From 21341dbebd7adb074317df8d444d7920332b1a1b Mon Sep 17 00:00:00 2001
From: Ward Weistra <ward@thehyve.nl>
Date: Tue, 9 May 2017 14:24:05 +0200
Subject: [PATCH] Removing output and including studies and patients call

---
 EXERCISE 3 - pathways.ipynb                 | 10633 +-----------------
 EXERCISE TranSMART REST API V2 (2017).ipynb |   654 +-
 2 files changed, 119 insertions(+), 11168 deletions(-)

diff --git a/EXERCISE 3 - pathways.ipynb b/EXERCISE 3 - pathways.ipynb
index 06f824a..7932876 100644
--- a/EXERCISE 3 - pathways.ipynb	
+++ b/EXERCISE 3 - pathways.ipynb	
@@ -27,38 +27,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Username:admin\n",
-      "Password:········\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'SUCCESS'"
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import getpass\n",
     "from transmart_api import TransmartApi\n",
     "\n",
     "api = TransmartApi(\n",
-    "    host = 'http://postgres-demo.transmartfoundation.org/transmart',\n",
+    "    host = 'http://postgres-test.transmartfoundation.org/transmart',\n",
     "    user = input('Username:'),\n",
     "    password = getpass.getpass('Password:'),\n",
     "    apiversion = 1)\n",
@@ -82,7 +63,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "collapsed": true,
     "deletable": true,
@@ -91,6 +72,7 @@
    "outputs": [],
    "source": [
     "import pandas\n",
+    "from pandas.io.json import json_normalize\n",
     "\n",
     "pandas.set_option('max_colwidth', 1000)\n",
     "pandas.set_option(\"display.max_rows\",100)"
@@ -108,7 +90,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "studies = api.get_studies()\n",
+    "json_normalize(studies['studies'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
@@ -117,8 +111,6 @@
    },
    "outputs": [],
    "source": [
-    "from pandas.io.json import json_normalize\n",
-    "\n",
     "study_id = 'GSE8581'\n",
     "obs = api.get_observations(study = study_id)\n",
     "obs_df1 = json_normalize(obs)"
@@ -126,1217 +118,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>label</th>\n",
-       "      <th>subject.age</th>\n",
-       "      <th>subject.birthDate</th>\n",
-       "      <th>subject.deathDate</th>\n",
-       "      <th>subject.id</th>\n",
-       "      <th>subject.inTrialId</th>\n",
-       "      <th>subject.maritalStatus</th>\n",
-       "      <th>subject.race</th>\n",
-       "      <th>subject.religion</th>\n",
-       "      <th>subject.sex</th>\n",
-       "      <th>subject.trial</th>\n",
-       "      <th>value</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1213</td>\n",
-       "      <td>GSE8581GSM210006</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>E</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1213</td>\n",
-       "      <td>GSE8581GSM210006</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1213</td>\n",
-       "      <td>GSE8581GSM210006</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>1.41</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1213</td>\n",
-       "      <td>GSE8581GSM210006</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>51</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1213</td>\n",
-       "      <td>GSE8581GSM210006</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>65</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1213</td>\n",
-       "      <td>GSE8581GSM210006</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>66</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1213</td>\n",
-       "      <td>GSE8581GSM210006</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1213</td>\n",
-       "      <td>GSE8581GSM210006</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1213</td>\n",
-       "      <td>GSE8581GSM210006</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Afro American</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1213</td>\n",
-       "      <td>GSE8581GSM210006</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1214</td>\n",
-       "      <td>GSE8581GSM212788</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>E</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1214</td>\n",
-       "      <td>GSE8581GSM212788</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1214</td>\n",
-       "      <td>GSE8581GSM212788</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>1.29</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1214</td>\n",
-       "      <td>GSE8581GSM212788</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>53</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1214</td>\n",
-       "      <td>GSE8581GSM212788</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>77</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1214</td>\n",
-       "      <td>GSE8581GSM212788</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>67</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1214</td>\n",
-       "      <td>GSE8581GSM212788</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1214</td>\n",
-       "      <td>GSE8581GSM212788</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1214</td>\n",
-       "      <td>GSE8581GSM212788</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Caucasian</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>77</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1214</td>\n",
-       "      <td>GSE8581GSM212788</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...</td>\n",
-       "      <td>55</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1215</td>\n",
-       "      <td>GSE8581GSM212067</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>E</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>55</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1215</td>\n",
-       "      <td>GSE8581GSM212067</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>inflammation</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>55</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1215</td>\n",
-       "      <td>GSE8581GSM212067</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>4.04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>55</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1215</td>\n",
-       "      <td>GSE8581GSM212067</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>79</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>55</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1215</td>\n",
-       "      <td>GSE8581GSM212067</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>55</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>55</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1215</td>\n",
-       "      <td>GSE8581GSM212067</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>69</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>55</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1215</td>\n",
-       "      <td>GSE8581GSM212067</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>control</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>55</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1215</td>\n",
-       "      <td>GSE8581GSM212067</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>55</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1215</td>\n",
-       "      <td>GSE8581GSM212067</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Caucasian</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>55</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1215</td>\n",
-       "      <td>GSE8581GSM212067</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>male</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>550</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...</td>\n",
-       "      <td>64</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1268</td>\n",
-       "      <td>GSE8581GSM212854</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>E</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>551</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>64</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1268</td>\n",
-       "      <td>GSE8581GSM212854</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>552</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>64</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1268</td>\n",
-       "      <td>GSE8581GSM212854</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>2.26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>553</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>64</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1268</td>\n",
-       "      <td>GSE8581GSM212854</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>83</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>554</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>64</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1268</td>\n",
-       "      <td>GSE8581GSM212854</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>64</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>555</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>64</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1268</td>\n",
-       "      <td>GSE8581GSM212854</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>66</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>556</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>64</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1268</td>\n",
-       "      <td>GSE8581GSM212854</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>not specified</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>557</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>64</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1268</td>\n",
-       "      <td>GSE8581GSM212854</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>558</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>64</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1268</td>\n",
-       "      <td>GSE8581GSM212854</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Caucasian</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>559</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>64</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1268</td>\n",
-       "      <td>GSE8581GSM212854</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>MALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>560</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1269</td>\n",
-       "      <td>GSE8581GSM210188</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>E</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>561</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1269</td>\n",
-       "      <td>GSE8581GSM210188</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>metastatic non-small cell adenocarcinoma</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>562</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1269</td>\n",
-       "      <td>GSE8581GSM210188</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>1.2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>563</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1269</td>\n",
-       "      <td>GSE8581GSM210188</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>72</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>564</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1269</td>\n",
-       "      <td>GSE8581GSM210188</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>65</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>565</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1269</td>\n",
-       "      <td>GSE8581GSM210188</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>63</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>566</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1269</td>\n",
-       "      <td>GSE8581GSM210188</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>not specified</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>567</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1269</td>\n",
-       "      <td>GSE8581GSM210188</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>568</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1269</td>\n",
-       "      <td>GSE8581GSM210188</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Caucasian</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>569</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>65</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1269</td>\n",
-       "      <td>GSE8581GSM210188</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>570</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...</td>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1270</td>\n",
-       "      <td>GSE8581GSM212810</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>E</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>571</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1270</td>\n",
-       "      <td>GSE8581GSM212810</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>572</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1270</td>\n",
-       "      <td>GSE8581GSM212810</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>0.88</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>573</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...</td>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1270</td>\n",
-       "      <td>GSE8581GSM212810</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>52</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>574</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1270</td>\n",
-       "      <td>GSE8581GSM212810</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>52</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>575</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1270</td>\n",
-       "      <td>GSE8581GSM212810</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>66</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>576</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1270</td>\n",
-       "      <td>GSE8581GSM212810</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>577</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1270</td>\n",
-       "      <td>GSE8581GSM212810</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>578</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1270</td>\n",
-       "      <td>GSE8581GSM212810</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>Caucasian</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>579</th>\n",
