) Agree                     (5) Strongly agree                                        (4) Agree                          (5) Strongly agree                                   (4) Agree           (3) Neither disagree nor agree                            (5) Strongly agree                         (2) Agree                                (3) 4   \n",
       "\n",
       "     assessment:pss-four-item:handle_problems:enum assessment:pss-four-item:insurmountable:enum assessment:pss-four-item:out_of_control:enum  pss_1  pss_2  pss_3  pss_4   pss  \n",
       "0                                 (1) Fairly Often                             (1) Almost Never                                (2) Sometimes    2.0    1.0    1.0    1.0   5.0  \n",
       "1                                 (1) Fairly Often                             (1) Almost Never                             (1) Almost Never    1.0    1.0    2.0    1.0   5.0  \n",
       "2                                   (0) Very Often                             (1) Almost Never                             (3) Fairly Often    3.0    0.0    1.0    1.0   5.0  \n",
       "3                                    (2) Sometimes                               (4) Very Often                               (4) Very Often    4.0    2.0    2.0    4.0  12.0  \n",
       "4                                   (0) Very Often                             (1) Almost Never                             (1) Almost Never    1.0    0.0    1.0    1.0   3.0  \n",
       "...                                            ...                                          ...                                          ...    ...    ...    ...    ...   ...  \n",
       "1755                                 (2) Sometimes                                (2) Sometimes                               (4) Very Often    4.0    2.0    2.0    2.0  10.0  \n",
       "1756                                 (2) Sometimes                                (2) Sometimes                             (3) Fairly Often    3.0    2.0    2.0    2.0   9.0  \n",
       "1757                                (0) Very Often                             (1) Almost Never                             (1) Almost Never    1.0    0.0    1.0    1.0   3.0  \n",
       "1758                                 (2) Sometimes                                (2) Sometimes                             (3) Fairly Often    3.0    2.0    2.0    2.0   9.0  \n",
       "1759                              (1) Fairly Often                             (1) Almost Never                             (1) Almost Never    1.0    1.0    1.0    1.0   4.0  \n",
       "\n",
       "[1420 rows x 157 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# assemble the cohort for the ordinal POLR analysis downstream that will analyze survey questionnaire\n",
    "# data on health, diet, and lifestyle to deduce important features related to BMF:\n",
    "ordinal = digest\n",
    "ordinal = pd.merge(ordinal, stress)\n",
    "ordinal = pd.merge(nonPTR_df,ordinal)\n",
    "ordinal = ordinal.rename(columns={'assessment:lifestyle:moderate_activity:enum':'exercise',\n",
    "                               'assessment:digestion:bowel-movement-ease:enum': 'bowel_ease',\n",
    "                               'assessment:digestion:laxatives:enum':'laxatives',\n",
    "                                'assessment:diet:freq_meat:int':'freq_meat',\n",
    "                                'assessment:diet:freq_processed_meat:int':'freq_procmeat',\n",
    "                                'assessment:diet:freq_cruciferous_vegetables:int':'leafy_green_veg',\n",
    "                                'assessment:diet:freq_cooked_green_vegetables:int':'cooked_green_veg',\n",
    "                                'assessment:diet:freq_cooked_root_vegetables:int':'cooked_root_veg',\n",
    "                                'assessment:pss-four-item-result:perceived_stress':'stress',\n",
    "                                'assessment:diet:freq_fresh_fruit:int':'fresh_fruit_frequency',\n",
    "                                'assessment:lifestyle:fruits:enum':'daily_fruit',\n",
    "                                'stress_score':'pss',\n",
    "                                'assessment:digestion:abdominal-pain:enum':'ab_pain',\n",
    "                                'assessment:health-history:diabetes_adult:self_current':'diabetes'\n",
    "                               })\n",
    "ordinal.bowel = ordinal.bowel.replace([1,2,3,4], ['Constipation','Low\\nNormal','High\\nNormal','Diarrhea'])\n",
    "\n",
    "# drop unnecessary columns:\n",
    "ordinal = ordinal[ordinal.columns.drop(list(ordinal.filter(regex='journey')))]\n",
    "ordinal = ordinal[ordinal.columns.drop(list(ordinal.filter(regex='_y')))]\n",