-       "      <td>\\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...</td>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1270</td>\n",
-       "      <td>GSE8581GSM212810</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>FEMALE</td>\n",
-       "      <td>GSE8581</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>580 rows × 12 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                 label  subject.age  \\\n",
-       "0    \\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...           65   \n",
-       "1    \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           65   \n",
-       "2    \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           65   \n",
-       "3    \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           65   \n",
-       "4    \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "5    \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "6    \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "7    \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "8    \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "9    \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "10   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...           77   \n",
-       "11   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           77   \n",
-       "12   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           77   \n",
-       "13   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           77   \n",
-       "14   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           77   \n",
-       "15   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           77   \n",
-       "16   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           77   \n",
-       "17   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           77   \n",
-       "18   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           77   \n",
-       "19   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           77   \n",
-       "20   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...           55   \n",
-       "21   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           55   \n",
-       "22   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           55   \n",
-       "23   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           55   \n",
-       "24   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           55   \n",
-       "25   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           55   \n",
-       "26   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           55   \n",
-       "27   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           55   \n",
-       "28   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           55   \n",
-       "29   \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           55   \n",
-       "..                                                 ...          ...   \n",
-       "550  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...           64   \n",
-       "551  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           64   \n",
-       "552  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           64   \n",
-       "553  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           64   \n",
-       "554  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           64   \n",
-       "555  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           64   \n",
-       "556  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           64   \n",
-       "557  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           64   \n",
-       "558  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           64   \n",
-       "559  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           64   \n",
-       "560  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...           65   \n",
-       "561  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           65   \n",
-       "562  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           65   \n",
-       "563  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           65   \n",
-       "564  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "565  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "566  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "567  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "568  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "569  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           65   \n",
-       "570  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Biom...           52   \n",
-       "571  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           52   \n",
-       "572  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           52   \n",
-       "573  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Endp...           52   \n",
-       "574  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           52   \n",
-       "575  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           52   \n",
-       "576  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           52   \n",
-       "577  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           52   \n",
-       "578  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           52   \n",
-       "579  \\Public Studies\\COPD_Bhattacharya_GSE8581\\Subj...           52   \n",
-       "\n",
-       "    subject.birthDate subject.deathDate  subject.id subject.inTrialId  \\\n",
-       "0                None              None        1213  GSE8581GSM210006   \n",
-       "1                None              None        1213  GSE8581GSM210006   \n",
-       "2                None              None        1213  GSE8581GSM210006   \n",
-       "3                None              None        1213  GSE8581GSM210006   \n",
-       "4                None              None        1213  GSE8581GSM210006   \n",
-       "5                None              None        1213  GSE8581GSM210006   \n",
-       "6                None              None        1213  GSE8581GSM210006   \n",
-       "7                None              None        1213  GSE8581GSM210006   \n",
-       "8                None              None        1213  GSE8581GSM210006   \n",
-       "9                None              None        1213  GSE8581GSM210006   \n",
-       "10               None              None        1214  GSE8581GSM212788   \n",
-       "11               None              None        1214  GSE8581GSM212788   \n",
-       "12               None              None        1214  GSE8581GSM212788   \n",
-       "13               None              None        1214  GSE8581GSM212788   \n",
-       "14               None              None        1214  GSE8581GSM212788   \n",
-       "15               None              None        1214  GSE8581GSM212788   \n",
-       "16               None              None        1214  GSE8581GSM212788   \n",
-       "17               None              None        1214  GSE8581GSM212788   \n",
-       "18               None              None        1214  GSE8581GSM212788   \n",
-       "19               None              None        1214  GSE8581GSM212788   \n",
-       "20               None              None        1215  GSE8581GSM212067   \n",
-       "21               None              None        1215  GSE8581GSM212067   \n",
-       "22               None              None        1215  GSE8581GSM212067   \n",
-       "23               None              None        1215  GSE8581GSM212067   \n",
-       "24               None              None        1215  GSE8581GSM212067   \n",
-       "25               None              None        1215  GSE8581GSM212067   \n",
-       "26               None              None        1215  GSE8581GSM212067   \n",
-       "27               None              None        1215  GSE8581GSM212067   \n",
-       "28               None              None        1215  GSE8581GSM212067   \n",
-       "29               None              None        1215  GSE8581GSM212067   \n",
-       "..                ...               ...         ...               ...   \n",
-       "550              None              None        1268  GSE8581GSM212854   \n",
-       "551              None              None        1268  GSE8581GSM212854   \n",
-       "552              None              None        1268  GSE8581GSM212854   \n",
-       "553              None              None        1268  GSE8581GSM212854   \n",
-       "554              None              None        1268  GSE8581GSM212854   \n",
-       "555              None              None        1268  GSE8581GSM212854   \n",
-       "556              None              None        1268  GSE8581GSM212854   \n",
-       "557              None              None        1268  GSE8581GSM212854   \n",
-       "558              None              None        1268  GSE8581GSM212854   \n",
-       "559              None              None        1268  GSE8581GSM212854   \n",
-       "560              None              None        1269  GSE8581GSM210188   \n",
-       "561              None              None        1269  GSE8581GSM210188   \n",
-       "562              None              None        1269  GSE8581GSM210188   \n",
-       "563              None              None        1269  GSE8581GSM210188   \n",
-       "564              None              None        1269  GSE8581GSM210188   \n",
-       "565              None              None        1269  GSE8581GSM210188   \n",
-       "566              None              None        1269  GSE8581GSM210188   \n",
-       "567              None              None        1269  GSE8581GSM210188   \n",
-       "568              None              None        1269  GSE8581GSM210188   \n",
-       "569              None              None        1269  GSE8581GSM210188   \n",
-       "570              None              None        1270  GSE8581GSM212810   \n",
-       "571              None              None        1270  GSE8581GSM212810   \n",
-       "572              None              None        1270  GSE8581GSM212810   \n",
-       "573              None              None        1270  GSE8581GSM212810   \n",
-       "574              None              None        1270  GSE8581GSM212810   \n",
-       "575              None              None        1270  GSE8581GSM212810   \n",
-       "576              None              None        1270  GSE8581GSM212810   \n",
-       "577              None              None        1270  GSE8581GSM212810   \n",
-       "578              None              None        1270  GSE8581GSM212810   \n",
-       "579              None              None        1270  GSE8581GSM212810   \n",
-       "\n",
-       "    subject.maritalStatus   subject.race subject.religion subject.sex  \\\n",
-       "0                    None  Afro American             None      FEMALE   \n",
-       "1                    None  Afro American             None      FEMALE   \n",
-       "2                    None  Afro American             None      FEMALE   \n",
-       "3                    None  Afro American             None      FEMALE   \n",
-       "4                    None  Afro American             None      FEMALE   \n",
-       "5                    None  Afro American             None      FEMALE   \n",
-       "6                    None  Afro American             None      FEMALE   \n",
-       "7                    None  Afro American             None      FEMALE   \n",
-       "8                    None  Afro American             None      FEMALE   \n",
-       "9                    None  Afro American             None      FEMALE   \n",
-       "10                   None      Caucasian             None      FEMALE   \n",
-       "11                   None      Caucasian             None      FEMALE   \n",
-       "12                   None      Caucasian             None      FEMALE   \n",
-       "13                   None      Caucasian             None      FEMALE   \n",
-       "14                   None      Caucasian             None      FEMALE   \n",
-       "15                   None      Caucasian             None      FEMALE   \n",
-       "16                   None      Caucasian             None      FEMALE   \n",
-       "17                   None      Caucasian             None      FEMALE   \n",
-       "18                   None      Caucasian             None      FEMALE   \n",
-       "19                   None      Caucasian             None      FEMALE   \n",
-       "20                   None      Caucasian             None        MALE   \n",
-       "21                   None      Caucasian             None        MALE   \n",
-       "22                   None      Caucasian             None        MALE   \n",
-       "23                   None      Caucasian             None        MALE   \n",
-       "24                   None      Caucasian             None        MALE   \n",
-       "25                   None      Caucasian             None        MALE   \n",
-       "26                   None      Caucasian             None        MALE   \n",
-       "27                   None      Caucasian             None        MALE   \n",
-       "28                   None      Caucasian             None        MALE   \n",
-       "29                   None      Caucasian             None        MALE   \n",
-       "..                    ...            ...              ...         ...   \n",
-       "550                  None      Caucasian             None        MALE   \n",
-       "551                  None      Caucasian             None        MALE   \n",
-       "552                  None      Caucasian             None        MALE   \n",
-       "553                  None      Caucasian             None        MALE   \n",
-       "554                  None      Caucasian             None        MALE   \n",
-       "555                  None      Caucasian             None        MALE   \n",
-       "556                  None      Caucasian             None        MALE   \n",
-       "557                  None      Caucasian             None        MALE   \n",
-       "558                  None      Caucasian             None        MALE   \n",
-       "559                  None      Caucasian             None        MALE   \n",
-       "560                  None      Caucasian             None      FEMALE   \n",
-       "561                  None      Caucasian             None      FEMALE   \n",
-       "562                  None      Caucasian             None      FEMALE   \n",
-       "563                  None      Caucasian             None      FEMALE   \n",
-       "564                  None      Caucasian             None      FEMALE   \n",
-       "565                  None      Caucasian             None      FEMALE   \n",
-       "566                  None      Caucasian             None      FEMALE   \n",
-       "567                  None      Caucasian             None      FEMALE   \n",
-       "568                  None      Caucasian             None      FEMALE   \n",
-       "569                  None      Caucasian             None      FEMALE   \n",
-       "570                  None      Caucasian             None      FEMALE   \n",
-       "571                  None      Caucasian             None      FEMALE   \n",
-       "572                  None      Caucasian             None      FEMALE   \n",
-       "573                  None      Caucasian             None      FEMALE   \n",
-       "574                  None      Caucasian             None      FEMALE   \n",
-       "575                  None      Caucasian             None      FEMALE   \n",
-       "576                  None      Caucasian             None      FEMALE   \n",
-       "577                  None      Caucasian             None      FEMALE   \n",
-       "578                  None      Caucasian             None      FEMALE   \n",
-       "579                  None      Caucasian             None      FEMALE   \n",
-       "\n",
-       "    subject.trial                                     value  \n",
-       "0         GSE8581                                         E  \n",
-       "1         GSE8581             non-small cell adenocarcinoma  \n",
-       "2         GSE8581                                      1.41  \n",
-       "3         GSE8581                                        51  \n",
-       "4         GSE8581                                        65  \n",
-       "5         GSE8581                                        66  \n",
-       "6         GSE8581     chronic obstructive pulmonary disease  \n",
-       "7         GSE8581                              Homo sapiens  \n",
-       "8         GSE8581                             Afro American  \n",
-       "9         GSE8581                                    female  \n",
-       "10        GSE8581                                         E  \n",
-       "11        GSE8581    non-small cell squamous cell carcinoma  \n",
-       "12        GSE8581                                      1.29  \n",
-       "13        GSE8581                                        53  \n",
-       "14        GSE8581                                        77  \n",
-       "15        GSE8581                                        67  \n",
-       "16        GSE8581     chronic obstructive pulmonary disease  \n",
-       "17        GSE8581                              Homo sapiens  \n",
-       "18        GSE8581                                 Caucasian  \n",
-       "19        GSE8581                                    female  \n",
-       "20        GSE8581                                         E  \n",
-       "21        GSE8581                              inflammation  \n",
-       "22        GSE8581                                      4.04  \n",
-       "23        GSE8581                                        79  \n",
-       "24        GSE8581                                        55  \n",
-       "25        GSE8581                                        69  \n",
-       "26        GSE8581                                   control  \n",
-       "27        GSE8581                              Homo sapiens  \n",
-       "28        GSE8581                                 Caucasian  \n",
-       "29        GSE8581                                      male  \n",
-       "..            ...                                       ...  \n",
-       "550       GSE8581                                         E  \n",
-       "551       GSE8581             non-small cell adenocarcinoma  \n",
-       "552       GSE8581                                      2.26  \n",
-       "553       GSE8581                                        83  \n",
-       "554       GSE8581                                        64  \n",
-       "555       GSE8581                                        66  \n",
-       "556       GSE8581                             not specified  \n",
-       "557       GSE8581                              Homo sapiens  \n",
-       "558       GSE8581                                 Caucasian  \n",
-       "559       GSE8581                                      male  \n",
-       "560       GSE8581                                         E  \n",
-       "561       GSE8581  metastatic non-small cell adenocarcinoma  \n",
-       "562       GSE8581                                       1.2  \n",
-       "563       GSE8581                                        72  \n",
-       "564       GSE8581                                        65  \n",
-       "565       GSE8581                                        63  \n",
-       "566       GSE8581                             not specified  \n",
-       "567       GSE8581                              Homo sapiens  \n",
-       "568       GSE8581                                 Caucasian  \n",
-       "569       GSE8581                                    female  \n",
-       "570       GSE8581                                         E  \n",
-       "571       GSE8581    non-small cell squamous cell carcinoma  \n",
-       "572       GSE8581                                      0.88  \n",
-       "573       GSE8581                                        52  \n",
-       "574       GSE8581                                        52  \n",
-       "575       GSE8581                                        66  \n",
-       "576       GSE8581     chronic obstructive pulmonary disease  \n",
-       "577       GSE8581                              Homo sapiens  \n",
-       "578       GSE8581                                 Caucasian  \n",
-       "579       GSE8581                                    female  \n",
-       "\n",
-       "[580 rows x 12 columns]"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "obs_df1"
    ]
@@ -1353,1186 +141,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/lib/python3.5/site-packages/ipykernel/__main__.py:2: FutureWarning: convert_objects is deprecated.  Use the data-type specific converters pd.to_datetime, pd.to_timedelta and pd.to_numeric.\n",
-      "  from ipykernel import kernelapp as app\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th>label</th>\n",
-       "      <th>Biomarker Data\\Affymetrix Human Genome U133 Plus 2.0 Array</th>\n",
-       "      <th>Endpoints\\Diagnosis</th>\n",
-       "      <th>Endpoints\\FEV1</th>\n",
-       "      <th>Endpoints\\Forced Expiratory Volume Ratio</th>\n",
-       "      <th>Subjects\\Age</th>\n",
-       "      <th>Subjects\\Height (inch)</th>\n",
-       "      <th>Subjects\\Lung Disease</th>\n",
-       "      <th>Subjects\\Organism</th>\n",
-       "      <th>Subjects\\Race</th>\n",
-       "      <th>Subjects\\Sex</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>subject.inTrialId</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210004</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>2.54</td>\n",
-       "      <td>58.00</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210005</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>1.69</td>\n",
-       "      <td>83.66</td>\n",
-       "      <td>84.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210006</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>1.41</td>\n",
-       "      <td>51.00</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210007</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.51</td>\n",
-       "      <td>80.96</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210008</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>1.64</td>\n",
-       "      <td>57.00</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210009</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>2.72</td>\n",
-       "      <td>74.00</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210010</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>1.45</td>\n",
-       "      <td>73.00</td>\n",
-       "      <td>77.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210011</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>1.87</td>\n",
-       "      <td>56.00</td>\n",
-       "      <td>56.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210012</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.76</td>\n",
-       "      <td>70.58</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210014</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>1.98</td>\n",
-       "      <td>78.00</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210015</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.59</td>\n",
-       "      <td>74.00</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210071</th>\n",
-       "      <td>E</td>\n",
-       "      <td>emphysema</td>\n",
-       "      <td>1.16</td>\n",
-       "      <td>43.00</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210087</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.59</td>\n",
-       "      <td>74.00</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210090</th>\n",
-       "      <td>E</td>\n",
-       "      <td>hematoma</td>\n",
-       "      <td>4.08</td>\n",
-       "      <td>68.00</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210188</th>\n",
-       "      <td>E</td>\n",
-       "      <td>metastatic non-small cell adenocarcinoma</td>\n",
-       "      <td>1.20</td>\n",
-       "      <td>72.00</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210192</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.31</td>\n",
-       "      <td>75.00</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210193</th>\n",
-       "      <td>E</td>\n",
-       "      <td>Unknown</td>\n",
-       "      <td>1.63</td>\n",
-       "      <td>80.78</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210194</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>0.52</td>\n",
-       "      <td>58.00</td>\n",
-       "      <td>56.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210196</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.30</td>\n",
-       "      <td>74.00</td>\n",
-       "      <td>57.0</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210978</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>1.53</td>\n",
-       "      <td>74.00</td>\n",
-       "      <td>73.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210979</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.17</td>\n",
-       "      <td>76.00</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210992</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>0.90</td>\n",
-       "      <td>55.90</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210993</th>\n",
-       "      <td>E</td>\n",
-       "      <td>giant bullae</td>\n",
-       "      <td>0.40</td>\n",
-       "      <td>45.00</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>73.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210994</th>\n",
-       "      <td>E</td>\n",
-       "      <td>carcinoid</td>\n",
-       "      <td>1.69</td>\n",
-       "      <td>76.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211007</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>1.70</td>\n",
-       "      <td>59.00</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211008</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>3.66</td>\n",
-       "      <td>72.00</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211009</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>1.64</td>\n",
-       "      <td>41.00</td>\n",
-       "      <td>75.0</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211010</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>1.44</td>\n",
-       "      <td>86.00</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211865</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>2.13</td>\n",
-       "      <td>71.00</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211872</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>2.61</td>\n",
-       "      <td>70.00</td>\n",
-       "      <td>74.0</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212067</th>\n",
-       "      <td>E</td>\n",
-       "      <td>inflammation</td>\n",
-       "      <td>4.04</td>\n",
-       "      <td>79.00</td>\n",
-       "      <td>55.0</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212068</th>\n",
-       "      <td>E</td>\n",
-       "      <td>metastatic renal cell carcinoma</td>\n",
-       "      <td>1.99</td>\n",
-       "      <td>85.00</td>\n",
-       "      <td>78.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212069</th>\n",
-       "      <td>E</td>\n",
-       "      <td>no malignancy</td>\n",
-       "      <td>1.60</td>\n",
-       "      <td>77.00</td>\n",
-       "      <td>81.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212070</th>\n",
-       "      <td>E</td>\n",
-       "      <td>carcinoid</td>\n",
-       "      <td>3.70</td>\n",
-       "      <td>81.86</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212074</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>2.06</td>\n",
-       "      <td>54.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212075</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>1.30</td>\n",
-       "      <td>78.00</td>\n",
-       "      <td>79.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Afro American</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212787</th>\n",
-       "      <td>E</td>\n",
-       "      <td>NSC-Mixed</td>\n",
-       "      <td>3.66</td>\n",
-       "      <td>78.00</td>\n",
-       "      <td>78.0</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212788</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>1.29</td>\n",
-       "      <td>53.00</td>\n",