    "ordinal = ordinal[ordinal.columns.drop(list(ordinal.filter(regex='_x')))]\n",
    "ordinal = ordinal[ordinal.columns.drop(list(ordinal.filter(regex='is_remapped')))]\n",
    "ordinal = ordinal[ordinal.columns.drop(list(ordinal.filter(regex='vendor')))]\n",
    "\n",
    "nonna_counts=(~ordinal.isna()).sum() # sum up times any columns have non-NA values\n",
    "ordinal = ordinal.loc[:, nonna_counts/ordinal.shape[0] >= 0.90] # of the fraction of non-missing values must be greater than 90%\n",
    "ordinal_counts=(ordinal == 'FALSE').sum() # sum up times any columns have T/F values\n",
    "ordinal = ordinal.loc[:, ordinal_counts/ordinal.shape[0] <= 0.90] #the fraction of FALSE values must be no greater than 90%\n",
    "ordinal = ordinal[ordinal != 'FALSE']\n",
    "ordinal = ordinal[ordinal != 'TRUE']\n",
    "#Remove yes/no binary questions--they do not work with POLR:\n",
    "df = ordinal\n",
    "df = df.loc[:, ~(df == '(0) No').any()]\n",
    "df = df.loc[:, ~(df == '(1) No').any()]\n",
    "df = df.loc[:, ~(df == '(2) No').any()]\n",
    "df = df.loc[:, ~(df == '(0) Yes').any()]\n",
    "df = df.loc[:, ~(df == '(1) Yes').any()]\n",
    "df = df.loc[:, ~(df == '(2) Yes').any()]\n",
    "df = df.loc[:, ~(df == 'No').any()]\n",
    "df = df.loc[:, ~(df == 'Yes').any()]\n",
    "ordinal = df\n",
    "\n",
    "ordinal = ordinal.dropna(axis = 1, how = 'all')\n",
    "ordinal = ordinal.drop_duplicates('public_client_id')\n",
    "ordinal = ordinal.drop(columns=['response_count','response_pct'])\n",
    "ordinal.set_index('public_client_id').to_csv('ordinal_questions.csv')\n",
    "ordinal # 1420 participants\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save final dataframes\n",
    "#overall cohort:\n",
    "nonPTR_df.to_csv('nonPTR_cohort.csv', index = False)\n",
    "\n",
    "# metabolomics cohort:\n",
    "metabolomics = pd.merge(nonPTR_df,rawmet, on=['public_client_id'])\n",
    "metabolomics = metabolomics.drop_duplicates(subset='public_client_id')\n",
    "metabolomics.set_index('public_client_id').to_csv('metabolomics.csv')\n",
    "metabolomics.set_index('public_client_id').iloc[:,11:].transpose().to_csv('metabolomics_count.csv')\n",
    "\n",
    "# gut microbiome cohort:\n",
    "gutmicrobiome = pd.merge(nonPTR_df,dash, on=['public_client_id'])\n",
    "gutmicrobiome = pd.merge(gutmicrobiome,taxa, on=['public_client_id'])\n",
    "gutmicrobiome = gutmicrobiome.drop_duplicates(subset='public_client_id')\n",
    "gutmicrobiome.set_index('public_client_id').to_csv('gutmicrobiome.csv')\n",
    "gutmicrobiome.set_index('public_client_id').iloc[:,12:].transpose().to_csv('gutmicrobiome_count.csv')\n",
    "\n",
    "gutmicrobiome_plotting = pd.merge(nonPTR_df,dash, on=['public_client_id'])\n",
    "gutmicrobiome_plotting = pd.merge(gutmicrobiome_plotting,clr_taxa, on=['public_client_id'])\n",
    "gutmicrobiome_plotting = gutmicrobiome_plotting.drop_duplicates(subset='public_client_id')\n",
    "gutmicrobiome_plotting.set_index('public_client_id').to_csv('gutmicrobiome_plotting.csv')\n",
    "gutmicrobiome_plotting.set_index('public_client_id').iloc[:,12:].transpose().to_csv('gutmicrobiome_plotting_count.csv')\n",
    "\n",
    "# proteomics cohort:\n",
    "proteomics = pd.merge(nonPTR_df,pro, on=['public_client_id'])\n",
    "proteomics = proteomics.drop_duplicates(subset='public_client_id')\n",
    "proteomics = proteomics.drop(['days_in_program','days_since_first_call','days_since_first_draw'],axis=1)\n",
    "proteomics.set_index('public_client_id').to_csv('proteomics.csv')\n",
    "proteomics.set_index('public_client_id').iloc[:,11:].transpose().to_csv('proteomics_count.csv')\n",
    "\n",
    "# clinical laboratory chemistries cohort:\n",
    "chemistries = pd.merge(nonPTR_df.iloc[:,:13],chemdf.drop(['LDL-CHOL CALCULATION', 'CRP HIGH SENSITIVITY', 'GLYCOHEMOGLOBIN A1C'], axis=1), on=['public_client_id'])\n",
    "chemistries = chemistries.drop_duplicates(subset='public_client_id')\n",
    "chemistries.set_index('public_client_id').to_csv('chemistries.csv')\n",
    "chemistries.set_index('public_client_id').iloc[:,11:].transpose().to_csv('chemistries_count.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "assessment:vitals:race:enum\n",
       "(0) White                                        2562\n",
       "(2) Asian                                         262\n",
       "(5) Other                                         144\n",
       "(1) Black or African-American                      98\n",
       "(3) Native Hawaiian or other Pacific Islander      20\n",
       "(4) American Indian or Alaska Native                9\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Additional operations and information\n",
    "# get demographics data\n",