-       "      <td>77.0</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212789</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>1.94</td>\n",
-       "      <td>86.00</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>62.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212790</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>2.83</td>\n",
-       "      <td>75.00</td>\n",
-       "      <td>54.0</td>\n",
-       "      <td>75.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212809</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>1.28</td>\n",
-       "      <td>89.00</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>65.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212810</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>0.88</td>\n",
-       "      <td>52.00</td>\n",
-       "      <td>52.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212811</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>1.37</td>\n",
-       "      <td>82.00</td>\n",
-       "      <td>77.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212848</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>0.55</td>\n",
-       "      <td>44.00</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212849</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.73</td>\n",
-       "      <td>80.00</td>\n",
-       "      <td>39.0</td>\n",
-       "      <td>73.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212850</th>\n",
-       "      <td>E</td>\n",
-       "      <td>carcinoid</td>\n",
-       "      <td>2.32</td>\n",
-       "      <td>76.00</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212852</th>\n",
-       "      <td>E</td>\n",
-       "      <td>Giant Cell Tumor</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>63.00</td>\n",
-       "      <td>72.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212853</th>\n",
-       "      <td>E</td>\n",
-       "      <td>lymphoma</td>\n",
-       "      <td>2.42</td>\n",
-       "      <td>80.00</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212854</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.26</td>\n",
-       "      <td>83.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212855</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.43</td>\n",
-       "      <td>69.00</td>\n",
-       "      <td>73.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213017</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.12</td>\n",
-       "      <td>73.00</td>\n",
-       "      <td>79.0</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213018</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.34</td>\n",
-       "      <td>81.00</td>\n",
-       "      <td>82.0</td>\n",
-       "      <td>68.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213019</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>1.70</td>\n",
-       "      <td>72.00</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213020</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>0.67</td>\n",
-       "      <td>42.00</td>\n",
-       "      <td>75.0</td>\n",
-       "      <td>63.0</td>\n",
-       "      <td>chronic obstructive pulmonary disease</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213034</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell adenocarcinoma</td>\n",
-       "      <td>2.56</td>\n",
-       "      <td>61.00</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213035</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>3.11</td>\n",
-       "      <td>73.00</td>\n",
-       "      <td>67.0</td>\n",
-       "      <td>71.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213036</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>2.68</td>\n",
-       "      <td>71.00</td>\n",
-       "      <td>59.0</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>control</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>female</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213037</th>\n",
-       "      <td>E</td>\n",
-       "      <td>non-small cell squamous cell carcinoma</td>\n",
-       "      <td>2.25</td>\n",
-       "      <td>72.00</td>\n",
-       "      <td>77.0</td>\n",
-       "      <td>66.0</td>\n",
-       "      <td>not specified</td>\n",
-       "      <td>Homo sapiens</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>male</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "label             Biomarker Data\\Affymetrix Human Genome U133 Plus 2.0 Array  \\\n",
-       "subject.inTrialId                                                              \n",
-       "GSE8581GSM210004                                                           E   \n",
-       "GSE8581GSM210005                                                           E   \n",
-       "GSE8581GSM210006                                                           E   \n",
-       "GSE8581GSM210007                                                           E   \n",
-       "GSE8581GSM210008                                                           E   \n",
-       "GSE8581GSM210009                                                           E   \n",
-       "GSE8581GSM210010                                                           E   \n",
-       "GSE8581GSM210011                                                           E   \n",
-       "GSE8581GSM210012                                                           E   \n",
-       "GSE8581GSM210014                                                           E   \n",
-       "GSE8581GSM210015                                                           E   \n",
-       "GSE8581GSM210071                                                           E   \n",
-       "GSE8581GSM210087                                                           E   \n",
-       "GSE8581GSM210090                                                           E   \n",
-       "GSE8581GSM210188                                                           E   \n",
-       "GSE8581GSM210192                                                           E   \n",
-       "GSE8581GSM210193                                                           E   \n",
-       "GSE8581GSM210194                                                           E   \n",
-       "GSE8581GSM210196                                                           E   \n",
-       "GSE8581GSM210978                                                           E   \n",
-       "GSE8581GSM210979                                                           E   \n",
-       "GSE8581GSM210992                                                           E   \n",
-       "GSE8581GSM210993                                                           E   \n",
-       "GSE8581GSM210994                                                           E   \n",
-       "GSE8581GSM211007                                                           E   \n",
-       "GSE8581GSM211008                                                           E   \n",
-       "GSE8581GSM211009                                                           E   \n",
-       "GSE8581GSM211010                                                           E   \n",
-       "GSE8581GSM211865                                                           E   \n",
-       "GSE8581GSM211872                                                           E   \n",
-       "GSE8581GSM212067                                                           E   \n",
-       "GSE8581GSM212068                                                           E   \n",
-       "GSE8581GSM212069                                                           E   \n",
-       "GSE8581GSM212070                                                           E   \n",
-       "GSE8581GSM212074                                                           E   \n",
-       "GSE8581GSM212075                                                           E   \n",
-       "GSE8581GSM212787                                                           E   \n",
-       "GSE8581GSM212788                                                           E   \n",
-       "GSE8581GSM212789                                                           E   \n",
-       "GSE8581GSM212790                                                           E   \n",
-       "GSE8581GSM212809                                                           E   \n",
-       "GSE8581GSM212810                                                           E   \n",
-       "GSE8581GSM212811                                                           E   \n",
-       "GSE8581GSM212848                                                           E   \n",
-       "GSE8581GSM212849                                                           E   \n",
-       "GSE8581GSM212850                                                           E   \n",
-       "GSE8581GSM212852                                                           E   \n",
-       "GSE8581GSM212853                                                           E   \n",
-       "GSE8581GSM212854                                                           E   \n",
-       "GSE8581GSM212855                                                           E   \n",
-       "GSE8581GSM213017                                                           E   \n",
-       "GSE8581GSM213018                                                           E   \n",
-       "GSE8581GSM213019                                                           E   \n",
-       "GSE8581GSM213020                                                           E   \n",
-       "GSE8581GSM213034                                                           E   \n",
-       "GSE8581GSM213035                                                           E   \n",
-       "GSE8581GSM213036                                                           E   \n",
-       "GSE8581GSM213037                                                           E   \n",
-       "\n",
-       "label                                   Endpoints\\Diagnosis  Endpoints\\FEV1  \\\n",
-       "subject.inTrialId                                                             \n",
-       "GSE8581GSM210004     non-small cell squamous cell carcinoma            2.54   \n",
-       "GSE8581GSM210005              non-small cell adenocarcinoma            1.69   \n",
-       "GSE8581GSM210006              non-small cell adenocarcinoma            1.41   \n",
-       "GSE8581GSM210007              non-small cell adenocarcinoma            2.51   \n",
-       "GSE8581GSM210008              non-small cell adenocarcinoma            1.64   \n",
-       "GSE8581GSM210009     non-small cell squamous cell carcinoma            2.72   \n",
-       "GSE8581GSM210010              non-small cell adenocarcinoma            1.45   \n",
-       "GSE8581GSM210011     non-small cell squamous cell carcinoma            1.87   \n",
-       "GSE8581GSM210012              non-small cell adenocarcinoma            2.76   \n",
-       "GSE8581GSM210014              non-small cell adenocarcinoma            1.98   \n",
-       "GSE8581GSM210015              non-small cell adenocarcinoma            2.59   \n",
-       "GSE8581GSM210071                                  emphysema            1.16   \n",
-       "GSE8581GSM210087              non-small cell adenocarcinoma            2.59   \n",
-       "GSE8581GSM210090                                   hematoma            4.08   \n",
-       "GSE8581GSM210188   metastatic non-small cell adenocarcinoma            1.20   \n",
-       "GSE8581GSM210192              non-small cell adenocarcinoma            2.31   \n",
-       "GSE8581GSM210193                                    Unknown            1.63   \n",
-       "GSE8581GSM210194     non-small cell squamous cell carcinoma            0.52   \n",
-       "GSE8581GSM210196              non-small cell adenocarcinoma            2.30   \n",
-       "GSE8581GSM210978              non-small cell adenocarcinoma            1.53   \n",
-       "GSE8581GSM210979              non-small cell adenocarcinoma            2.17   \n",
-       "GSE8581GSM210992     non-small cell squamous cell carcinoma            0.90   \n",
-       "GSE8581GSM210993                               giant bullae            0.40   \n",
-       "GSE8581GSM210994                                  carcinoid            1.69   \n",
-       "GSE8581GSM211007     non-small cell squamous cell carcinoma            1.70   \n",
-       "GSE8581GSM211008              non-small cell adenocarcinoma            3.66   \n",
-       "GSE8581GSM211009              non-small cell adenocarcinoma            1.64   \n",
-       "GSE8581GSM211010              non-small cell adenocarcinoma            1.44   \n",
-       "GSE8581GSM211865     non-small cell squamous cell carcinoma            2.13   \n",
-       "GSE8581GSM211872     non-small cell squamous cell carcinoma            2.61   \n",
-       "GSE8581GSM212067                               inflammation            4.04   \n",
-       "GSE8581GSM212068            metastatic renal cell carcinoma            1.99   \n",
-       "GSE8581GSM212069                              no malignancy            1.60   \n",
-       "GSE8581GSM212070                                  carcinoid            3.70   \n",
-       "GSE8581GSM212074     non-small cell squamous cell carcinoma            2.06   \n",
-       "GSE8581GSM212075     non-small cell squamous cell carcinoma            1.30   \n",
-       "GSE8581GSM212787                                  NSC-Mixed            3.66   \n",
-       "GSE8581GSM212788     non-small cell squamous cell carcinoma            1.29   \n",
-       "GSE8581GSM212789     non-small cell squamous cell carcinoma            1.94   \n",
-       "GSE8581GSM212790     non-small cell squamous cell carcinoma            2.83   \n",
-       "GSE8581GSM212809              non-small cell adenocarcinoma            1.28   \n",
-       "GSE8581GSM212810     non-small cell squamous cell carcinoma            0.88   \n",
-       "GSE8581GSM212811     non-small cell squamous cell carcinoma            1.37   \n",
-       "GSE8581GSM212848     non-small cell squamous cell carcinoma            0.55   \n",
-       "GSE8581GSM212849              non-small cell adenocarcinoma            2.73   \n",
-       "GSE8581GSM212850                                  carcinoid            2.32   \n",
-       "GSE8581GSM212852                           Giant Cell Tumor            0.99   \n",