    "lifestyle['assessment:vitals:race:enum'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3095"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lifestyle['assessment:vitals:race:enum'].dropna().shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "assessment:vitals:ethnicity:enum\n",
       "(1) Non-Hispanic    2897\n",
       "(0) Hispanic         198\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lifestyle['assessment:vitals:ethnicity:enum'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "assessment:vitals:race:enum                    assessment:vitals:ethnicity:enum\n",
       "(5) Other                                      (0) Hispanic                        75\n",
       "(1) Black or African-American                  (0) Hispanic                         7\n",
       "(2) Asian                                      (0) Hispanic                         2\n",
       "(3) Native Hawaiian or other Pacific Islander  (0) Hispanic                         2\n",
       "(4) American Indian or Alaska Native           (0) Hispanic                         2\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hispanic = lifestyle.filter(items = ['assessment:vitals:race:enum','assessment:vitals:ethnicity:enum'])\n",
    "hispanic[(hispanic['assessment:vitals:ethnicity:enum']=='(0) Hispanic') & (hispanic['assessment:vitals:race:enum']!='(0) White')].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>6127</th>\n",
       "      <td>M</td>\n",
       "      <td>55.0</td>\n",
       "      <td>MUMA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2140 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sex   age public_client_id\n",
       "0      M  54.0         01000552\n",
       "5      M  49.0         01001548\n",
       "10     M  26.0         01002192\n",
       "18     M  47.0         01003555\n",
       "19     M  27.0         01003662\n",
       "...   ..   ...              ...\n",
       "6119   M  78.0         HX978690\n",
       "6121   M  45.0         HX981293\n",
       "6122   M  69.0         HX993544\n",
       "6125   M  39.0         HX999862\n",
       "6127   M  55.0             MUMA\n",
       "\n",
       "[2140 rows x 3 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biodf[biodf['sex'] == 'M'] # number of males is 2140"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>public_client_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>F</td>\n",
       "      <td>52.0</td>\n",
       "      <td>01000978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F</td>\n",
       "      <td>48.0</td>\n",
       "      <td>01001181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>F</td>\n",
       "      <td>61.0</td>\n",
       "      <td>01001298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>F</td>\n",
       "      <td>31.0</td>\n",
       "      <td>01001467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>F</td>\n",
       "      <td>54.0</td>\n",
       "      <td>01001621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6128</th>\n",
       "      <td>F</td>\n",
       "      <td>44.0</td>\n",
       "      <td>QIRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6129</th>\n",
       "      <td>F</td>\n",
       "      <td>32.0</td>\n",
       "      <td>ZU273983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6130</th>\n",
       "      <td>F</td>\n",
       "      <td>35.0</td>\n",
       "      <td>ZU612255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6131</th>\n",
       "      <td>F</td>\n",
       "      <td>37.0</td>\n",
       "      <td>ZU621944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6132</th>\n",
       "      <td>F</td>\n",
       "      <td>55.0</td>\n",
       "      <td>ZU687756</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3993 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sex   age public_client_id\n",
       "1      F  52.0         01000978\n",
       "2      F  48.0         01001181\n",
       "3      F  61.0         01001298\n",
       "4      F  31.0         01001467\n",
       "6      F  54.0         01001621\n",
       "...   ..   ...              ...\n",
       "6128   F  44.0             QIRL\n",
       "6129   F  32.0         ZU273983\n",
       "6130   F  35.0         ZU612255\n",
       "6131   F  37.0         ZU621944\n",
       "6132   F  55.0         ZU687756\n",
       "\n",
       "[3993 rows x 3 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biodf[biodf['sex'] == 'F'] # number of females is 3993"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>public_client_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M</td>\n",
       "      <td>54.0</td>\n",
       "      <td>01000552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>F</td>\n",
       "      <td>52.0</td>\n",
       "      <td>01000978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F</td>\n",
       "      <td>48.0</td>\n",
       "      <td>01001181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>F</td>\n",
       "      <td>61.0</td>\n",
       "      <td>01001298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>F</td>\n",
       "      <td>31.0</td>\n",
       "      <td>01001467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6128</th>\n",
       "      <td>F</td>\n",
       "      <td>44.0</td>\n",
       "      <td>QIRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6129</th>\n",
       "      <td>F</td>\n",
       "      <td>32.0</td>\n",
       "      <td>ZU273983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6130</th>\n",
       "      <td>F</td>\n",
       "      <td>35.0</td>\n",
       "      <td>ZU612255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6131</th>\n",
       "      <td>F</td>\n",
       "      <td>37.0</td>\n",
       "      <td>ZU621944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6132</th>\n",
       "      <td>F</td>\n",
       "      <td>55.0</td>\n",
       "      <td>ZU687756</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6133 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sex   age public_client_id\n",
       "0      M  54.0         01000552\n",
       "1      F  52.0         01000978\n",
       "2      F  48.0         01001181\n",
       "3      F  61.0         01001298\n",
       "4      F  31.0         01001467\n",
       "...   ..   ...              ...\n",
       "6128   F  44.0             QIRL\n",
       "6129   F  32.0         ZU273983\n",
       "6130   F  35.0         ZU612255\n",
       "6131   F  37.0         ZU621944\n",
       "6132   F  55.0         ZU687756\n",
       "\n",
       "[6133 rows x 3 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biodf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.651067992825697\n"
     ]
    }
   ],
   "source": [
    "#get average and stdev of various factors in cells below\n",
    "print(3993/6133)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27.151684222650097"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bmi.BMI_CALC.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.89026033228982"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bmi.BMI_CALC.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "46.3634436654166"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biodf.age.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12.960027386597147"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "biodf.age.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "89.06766883034909"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eGFR.eGFR.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20.203367860462112"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eGFR.eGFR.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.395680606806068"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blood['CRP HIGH SENSITIVITY'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.758290949918183"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blood['CRP HIGH SENSITIVITY'].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "114.17275541795665"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blood['LDL-CHOL CALCULATION'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33.77058782317881"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blood['LDL-CHOL CALCULATION'].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.493949958982773"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blood['GLYCOHEMOGLOBIN A1C'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5742922554097244"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blood['GLYCOHEMOGLOBIN A1C'].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "151"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5764"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(lifestyle.public_client_id.count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/users/jajohnso/miniconda3/envs/arivale-py/lib/python3.11/site-packages/arivale_data_interface/snapshots_interface.py:271: DeprecationWarning: `assessments_medications` is slated for deprecation and will be part of `assessments` with raw data will be available in `assessments_raw`\n",
      "  check_deprecation(name) # check if requested snapshot is to be deprecated\n",
      "/users/jajohnso/miniconda3/envs/arivale-py/lib/python3.11/site-packages/arivale_data_interface/snapshots_interface.py:271: DeprecationWarning: `assessments_health_history_new` is slated for deprecation and will be part of `assessments` with raw data will be available in `assessments_raw`\n",
      "  check_deprecation(name) # check if requested snapshot is to be deprecated\n",