-       "GSE8581GSM212853                                   lymphoma            2.42   \n",
-       "GSE8581GSM212854              non-small cell adenocarcinoma            2.26   \n",
-       "GSE8581GSM212855              non-small cell adenocarcinoma            2.43   \n",
-       "GSE8581GSM213017              non-small cell adenocarcinoma            2.12   \n",
-       "GSE8581GSM213018              non-small cell adenocarcinoma            2.34   \n",
-       "GSE8581GSM213019              non-small cell adenocarcinoma            1.70   \n",
-       "GSE8581GSM213020              non-small cell adenocarcinoma            0.67   \n",
-       "GSE8581GSM213034              non-small cell adenocarcinoma            2.56   \n",
-       "GSE8581GSM213035     non-small cell squamous cell carcinoma            3.11   \n",
-       "GSE8581GSM213036     non-small cell squamous cell carcinoma            2.68   \n",
-       "GSE8581GSM213037     non-small cell squamous cell carcinoma            2.25   \n",
-       "\n",
-       "label              Endpoints\\Forced Expiratory Volume Ratio  Subjects\\Age  \\\n",
-       "subject.inTrialId                                                           \n",
-       "GSE8581GSM210004                                      58.00          63.0   \n",
-       "GSE8581GSM210005                                      83.66          84.0   \n",
-       "GSE8581GSM210006                                      51.00          65.0   \n",
-       "GSE8581GSM210007                                      80.96          46.0   \n",
-       "GSE8581GSM210008                                      57.00          53.0   \n",
-       "GSE8581GSM210009                                      74.00          53.0   \n",
-       "GSE8581GSM210010                                      73.00          77.0   \n",
-       "GSE8581GSM210011                                      56.00          56.0   \n",
-       "GSE8581GSM210012                                      70.58          61.0   \n",
-       "GSE8581GSM210014                                      78.00          71.0   \n",
-       "GSE8581GSM210015                                      74.00          68.0   \n",
-       "GSE8581GSM210071                                      43.00          68.0   \n",
-       "GSE8581GSM210087                                      74.00          68.0   \n",
-       "GSE8581GSM210090                                      68.00          50.0   \n",
-       "GSE8581GSM210188                                      72.00          65.0   \n",
-       "GSE8581GSM210192                                      75.00          50.0   \n",
-       "GSE8581GSM210193                                      80.78          67.0   \n",
-       "GSE8581GSM210194                                      58.00          56.0   \n",
-       "GSE8581GSM210196                                      74.00          57.0   \n",
-       "GSE8581GSM210978                                      74.00          73.0   \n",
-       "GSE8581GSM210979                                      76.00          55.0   \n",
-       "GSE8581GSM210992                                      55.90          70.0   \n",
-       "GSE8581GSM210993                                      45.00          61.0   \n",
-       "GSE8581GSM210994                                      76.00          64.0   \n",
-       "GSE8581GSM211007                                      59.00          61.0   \n",
-       "GSE8581GSM211008                                      72.00          71.0   \n",
-       "GSE8581GSM211009                                      41.00          75.0   \n",
-       "GSE8581GSM211010                                      86.00          61.0   \n",
-       "GSE8581GSM211865                                      71.00          69.0   \n",
-       "GSE8581GSM211872                                      70.00          74.0   \n",
-       "GSE8581GSM212067                                      79.00          55.0   \n",
-       "GSE8581GSM212068                                      85.00          78.0   \n",
-       "GSE8581GSM212069                                      77.00          81.0   \n",
-       "GSE8581GSM212070                                      81.86          40.0   \n",
-       "GSE8581GSM212074                                      54.00          64.0   \n",
-       "GSE8581GSM212075                                      78.00          79.0   \n",
-       "GSE8581GSM212787                                      78.00          78.0   \n",
-       "GSE8581GSM212788                                      53.00          77.0   \n",
-       "GSE8581GSM212789                                      86.00          62.0   \n",
-       "GSE8581GSM212790                                      75.00          54.0   \n",
-       "GSE8581GSM212809                                      89.00          61.0   \n",
-       "GSE8581GSM212810                                      52.00          52.0   \n",
-       "GSE8581GSM212811                                      82.00          77.0   \n",
-       "GSE8581GSM212848                                      44.00          59.0   \n",
-       "GSE8581GSM212849                                      80.00          39.0   \n",
-       "GSE8581GSM212850                                      76.00          71.0   \n",
-       "GSE8581GSM212852                                      63.00          72.0   \n",
-       "GSE8581GSM212853                                      80.00          71.0   \n",
-       "GSE8581GSM212854                                      83.00          64.0   \n",
-       "GSE8581GSM212855                                      69.00          73.0   \n",
-       "GSE8581GSM213017                                      73.00          79.0   \n",
-       "GSE8581GSM213018                                      81.00          82.0   \n",
-       "GSE8581GSM213019                                      72.00          71.0   \n",
-       "GSE8581GSM213020                                      42.00          75.0   \n",
-       "GSE8581GSM213034                                      61.00          70.0   \n",
-       "GSE8581GSM213035                                      73.00          67.0   \n",
-       "GSE8581GSM213036                                      71.00          59.0   \n",
-       "GSE8581GSM213037                                      72.00          77.0   \n",
-       "\n",
-       "label              Subjects\\Height (inch)  \\\n",
-       "subject.inTrialId                           \n",
-       "GSE8581GSM210004                     72.0   \n",
-       "GSE8581GSM210005                     60.0   \n",
-       "GSE8581GSM210006                     66.0   \n",
-       "GSE8581GSM210007                     66.0   \n",
-       "GSE8581GSM210008                     65.0   \n",
-       "GSE8581GSM210009                     64.0   \n",
-       "GSE8581GSM210010                     63.0   \n",
-       "GSE8581GSM210011                     72.0   \n",
-       "GSE8581GSM210012                     69.0   \n",
-       "GSE8581GSM210014                     63.0   \n",
-       "GSE8581GSM210015                     65.0   \n",
-       "GSE8581GSM210071                     67.0   \n",
-       "GSE8581GSM210087                     65.0   \n",
-       "GSE8581GSM210090                     72.0   \n",
-       "GSE8581GSM210188                     63.0   \n",
-       "GSE8581GSM210192                     65.0   \n",
-       "GSE8581GSM210193                     66.0   \n",
-       "GSE8581GSM210194                     60.0   \n",
-       "GSE8581GSM210196                     65.0   \n",
-       "GSE8581GSM210978                     66.0   \n",
-       "GSE8581GSM210979                     63.0   \n",
-       "GSE8581GSM210992                     71.0   \n",
-       "GSE8581GSM210993                     73.0   \n",
-       "GSE8581GSM210994                     63.0   \n",
-       "GSE8581GSM211007                     66.0   \n",
-       "GSE8581GSM211008                     71.0   \n",
-       "GSE8581GSM211009                     71.0   \n",
-       "GSE8581GSM211010                     60.0   \n",
-       "GSE8581GSM211865                     67.0   \n",
-       "GSE8581GSM211872                     70.0   \n",
-       "GSE8581GSM212067                     69.0   \n",
-       "GSE8581GSM212068                     63.0   \n",
-       "GSE8581GSM212069                     66.0   \n",
-       "GSE8581GSM212070                     67.0   \n",
-       "GSE8581GSM212074                     65.0   \n",
-       "GSE8581GSM212075                     63.0   \n",
-       "GSE8581GSM212787                     70.0   \n",
-       "GSE8581GSM212788                     67.0   \n",
-       "GSE8581GSM212789                     62.0   \n",
-       "GSE8581GSM212790                     75.0   \n",
-       "GSE8581GSM212809                     65.0   \n",
-       "GSE8581GSM212810                     66.0   \n",
-       "GSE8581GSM212811                     58.0   \n",
-       "GSE8581GSM212848                     58.0   \n",
-       "GSE8581GSM212849                     73.0   \n",
-       "GSE8581GSM212850                     69.0   \n",
-       "GSE8581GSM212852                     60.0   \n",
-       "GSE8581GSM212853                     66.0   \n",
-       "GSE8581GSM212854                     66.0   \n",
-       "GSE8581GSM212855                     68.0   \n",
-       "GSE8581GSM213017                     69.0   \n",
-       "GSE8581GSM213018                     68.0   \n",
-       "GSE8581GSM213019                     71.0   \n",
-       "GSE8581GSM213020                     63.0   \n",
-       "GSE8581GSM213034                     69.0   \n",
-       "GSE8581GSM213035                     71.0   \n",
-       "GSE8581GSM213036                     69.0   \n",
-       "GSE8581GSM213037                     66.0   \n",
-       "\n",
-       "label                              Subjects\\Lung Disease Subjects\\Organism  \\\n",
-       "subject.inTrialId                                                            \n",
-       "GSE8581GSM210004   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM210005                                 control      Homo sapiens   \n",
-       "GSE8581GSM210006   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM210007                           not specified      Homo sapiens   \n",
-       "GSE8581GSM210008   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM210009                                 control      Homo sapiens   \n",
-       "GSE8581GSM210010                           not specified      Homo sapiens   \n",
-       "GSE8581GSM210011   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM210012                           not specified      Homo sapiens   \n",
-       "GSE8581GSM210014                                 control      Homo sapiens   \n",
-       "GSE8581GSM210015                                 control      Homo sapiens   \n",
-       "GSE8581GSM210071   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM210087                                 control      Homo sapiens   \n",
-       "GSE8581GSM210090                           not specified      Homo sapiens   \n",
-       "GSE8581GSM210188                           not specified      Homo sapiens   \n",
-       "GSE8581GSM210192                                 control      Homo sapiens   \n",
-       "GSE8581GSM210193                           not specified      Homo sapiens   \n",
-       "GSE8581GSM210194   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM210196                                 control      Homo sapiens   \n",
-       "GSE8581GSM210978                           not specified      Homo sapiens   \n",
-       "GSE8581GSM210979                                 control      Homo sapiens   \n",
-       "GSE8581GSM210992   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM210993   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM210994                           not specified      Homo sapiens   \n",
-       "GSE8581GSM211007   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM211008                                 control      Homo sapiens   \n",
-       "GSE8581GSM211009   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM211010                           not specified      Homo sapiens   \n",
-       "GSE8581GSM211865                           not specified      Homo sapiens   \n",
-       "GSE8581GSM211872                           not specified      Homo sapiens   \n",
-       "GSE8581GSM212067                                 control      Homo sapiens   \n",
-       "GSE8581GSM212068                                 control      Homo sapiens   \n",
-       "GSE8581GSM212069                           not specified      Homo sapiens   \n",
-       "GSE8581GSM212070                                 control      Homo sapiens   \n",
-       "GSE8581GSM212074   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM212075   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM212787                                 control      Homo sapiens   \n",
-       "GSE8581GSM212788   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM212789                                 control      Homo sapiens   \n",
-       "GSE8581GSM212790                                 control      Homo sapiens   \n",
-       "GSE8581GSM212809                           not specified      Homo sapiens   \n",
-       "GSE8581GSM212810   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM212811                                 control      Homo sapiens   \n",
-       "GSE8581GSM212848   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM212849                           not specified      Homo sapiens   \n",
-       "GSE8581GSM212850                           not specified      Homo sapiens   \n",
-       "GSE8581GSM212852   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM212853                                 control      Homo sapiens   \n",
-       "GSE8581GSM212854                           not specified      Homo sapiens   \n",
-       "GSE8581GSM212855                           not specified      Homo sapiens   \n",
-       "GSE8581GSM213017                           not specified      Homo sapiens   \n",
-       "GSE8581GSM213018                           not specified      Homo sapiens   \n",
-       "GSE8581GSM213019                           not specified      Homo sapiens   \n",
-       "GSE8581GSM213020   chronic obstructive pulmonary disease      Homo sapiens   \n",
-       "GSE8581GSM213034                           not specified      Homo sapiens   \n",
-       "GSE8581GSM213035                                 control      Homo sapiens   \n",
-       "GSE8581GSM213036                                 control      Homo sapiens   \n",
-       "GSE8581GSM213037                           not specified      Homo sapiens   \n",
-       "\n",
-       "label              Subjects\\Race Subjects\\Sex  \n",
-       "subject.inTrialId                              \n",
-       "GSE8581GSM210004       Caucasian         male  \n",
-       "GSE8581GSM210005   Afro American       female  \n",
-       "GSE8581GSM210006   Afro American       female  \n",
-       "GSE8581GSM210007       Caucasian         male  \n",
-       "GSE8581GSM210008       Caucasian       female  \n",
-       "GSE8581GSM210009       Caucasian       female  \n",
-       "GSE8581GSM210010       Caucasian       female  \n",
-       "GSE8581GSM210011       Caucasian         male  \n",
-       "GSE8581GSM210012       Caucasian         male  \n",
-       "GSE8581GSM210014       Caucasian       female  \n",
-       "GSE8581GSM210015       Caucasian         male  \n",
-       "GSE8581GSM210071       Caucasian         male  \n",
-       "GSE8581GSM210087       Caucasian       female  \n",
-       "GSE8581GSM210090       Caucasian         male  \n",
-       "GSE8581GSM210188       Caucasian       female  \n",
-       "GSE8581GSM210192       Caucasian       female  \n",
-       "GSE8581GSM210193       Caucasian       female  \n",
-       "GSE8581GSM210194       Caucasian       female  \n",
-       "GSE8581GSM210196       Caucasian       female  \n",
-       "GSE8581GSM210978       Caucasian       female  \n",
-       "GSE8581GSM210979       Caucasian       female  \n",
-       "GSE8581GSM210992       Caucasian         male  \n",
-       "GSE8581GSM210993       Caucasian         male  \n",
-       "GSE8581GSM210994       Caucasian       female  \n",
-       "GSE8581GSM211007       Caucasian         male  \n",
-       "GSE8581GSM211008       Caucasian         male  \n",
-       "GSE8581GSM211009       Caucasian         male  \n",
-       "GSE8581GSM211010       Caucasian       female  \n",
-       "GSE8581GSM211865       Caucasian         male  \n",
-       "GSE8581GSM211872       Caucasian         male  \n",
-       "GSE8581GSM212067       Caucasian         male  \n",
-       "GSE8581GSM212068       Caucasian       female  \n",
-       "GSE8581GSM212069       Caucasian       female  \n",
-       "GSE8581GSM212070       Caucasian         male  \n",
-       "GSE8581GSM212074       Caucasian         male  \n",
-       "GSE8581GSM212075   Afro American       female  \n",
-       "GSE8581GSM212787       Caucasian         male  \n",
-       "GSE8581GSM212788       Caucasian       female  \n",
-       "GSE8581GSM212789       Caucasian       female  \n",
-       "GSE8581GSM212790       Caucasian       female  \n",
-       "GSE8581GSM212809       Caucasian       female  \n",
-       "GSE8581GSM212810       Caucasian       female  \n",
-       "GSE8581GSM212811       Caucasian       female  \n",
-       "GSE8581GSM212848       Caucasian       female  \n",
-       "GSE8581GSM212849       Caucasian         male  \n",
-       "GSE8581GSM212850       Caucasian         male  \n",
-       "GSE8581GSM212852       Caucasian       female  \n",
-       "GSE8581GSM212853       Caucasian       female  \n",
-       "GSE8581GSM212854       Caucasian         male  \n",
-       "GSE8581GSM212855       Caucasian         male  \n",
-       "GSE8581GSM213017       Caucasian         male  \n",
-       "GSE8581GSM213018       Caucasian         male  \n",
-       "GSE8581GSM213019       Caucasian       female  \n",
-       "GSE8581GSM213020       Caucasian         male  \n",
-       "GSE8581GSM213034       Caucasian         male  \n",
-       "GSE8581GSM213035       Caucasian         male  \n",
-       "GSE8581GSM213036       Caucasian       female  \n",
-       "GSE8581GSM213037       Caucasian         male  "
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "obs_df2 = obs_df1.pivot(index = 'subject.inTrialId', columns = 'label', values = 'value')\n",
     "obs_df3 = obs_df2.convert_objects()\n",
@@ -2554,7 +169,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
@@ -2578,230 +193,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th>label</th>\n",
-       "      <th>Endpoints\\FEV1</th>\n",
-       "      <th>Endpoints\\Forced Expiratory Volume Ratio</th>\n",
-       "      <th>Subjects\\Age</th>\n",
-       "      <th>Subjects\\Height (inch)</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>19.000000</td>\n",
-       "      <td>19.000000</td>\n",
-       "      <td>19.000000</td>\n",
-       "      <td>19.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>2.618421</td>\n",
-       "      <td>77.448421</td>\n",
-       "      <td>64.105263</td>\n",
-       "      <td>65.842105</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>0.737219</td>\n",
-       "      <td>4.540892</td>\n",
-       "      <td>11.503114</td>\n",
-       "      <td>4.193423</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>1.370000</td>\n",
-       "      <td>71.000000</td>\n",
-       "      <td>40.000000</td>\n",
-       "      <td>58.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>2.080000</td>\n",
-       "      <td>74.000000</td>\n",
-       "      <td>55.000000</td>\n",
-       "      <td>63.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>2.590000</td>\n",
-       "      <td>76.000000</td>\n",
-       "      <td>67.000000</td>\n",
-       "      <td>65.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>2.970000</td>\n",
-       "      <td>80.930000</td>\n",
-       "      <td>71.000000</td>\n",
-       "      <td>69.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>4.040000</td>\n",
-       "      <td>86.000000</td>\n",
-       "      <td>84.000000</td>\n",
-       "      <td>75.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "label  Endpoints\\FEV1  Endpoints\\Forced Expiratory Volume Ratio  Subjects\\Age  \\\n",
-       "count       19.000000                                 19.000000     19.000000   \n",
-       "mean         2.618421                                 77.448421     64.105263   \n",
-       "std          0.737219                                  4.540892     11.503114   \n",
-       "min          1.370000                                 71.000000     40.000000   \n",
-       "25%          2.080000                                 74.000000     55.000000   \n",
-       "50%          2.590000                                 76.000000     67.000000   \n",
-       "75%          2.970000                                 80.930000     71.000000   \n",
-       "max          4.040000                                 86.000000     84.000000   \n",
-       "\n",
-       "label  Subjects\\Height (inch)  \n",
-       "count               19.000000  \n",
-       "mean                65.842105  \n",
-       "std                  4.193423  \n",
-       "min                 58.000000  \n",
-       "25%                 63.000000  \n",
-       "50%                 65.000000  \n",
-       "75%                 69.000000  \n",
-       "max                 75.000000  "
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "obs_df4[control].describe()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th>label</th>\n",
-       "      <th>Endpoints\\FEV1</th>\n",
-       "      <th>Endpoints\\Forced Expiratory Volume Ratio</th>\n",
-       "      <th>Subjects\\Age</th>\n",
-       "      <th>Subjects\\Height (inch)</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>17.000000</td>\n",
-       "      <td>17.000000</td>\n",
-       "      <td>17.000000</td>\n",
-       "      <td>17.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>1.265882</td>\n",
-       "      <td>53.523529</td>\n",
-       "      <td>65.058824</td>\n",
-       "      <td>66.176471</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>0.594433</td>\n",
-       "      <td>9.205130</td>\n",
-       "      <td>8.554754</td>\n",
-       "      <td>4.530939</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.400000</td>\n",
-       "      <td>41.000000</td>\n",
-       "      <td>52.000000</td>\n",
-       "      <td>58.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>0.880000</td>\n",
-       "      <td>45.000000</td>\n",
-       "      <td>59.000000</td>\n",
-       "      <td>63.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>1.290000</td>\n",
-       "      <td>54.000000</td>\n",
-       "      <td>64.000000</td>\n",
-       "      <td>66.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>1.640000</td>\n",
-       "      <td>58.000000</td>\n",
-       "      <td>72.000000</td>\n",
-       "      <td>71.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>2.540000</td>\n",
-       "      <td>78.000000</td>\n",
-       "      <td>79.000000</td>\n",
-       "      <td>73.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "label  Endpoints\\FEV1  Endpoints\\Forced Expiratory Volume Ratio  Subjects\\Age  \\\n",
-       "count       17.000000                                 17.000000     17.000000   \n",
-       "mean         1.265882                                 53.523529     65.058824   \n",
-       "std          0.594433                                  9.205130      8.554754   \n",
-       "min          0.400000                                 41.000000     52.000000   \n",
-       "25%          0.880000                                 45.000000     59.000000   \n",
-       "50%          1.290000                                 54.000000     64.000000   \n",
-       "75%          1.640000                                 58.000000     72.000000   \n",
-       "max          2.540000                                 78.000000     79.000000   \n",
-       "\n",
-       "label  Subjects\\Height (inch)  \n",
-       "count               17.000000  \n",
-       "mean                66.176471  \n",
-       "std                  4.530939  \n",
-       "min                 58.000000  \n",
-       "25%                 63.000000  \n",
-       "50%                 66.000000  \n",
-       "75%                 71.000000  \n",
-       "max                 73.000000  "
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "obs_df4[treatment].describe()"
    ]
@@ -2824,7 +235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
@@ -2849,7 +260,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
@@ -2874,3617 +285,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true,
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
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-       "      <td>6.688460</td>\n",
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-       "      <td>6.884293</td>\n",
-       "      <td>7.816222</td>\n",
-       "      <td>6.723149</td>\n",
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-       "      <th>THRA\\1316_at</th>\n",
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-       "      <td>5.035136</td>\n",
-       "      <td>4.109026</td>\n",
-       "      <td>4.537750</td>\n",
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-       "      <td>5.592209</td>\n",
-       "      <td>3.643672</td>\n",
-       "      <td>5.753281</td>\n",
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-       "      <td>5.009074</td>\n",
-       "      <td>2.437489</td>\n",
-       "      <td>5.470970</td>\n",
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-       "      <td>1.236621</td>\n",
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-       "      <td>3.158138</td>\n",
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-       "      <td>3.586200</td>\n",
-       "      <td>4.817383</td>\n",
-       "      <td>4.014248</td>\n",
-       "      <td>3.548572</td>\n",
-       "      <td>4.266157</td>\n",
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-       "      <td>4.391142</td>\n",
-       "      <td>4.277754</td>\n",
-       "      <td>4.500075</td>\n",
-       "      <td>3.593031</td>\n",
-       "      <td>3.786743</td>\n",
-       "      <td>3.590123</td>\n",
-       "      <td>4.704335</td>\n",
-       "      <td>3.341075</td>\n",
-       "      <td>3.943021</td>\n",
-       "      <td>4.867452</td>\n",
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-       "    <tr>\n",
-       "      <th>EPHB3\\1438_at</th>\n",
-       "      <td>4.196741</td>\n",
-       "      <td>4.436295</td>\n",
-       "      <td>3.904619</td>\n",
-       "      <td>4.226115</td>\n",
-       "      <td>4.830316</td>\n",
-       "      <td>3.510835</td>\n",
-       "      <td>4.890067</td>\n",
-       "      <td>4.386611</td>\n",
-       "      <td>3.607579</td>\n",
-       "      <td>4.303963</td>\n",
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-       "      <td>5.201689</td>\n",
-       "      <td>4.371489</td>\n",
-       "      <td>4.771622</td>\n",
-       "      <td>4.232661</td>\n",
-       "      <td>5.124105</td>\n",
-       "      <td>5.591045</td>\n",
-       "      <td>4.101667</td>\n",
-       "      <td>-0.037999</td>\n",
-       "      <td>4.283262</td>\n",
-       "      <td>4.303284</td>\n",
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-       "    <tr>\n",
-       "      <th>ESRRA\\1487_at</th>\n",
-       "      <td>6.554643</td>\n",
-       "      <td>7.072663</td>\n",
-       "      <td>5.952893</td>\n",
-       "      <td>6.697885</td>\n",
-       "      <td>7.096525</td>\n",
-       "      <td>5.963733</td>\n",
-       "      <td>6.930643</td>\n",
-       "      <td>6.639522</td>\n",
-       "      <td>6.660980</td>\n",
-       "      <td>7.129479</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.276766</td>\n",
-       "      <td>6.927505</td>\n",
-       "      <td>6.137282</td>\n",
-       "      <td>6.625973</td>\n",
-       "      <td>6.472723</td>\n",
-       "      <td>7.572010</td>\n",
-       "      <td>6.765349</td>\n",
-       "      <td>5.719715</td>\n",
-       "      <td>6.876013</td>\n",
-       "      <td>6.687033</td>\n",
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-       "    <tr>\n",
-       "      <th>CYP2A6\\1494_f_at</th>\n",
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-       "      <td>5.611748</td>\n",