      "/users/jajohnso/miniconda3/envs/arivale-py/lib/python3.11/site-packages/arivale_data_interface/snapshots_interface.py:271: DeprecationWarning: `assessments_digestive_health` is slated for deprecation and will be part of `assessments` with raw data will be available in `assessments_raw`\n",
      "  check_deprecation(name) # check if requested snapshot is to be deprecated\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "7       01001798\n",
       "16      01003662\n",
       "22      01004551\n",
       "29      01005100\n",
       "30      01005935\n",
       "          ...   \n",
       "3742    HX411182\n",
       "3749    HX611763\n",
       "3750    HX662917\n",
       "3752    HX748976\n",
       "3761        INEW\n",
       "Name: public_client_id, Length: 445, dtype: object"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Testing\n",
    "laxmed = adi.get_snapshot('assessments')\n",
    "laxmed = laxmed[['public_client_id','days_in_program','assessment:digestion:laxatives:enum']]\n",
    "cholmed = adi.get_snapshot('assessments_medications')\n",
    "cholmed = cholmed[['public_client_id','days_in_program','meds_cholesterol','meds_blood_pressure']]\n",
    "laxmed = laxmed.rename(columns={'assessment:digestion:laxatives:enum':'meds_laxatives'})\n",
    "meds = pd.merge(laxmed,cholmed)\n",
    "meds\n",
    "\n",
    "#remove those who report (Yes) below from the regression cohort.\n",
    "hh = adi.get_snapshot('assessments_health_history_new')\n",
    "dig = adi.get_snapshot('assessments_digestive_health')\n",
    "#hh2 = adi.get_snapshot('assessments_health_history_old')\n",
    "\n",
    "\n",
    "#Retrieve miscellaneous digestive health indicators: \n",
    "lifestyle = adi.get_snapshot('assessments') \n",
    "lifestyle = lifestyle.drop_duplicates(subset='public_client_id')\n",
    "lifestyle = lifestyle.sort_values('days_in_program',ascending=True)\n",
    "\n",
    "#diabetes = hh[['public_client_id','assessment:health-history:diabetes_adult:self_current']]\n",
    "\n",
    "meds = meds[['public_client_id','meds_laxatives','meds_cholesterol','meds_blood_pressure']]\n",
    "\n",
    "#common_columns = list(set(hh.columns).intersection(hh2.columns))\n",
    "digest = pd.merge(hh,dig, on = list(['vendor','days_in_program','days_since_first_call','days_since_first_draw','month','weekday','season',\"public_client_id\"]))\n",
    "#digest = pd.merge(digest,dig, on = 'public_client_id')\n",
    "#digest = pd.merge(digest, diabetes, on = 'public_client_id')\n",
    "digest = pd.merge(digest, meds, on = \"public_client_id\")\n",
    "\n",
    "common_columns = list(set(digest.columns).intersection(lifestyle.columns))\n",
    "digest = pd.merge(digest, lifestyle, on=common_columns)\n",
    "\n",
    "# create a list of values to check\n",
    "values = ['Yes', 'Y', 'True','TRUE',True, 1\n",
    "          ,'(3) Once per week or less', '(1) Daily','(2) Several times per week', '(2) Currently'\n",
    "         ]\n",
    "\n",
    "kidney_substrings_to_detect = ['public_client_id','kidney_disease','bladder_kidney','kidney_cancer','kidney_failure']\n",
    "gi_substrings_to_detect = ['public_client_id','ulcerative_colitis', 'celiac_disease', 'colonic_crohns','ileal_crohns','diverticulosis','inflammatory_bowel','irritable_bowel','gerd','peptic_ulcer']\n",
    "\n",
    "substrings_to_exclude = ['siblings','sister','mother','family','father','paternal','maternal','grandparent','self_past','gt1ya']\n",
    "\n",
    "inclusion_mask = digest.columns.str.contains('|'.join(gi_substrings_to_detect))\n",
    "exclusion_mask = digest.columns.str.contains('|'.join(substrings_to_exclude))\n",
    "\n",
    "final_mask = inclusion_mask & ~exclusion_mask\n",
    "alternative_mask = ~(np.insert(inclusion_mask[1:],0,False) & ~exclusion_mask)\n",
    "mask_df = digest.loc[:, final_mask]  # Selects columns based on the mask\n",
    "\n",
    "matching_indexes = mask_df[mask_df.isin(values).any(axis=1)].public_client_id.values\n",
    "\n",
    "digest = digest.loc[digest.public_client_id.isin(matching_indexes)].drop_duplicates(subset='public_client_id')\n",
    "\n",
    "digest = digest.loc[:, alternative_mask]\n",
    "\n",
    "result = digest['public_client_id']\n",
    "result\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "445"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5764"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(lifestyle.public_client_id.count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.026197085357390702\n"
     ]
    }
   ],
   "source": [
    "print(151/5764)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.07720333102012492\n"
     ]
    }
   ],
   "source": [
    "print(445/5764)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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