-       "      <td>4.774956</td>\n",
-       "      <td>5.436029</td>\n",
-       "      <td>5.768465</td>\n",
-       "      <td>5.508010</td>\n",
-       "      <td>5.461401</td>\n",
-       "      <td>5.524813</td>\n",
-       "      <td>4.214715</td>\n",
-       "      <td>6.745466</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.668766</td>\n",
-       "      <td>4.871760</td>\n",
-       "      <td>5.403864</td>\n",
-       "      <td>5.567116</td>\n",
-       "      <td>4.451600</td>\n",
-       "      <td>4.801588</td>\n",
-       "      <td>4.491398</td>\n",
-       "      <td>4.065960</td>\n",
-       "      <td>5.371092</td>\n",
-       "      <td>5.426708</td>\n",
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-       "    <tr>\n",
-       "      <th>SCARB1\\1552256_a_at</th>\n",
-       "      <td>6.621088</td>\n",
-       "      <td>6.532015</td>\n",
-       "      <td>5.715723</td>\n",
-       "      <td>5.982608</td>\n",
-       "      <td>6.941271</td>\n",
-       "      <td>5.392826</td>\n",
-       "      <td>6.221577</td>\n",
-       "      <td>6.160575</td>\n",
-       "      <td>6.651210</td>\n",
-       "      <td>6.383858</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.726497</td>\n",
-       "      <td>5.858697</td>\n",
-       "      <td>6.224391</td>\n",
-       "      <td>6.052085</td>\n",
-       "      <td>6.355851</td>\n",
-       "      <td>7.383661</td>\n",
-       "      <td>6.460171</td>\n",
-       "      <td>5.701749</td>\n",
-       "      <td>6.703281</td>\n",
-       "      <td>5.623554</td>\n",
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-       "    <tr>\n",
-       "      <th>TTLL12\\1552257_a_at</th>\n",
-       "      <td>6.548042</td>\n",
-       "      <td>6.929436</td>\n",
-       "      <td>5.784661</td>\n",
-       "      <td>6.408087</td>\n",
-       "      <td>7.021169</td>\n",
-       "      <td>5.747624</td>\n",
-       "      <td>5.921729</td>\n",
-       "      <td>6.864520</td>\n",
-       "      <td>6.243928</td>\n",
-       "      <td>6.443451</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.436412</td>\n",
-       "      <td>6.816305</td>\n",
-       "      <td>6.293444</td>\n",
-       "      <td>6.402072</td>\n",
-       "      <td>5.855153</td>\n",
-       "      <td>7.072074</td>\n",
-       "      <td>6.739740</td>\n",
-       "      <td>4.822363</td>\n",
-       "      <td>6.444175</td>\n",
-       "      <td>6.689467</td>\n",
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-       "    <tr>\n",
-       "      <th>NCRNA00152\\1552258_at</th>\n",
-       "      <td>5.466608</td>\n",
-       "      <td>3.847446</td>\n",
-       "      <td>4.869304</td>\n",
-       "      <td>4.965641</td>\n",
-       "      <td>5.256279</td>\n",
-       "      <td>3.466105</td>\n",
-       "      <td>3.841138</td>\n",
-       "      <td>4.534404</td>\n",
-       "      <td>4.985860</td>\n",
-       "      <td>5.622081</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.137085</td>\n",
-       "      <td>4.981465</td>\n",
-       "      <td>4.846739</td>\n",
-       "      <td>3.831026</td>\n",
-       "      <td>4.581092</td>\n",
-       "      <td>4.272859</td>\n",
-       "      <td>4.906607</td>\n",
-       "      <td>2.975054</td>\n",
-       "      <td>4.960544</td>\n",
-       "      <td>5.418419</td>\n",
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-       "    <tr>\n",
-       "      <th>WFDC2\\1552261_at</th>\n",
-       "      <td>4.636607</td>\n",
-       "      <td>4.174422</td>\n",
-       "      <td>3.028599</td>\n",
-       "      <td>1.097847</td>\n",
-       "      <td>2.829285</td>\n",
-       "      <td>2.199924</td>\n",
-       "      <td>3.798216</td>\n",
-       "      <td>4.072680</td>\n",
-       "      <td>3.167087</td>\n",
-       "      <td>3.982273</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.281568</td>\n",
-       "      <td>4.187142</td>\n",
-       "      <td>3.328233</td>\n",
-       "      <td>4.332264</td>\n",
-       "      <td>4.107244</td>\n",
-       "      <td>4.344899</td>\n",
-       "      <td>3.903443</td>\n",
-       "      <td>3.253507</td>\n",
-       "      <td>3.495030</td>\n",
-       "      <td>2.094962</td>\n",
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-       "    <tr>\n",
-       "      <th>MAPK1\\1552263_at</th>\n",
-       "      <td>6.050125</td>\n",
-       "      <td>6.628676</td>\n",
-       "      <td>4.762822</td>\n",
-       "      <td>5.855367</td>\n",
-       "      <td>6.164682</td>\n",
-       "      <td>4.905375</td>\n",
-       "      <td>6.305086</td>\n",
-       "      <td>6.406952</td>\n",
-       "      <td>5.315555</td>\n",
-       "      <td>6.315934</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.744336</td>\n",
-       "      <td>5.687864</td>\n",
-       "      <td>6.028421</td>\n",
-       "      <td>5.760048</td>\n",
-       "      <td>5.859058</td>\n",
-       "      <td>6.473224</td>\n",
-       "      <td>5.779877</td>\n",
-       "      <td>4.788326</td>\n",
-       "      <td>6.651411</td>\n",
-       "      <td>6.781596</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAPK1\\1552264_a_at</th>\n",
-       "      <td>6.435147</td>\n",
-       "      <td>7.648221</td>\n",
-       "      <td>5.559596</td>\n",
-       "      <td>7.094035</td>\n",
-       "      <td>6.636226</td>\n",
-       "      <td>5.711429</td>\n",
-       "      <td>6.796831</td>\n",
-       "      <td>7.263185</td>\n",
-       "      <td>5.800206</td>\n",
-       "      <td>7.020035</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.947152</td>\n",
-       "      <td>6.595196</td>\n",
-       "      <td>6.232511</td>\n",
-       "      <td>7.070336</td>\n",
-       "      <td>5.958511</td>\n",
-       "      <td>6.476455</td>\n",
-       "      <td>7.253753</td>\n",
-       "      <td>3.097604</td>\n",
-       "      <td>7.384361</td>\n",
-       "      <td>7.260393</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ADAM32\\1552266_at</th>\n",
-       "      <td>3.866967</td>\n",
-       "      <td>4.164489</td>\n",
-       "      <td>3.016275</td>\n",
-       "      <td>4.212048</td>\n",
-       "      <td>3.569345</td>\n",
-       "      <td>3.122795</td>\n",
-       "      <td>4.157973</td>\n",
-       "      <td>1.005960</td>\n",
-       "      <td>3.398036</td>\n",
-       "      <td>1.801846</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.822598</td>\n",
-       "      <td>3.357721</td>\n",
-       "      <td>3.669038</td>\n",
-       "      <td>-0.064653</td>\n",
-       "      <td>4.138937</td>\n",
-       "      <td>3.713531</td>\n",
-       "      <td>3.242516</td>\n",
-       "      <td>0.553361</td>\n",
-       "      <td>3.533040</td>\n",
-       "      <td>4.079890</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SPATA17\\1552269_at</th>\n",
-       "      <td>1.377651</td>\n",
-       "      <td>3.410802</td>\n",
-       "      <td>2.654862</td>\n",
-       "      <td>3.060497</td>\n",
-       "      <td>-0.462457</td>\n",
-       "      <td>3.081082</td>\n",
-       "      <td>3.454031</td>\n",
-       "      <td>2.305804</td>\n",
-       "      <td>-0.108959</td>\n",
-       "      <td>1.662511</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.146052</td>\n",
-       "      <td>0.452964</td>\n",
-       "      <td>3.592852</td>\n",
-       "      <td>4.477988</td>\n",
-       "      <td>2.993515</td>\n",
-       "      <td>0.813779</td>\n",
-       "      <td>-0.002920</td>\n",
-       "      <td>-0.320182</td>\n",
-       "      <td>0.638593</td>\n",
-       "      <td>0.446722</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRR22\\1552271_at</th>\n",
-       "      <td>1.639371</td>\n",
-       "      <td>0.912880</td>\n",
-       "      <td>0.846553</td>\n",
-       "      <td>1.913753</td>\n",
-       "      <td>2.180192</td>\n",
-       "      <td>3.234397</td>\n",
-       "      <td>1.826335</td>\n",
-       "      <td>0.656945</td>\n",
-       "      <td>1.256395</td>\n",
-       "      <td>1.232808</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.547943</td>\n",
-       "      <td>0.874466</td>\n",
-       "      <td>2.430523</td>\n",
-       "      <td>0.124183</td>\n",
-       "      <td>1.236346</td>\n",
-       "      <td>1.932624</td>\n",
-       "      <td>1.424906</td>\n",
-       "      <td>1.304832</td>\n",
-       "      <td>1.405530</td>\n",
-       "      <td>1.988656</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRR22\\1552272_a_at</th>\n",
-       "      <td>3.175640</td>\n",
-       "      <td>4.953903</td>\n",
-       "      <td>2.825607</td>\n",
-       "      <td>4.498723</td>\n",
-       "      <td>4.351862</td>\n",
-       "      <td>4.092503</td>\n",
-       "      <td>3.702015</td>\n",
-       "      <td>2.980104</td>\n",
-       "      <td>3.155370</td>\n",
-       "      <td>3.624124</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.144063</td>\n",
-       "      <td>4.478195</td>\n",
-       "      <td>3.567996</td>\n",
-       "      <td>3.892517</td>\n",
-       "      <td>3.352533</td>\n",
-       "      <td>4.039437</td>\n",
-       "      <td>2.096161</td>\n",
-       "      <td>0.315624</td>\n",
-       "      <td>3.148967</td>\n",
-       "      <td>5.147136</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PXK\\1552274_at</th>\n",
-       "      <td>8.012591</td>\n",
-       "      <td>7.045345</td>\n",
-       "      <td>6.254634</td>\n",
-       "      <td>6.997157</td>\n",
-       "      <td>6.471425</td>\n",
-       "      <td>6.390833</td>\n",
-       "      <td>6.393620</td>\n",
-       "      <td>6.968264</td>\n",
-       "      <td>6.241928</td>\n",
-       "      <td>6.352654</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.166515</td>\n",
-       "      <td>7.303023</td>\n",
-       "      <td>7.867680</td>\n",
-       "      <td>6.859361</td>\n",
-       "      <td>6.424744</td>\n",
-       "      <td>6.101480</td>\n",
-       "      <td>7.027309</td>\n",
-       "      <td>4.126081</td>\n",
-       "      <td>6.255994</td>\n",
-       "      <td>8.018417</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PXK\\1552275_s_at</th>\n",
-       "      <td>5.994917</td>\n",
-       "      <td>5.813874</td>\n",
-       "      <td>4.776136</td>\n",
-       "      <td>5.659816</td>\n",
-       "      <td>6.270564</td>\n",
-       "      <td>4.579784</td>\n",
-       "      <td>6.114954</td>\n",
-       "      <td>6.508555</td>\n",
-       "      <td>4.279991</td>\n",
-       "      <td>6.366775</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.328194</td>\n",
-       "      <td>4.669497</td>\n",
-       "      <td>5.784439</td>\n",
-       "      <td>6.079581</td>\n",
-       "      <td>4.071814</td>\n",
-       "      <td>5.320813</td>\n",
-       "      <td>5.764505</td>\n",
-       "      <td>1.639894</td>\n",
-       "      <td>6.689816</td>\n",
-       "      <td>6.328073</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>VPS18\\1552276_a_at</th>\n",
-       "      <td>4.989021</td>\n",
-       "      <td>3.347170</td>\n",
-       "      <td>3.863215</td>\n",
-       "      <td>2.221893</td>\n",
-       "      <td>3.413905</td>\n",
-       "      <td>2.992442</td>\n",
-       "      <td>2.674088</td>\n",
-       "      <td>2.535092</td>\n",
-       "      <td>3.952958</td>\n",
-       "      <td>4.968243</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.446997</td>\n",
-       "      <td>2.221521</td>\n",
-       "      <td>2.190074</td>\n",
-       "      <td>0.695014</td>\n",
-       "      <td>1.583177</td>\n",
-       "      <td>3.596732</td>\n",
-       "      <td>1.482884</td>\n",
-       "      <td>3.945486</td>\n",
-       "      <td>2.467462</td>\n",
-       "      <td>4.737622</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C9orf30\\1552277_a_at</th>\n",
-       "      <td>6.677410</td>\n",
-       "      <td>6.729240</td>\n",
-       "      <td>5.952830</td>\n",
-       "      <td>5.892522</td>\n",
-       "      <td>7.041210</td>\n",
-       "      <td>5.787858</td>\n",
-       "      <td>6.389383</td>\n",
-       "      <td>6.817188</td>\n",
-       "      <td>5.126341</td>\n",
-       "      <td>6.659425</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.500734</td>\n",
-       "      <td>6.441673</td>\n",
-       "      <td>6.522582</td>\n",
-       "      <td>5.837310</td>\n",
-       "      <td>6.156188</td>\n",
-       "      <td>6.789351</td>\n",
-       "      <td>6.738754</td>\n",
-       "      <td>4.817731</td>\n",
-       "      <td>5.968812</td>\n",
-       "      <td>6.831345</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC46A1\\1552278_a_at</th>\n",
-       "      <td>5.416840</td>\n",
-       "      <td>4.719479</td>\n",
-       "      <td>1.627317</td>\n",
-       "      <td>4.941670</td>\n",
-       "      <td>4.594363</td>\n",
-       "      <td>3.490660</td>\n",
-       "      <td>4.646520</td>\n",
-       "      <td>3.366126</td>\n",
-       "      <td>3.178270</td>\n",
-       "      <td>4.914789</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.992424</td>\n",
-       "      <td>4.849144</td>\n",
-       "      <td>4.901731</td>\n",
-       "      <td>3.025217</td>\n",
-       "      <td>3.648155</td>\n",
-       "      <td>5.219091</td>\n",
-       "      <td>4.877519</td>\n",
-       "      <td>3.657800</td>\n",
-       "      <td>2.219652</td>\n",
-       "      <td>1.710085</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC46A1\\1552279_a_at</th>\n",
-       "      <td>5.947430</td>\n",
-       "      <td>6.237828</td>\n",
-       "      <td>4.770475</td>\n",
-       "      <td>5.855895</td>\n",
-       "      <td>6.435909</td>\n",
-       "      <td>4.709406</td>\n",
-       "      <td>6.123861</td>\n",
-       "      <td>6.250886</td>\n",
-       "      <td>5.109427</td>\n",
-       "      <td>6.221452</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.037804</td>\n",
-       "      <td>5.800108</td>\n",
-       "      <td>6.378723</td>\n",
-       "      <td>5.332754</td>\n",
-       "      <td>5.176071</td>\n",
-       "      <td>6.075990</td>\n",
-       "      <td>5.627397</td>\n",
-       "      <td>3.482913</td>\n",
-       "      <td>4.904922</td>\n",
-       "      <td>6.353636</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TIMD4\\1552280_at</th>\n",
-       "      <td>3.011245</td>\n",
-       "      <td>0.595695</td>\n",
-       "      <td>2.276208</td>\n",
-       "      <td>3.953349</td>\n",
-       "      <td>3.028716</td>\n",
-       "      <td>3.234118</td>\n",
-       "      <td>3.835530</td>\n",
-       "      <td>4.309402</td>\n",
-       "      <td>4.236301</td>\n",
-       "      <td>1.833744</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.688259</td>\n",
-       "      <td>3.971203</td>\n",
-       "      <td>6.495326</td>\n",
-       "      <td>1.527301</td>\n",
-       "      <td>-1.350795</td>\n",
-       "      <td>4.521855</td>\n",
-       "      <td>2.970714</td>\n",
-       "      <td>3.829038</td>\n",
-       "      <td>3.705137</td>\n",
-       "      <td>1.563641</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC39A5\\1552281_at</th>\n",
-       "      <td>3.879696</td>\n",
-       "      <td>3.680459</td>\n",
-       "      <td>4.315378</td>\n",
-       "      <td>3.090157</td>\n",
-       "      <td>4.378962</td>\n",
-       "      <td>2.675832</td>\n",
-       "      <td>3.082778</td>\n",
-       "      <td>4.804198</td>\n",
-       "      <td>3.595539</td>\n",
-       "      <td>3.007707</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.033106</td>\n",
-       "      <td>3.898808</td>\n",
-       "      <td>5.064301</td>\n",
-       "      <td>5.319416</td>\n",
-       "      <td>4.841354</td>\n",
-       "      <td>4.434114</td>\n",
-       "      <td>4.938770</td>\n",
-       "      <td>2.985652</td>\n",
-       "      <td>1.666220</td>\n",
-       "      <td>3.580387</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZDHHC11\\1552283_s_at</th>\n",
-       "      <td>5.915483</td>\n",
-       "      <td>7.061895</td>\n",
-       "      <td>5.311812</td>\n",
-       "      <td>7.467377</td>\n",
-       "      <td>6.908885</td>\n",
-       "      <td>5.613700</td>\n",
-       "      <td>8.290042</td>\n",
-       "      <td>6.176101</td>\n",
-       "      <td>6.739524</td>\n",
-       "      <td>4.919631</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8.695350</td>\n",
-       "      <td>5.229265</td>\n",
-       "      <td>4.631221</td>\n",
-       "      <td>5.766449</td>\n",
-       "      <td>7.591814</td>\n",
-       "      <td>7.879865</td>\n",
-       "      <td>6.942432</td>\n",
-       "      <td>4.890165</td>\n",
-       "      <td>7.800000</td>\n",
-       "      <td>4.615399</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ATP6V1E2\\1552286_at</th>\n",
-       "      <td>5.677700</td>\n",
-       "      <td>4.459458</td>\n",
-       "      <td>1.863300</td>\n",
-       "      <td>4.386804</td>\n",
-       "      <td>4.929403</td>\n",
-       "      <td>3.726210</td>\n",
-       "      <td>5.106997</td>\n",
-       "      <td>4.808210</td>\n",
-       "      <td>4.490429</td>\n",
-       "      <td>4.490005</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.216199</td>\n",
-       "      <td>3.484125</td>\n",
-       "      <td>3.273382</td>\n",
-       "      <td>4.509088</td>\n",
-       "      <td>3.299245</td>\n",
-       "      <td>4.072432</td>\n",
-       "      <td>5.225734</td>\n",
-       "      <td>3.872386</td>\n",
-       "      <td>4.481409</td>\n",
-       "      <td>4.960136</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>AFG3L1P\\1552287_s_at</th>\n",
-       "      <td>6.760021</td>\n",
-       "      <td>6.949196</td>\n",
-       "      <td>5.865506</td>\n",
-       "      <td>6.302829</td>\n",
-       "      <td>7.784033</td>\n",
-       "      <td>5.839098</td>\n",
-       "      <td>7.168522</td>\n",
-       "      <td>6.617181</td>\n",
-       "      <td>6.530514</td>\n",
-       "      <td>7.368646</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8.309176</td>\n",
-       "      <td>6.627861</td>\n",
-       "      <td>5.904409</td>\n",
-       "      <td>6.770591</td>\n",
-       "      <td>6.704844</td>\n",
-       "      <td>7.490859</td>\n",
-       "      <td>6.464640</td>\n",
-       "      <td>6.132639</td>\n",
-       "      <td>7.153957</td>\n",
-       "      <td>5.973981</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CILP2\\1552288_at</th>\n",
-       "      <td>0.973457</td>\n",
-       "      <td>0.655636</td>\n",
-       "      <td>2.639404</td>\n",
-       "      <td>3.367469</td>\n",
-       "      <td>1.312328</td>\n",
-       "      <td>2.065472</td>\n",
-       "      <td>1.596983</td>\n",
-       "      <td>1.784165</td>\n",
-       "      <td>-0.357722</td>\n",
-       "      <td>0.858180</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2.321365</td>\n",
-       "      <td>3.417583</td>\n",
-       "      <td>5.420944</td>\n",
-       "      <td>2.214973</td>\n",
-       "      <td>0.731722</td>\n",
-       "      <td>3.864028</td>\n",
-       "      <td>1.035159</td>\n",
-       "      <td>3.730075</td>\n",
-       "      <td>0.938835</td>\n",
-       "      <td>3.225406</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CILP2\\1552289_a_at</th>\n",
-       "      <td>2.246004</td>\n",
-       "      <td>4.657171</td>\n",
-       "      <td>2.489910</td>\n",
-       "      <td>4.029488</td>\n",
-       "      <td>4.453215</td>\n",
-       "      <td>3.819903</td>\n",
-       "      <td>2.787094</td>\n",
-       "      <td>2.200394</td>\n",
-       "      <td>3.257501</td>\n",
-       "      <td>4.792861</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.908494</td>\n",
-       "      <td>4.308834</td>\n",
-       "      <td>6.504908</td>\n",
-       "      <td>4.219548</td>\n",
-       "      <td>1.576343</td>\n",
-       "      <td>4.522527</td>\n",
-       "      <td>4.563286</td>\n",
-       "      <td>4.468453</td>\n",
-       "      <td>2.600332</td>\n",
-       "      <td>4.047154</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PIGX\\1552291_at</th>\n",
-       "      <td>6.398886</td>\n",
-       "      <td>5.785590</td>\n",
-       "      <td>5.348367</td>\n",
-       "      <td>5.735530</td>\n",
-       "      <td>6.189647</td>\n",
-       "      <td>5.201250</td>\n",
-       "      <td>5.705433</td>\n",
-       "      <td>6.236380</td>\n",
-       "      <td>4.313652</td>\n",
-       "      <td>5.726518</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.674430</td>\n",
-       "      <td>5.912111</td>\n",
-       "      <td>5.529374</td>\n",
-       "      <td>4.645609</td>\n",
-       "      <td>5.036486</td>\n",
-       "      <td>6.570572</td>\n",
-       "      <td>6.024515</td>\n",
-       "      <td>3.821965</td>\n",
-       "      <td>5.040068</td>\n",
-       "      <td>6.483890</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TMEM196\\1552293_at</th>\n",
-       "      <td>2.441061</td>\n",
-       "      <td>2.018858</td>\n",
-       "      <td>0.726692</td>\n",
-       "      <td>1.974346</td>\n",
-       "      <td>1.914105</td>\n",
-       "      <td>3.672538</td>\n",
-       "      <td>2.733632</td>\n",
-       "      <td>3.735089</td>\n",
-       "      <td>0.353820</td>\n",
-       "      <td>2.733213</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.910003</td>\n",
-       "      <td>2.212021</td>\n",
-       "      <td>2.920272</td>\n",
-       "      <td>1.872486</td>\n",
-       "      <td>0.052012</td>\n",
-       "      <td>2.922438</td>\n",
-       "      <td>1.051358</td>\n",
-       "      <td>0.619357</td>\n",
-       "      <td>2.051483</td>\n",
-       "      <td>2.915943</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC39A13\\1552295_a_at</th>\n",
-       "      <td>5.939986</td>\n",
-       "      <td>6.881787</td>\n",
-       "      <td>5.677226</td>\n",
-       "      <td>6.266228</td>\n",
-       "      <td>6.019544</td>\n",
-       "      <td>5.125283</td>\n",
-       "      <td>5.648572</td>\n",
-       "      <td>6.821302</td>\n",
-       "      <td>5.320889</td>\n",
-       "      <td>6.255087</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.026424</td>\n",
-       "      <td>5.992639</td>\n",
-       "      <td>5.933707</td>\n",
-       "      <td>6.154555</td>\n",
-       "      <td>5.922272</td>\n",
-       "      <td>6.401001</td>\n",
-       "      <td>6.254093</td>\n",
-       "      <td>4.616605</td>\n",
-       "      <td>6.498926</td>\n",
-       "      <td>6.135094</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>BEST4\\1552296_at</th>\n",
-       "      <td>0.982736</td>\n",
-       "      <td>1.301008</td>\n",
-       "      <td>1.474597</td>\n",
-       "      <td>3.397625</td>\n",
-       "      <td>4.042636</td>\n",
-       "      <td>2.885133</td>\n",
-       "      <td>2.230197</td>\n",
-       "      <td>1.129876</td>\n",
-       "      <td>1.619868</td>\n",
-       "      <td>2.958288</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.573714</td>\n",
-       "      <td>-1.143631</td>\n",
-       "      <td>1.238377</td>\n",
-       "      <td>1.810928</td>\n",
-       "      <td>2.919535</td>\n",
-       "      <td>1.544411</td>\n",
-       "      <td>-0.287501</td>\n",
-       "      <td>0.587778</td>\n",
-       "      <td>0.717605</td>\n",
-       "      <td>0.702436</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>AKD1\\1552299_at</th>\n",
-       "      <td>2.712356</td>\n",
-       "      <td>4.931149</td>\n",
-       "      <td>0.839653</td>\n",
-       "      <td>3.962623</td>\n",
-       "      <td>4.520642</td>\n",
-       "      <td>3.038568</td>\n",
-       "      <td>3.117565</td>\n",
-       "      <td>4.284973</td>\n",
-       "      <td>0.420725</td>\n",
-       "      <td>3.272617</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.556626</td>\n",
-       "      <td>4.067527</td>\n",
-       "      <td>2.316343</td>\n",
-       "      <td>4.029250</td>\n",
-       "      <td>2.588349</td>\n",
-       "      <td>4.278676</td>\n",
-       "      <td>4.633472</td>\n",
-       "      <td>2.159419</td>\n",
-       "      <td>4.685183</td>\n",
-       "      <td>5.289687</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CORO6\\1552301_a_at</th>\n",
-       "      <td>5.507141</td>\n",
-       "      <td>5.032855</td>\n",
-       "      <td>4.832232</td>\n",
-       "      <td>4.800346</td>\n",
-       "      <td>5.477318</td>\n",
-       "      <td>4.774386</td>\n",
-       "      <td>5.666524</td>\n",
-       "      <td>4.865186</td>\n",
-       "      <td>4.482958</td>\n",
-       "      <td>4.901128</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.454683</td>\n",
-       "      <td>5.132063</td>\n",
-       "      <td>5.680535</td>\n",
-       "      <td>4.967118</td>\n",
-       "      <td>4.597531</td>\n",
-       "      <td>5.241882</td>\n",
-       "      <td>4.750998</td>\n",
-       "      <td>4.100700</td>\n",
-       "      <td>4.918997</td>\n",
-       "      <td>5.498704</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TMEM106A\\1552302_at</th>\n",
-       "      <td>6.454470</td>\n",
-       "      <td>5.467658</td>\n",
-       "      <td>5.675294</td>\n",
-       "      <td>5.458658</td>\n",
-       "      <td>4.183645</td>\n",
-       "      <td>5.513958</td>\n",
-       "      <td>4.842315</td>\n",
-       "      <td>5.064723</td>\n",
-       "      <td>6.658097</td>\n",
-       "      <td>4.751935</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.258896</td>\n",
-       "      <td>6.259948</td>\n",
-       "      <td>5.988639</td>\n",
-       "      <td>5.647631</td>\n",
-       "      <td>5.561222</td>\n",
-       "      <td>7.208439</td>\n",
-       "      <td>5.299725</td>\n",
-       "      <td>5.274601</td>\n",
-       "      <td>3.922911</td>\n",
-       "      <td>5.670311</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TMEM106A\\1552303_a_at</th>\n",
-       "      <td>6.064950</td>\n",
-       "      <td>4.965780</td>\n",
-       "      <td>4.743380</td>\n",
-       "      <td>5.294577</td>\n",
-       "      <td>5.496830</td>\n",
-       "      <td>4.722630</td>\n",
-       "      <td>5.513314</td>\n",
-       "      <td>5.582782</td>\n",
-       "      <td>4.450802</td>\n",
-       "      <td>4.864072</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.519410</td>\n",
-       "      <td>5.895962</td>\n",
-       "      <td>5.127121</td>\n",
-       "      <td>5.174906</td>\n",
-       "      <td>5.150271</td>\n",
-       "      <td>6.081859</td>\n",
-       "      <td>5.529384</td>\n",
-       "      <td>3.745173</td>\n",
-       "      <td>5.345258</td>\n",
-       "      <td>5.793316</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ALG10\\1552304_at</th>\n",
-       "      <td>1.466110</td>\n",
-       "      <td>4.332314</td>\n",
-       "      <td>0.147789</td>\n",
-       "      <td>3.800548</td>\n",
-       "      <td>2.224241</td>\n",
-       "      <td>0.155840</td>\n",
-       "      <td>-0.011918</td>\n",
-       "      <td>1.490734</td>\n",
-       "      <td>3.097329</td>\n",
-       "      <td>3.367231</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.136257</td>\n",
-       "      <td>1.333687</td>\n",
-       "      <td>1.311474</td>\n",
-       "      <td>0.257578</td>\n",
-       "      <td>3.550679</td>\n",
-       "      <td>1.646223</td>\n",
-       "      <td>3.171297</td>\n",
-       "      <td>3.163813</td>\n",
-       "      <td>0.458382</td>\n",
-       "      <td>3.120926</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ALG10\\1552306_at</th>\n",
-       "      <td>4.420213</td>\n",
-       "      <td>4.770718</td>\n",
-       "      <td>4.200300</td>\n",
-       "      <td>4.390317</td>\n",
-       "      <td>3.580471</td>\n",
-       "      <td>3.774840</td>\n",
-       "      <td>0.577886</td>\n",
-       "      <td>4.298570</td>\n",
-       "      <td>2.065831</td>\n",
-       "      <td>4.004726</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3.416313</td>\n",
-       "      <td>4.521993</td>\n",
-       "      <td>4.329899</td>\n",
-       "      <td>3.137946</td>\n",
-       "      <td>3.154026</td>\n",
-       "      <td>3.468583</td>\n",
-       "      <td>4.022865</td>\n",
-       "      <td>3.291219</td>\n",
-       "      <td>3.630988</td>\n",
-       "      <td>4.785723</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TTC39C\\1552307_a_at</th>\n",
-       "      <td>5.438150</td>\n",
-       "      <td>5.643490</td>\n",
-       "      <td>4.238221</td>\n",
-       "      <td>5.108403</td>\n",
-       "      <td>5.996956</td>\n",
-       "      <td>4.944081</td>\n",
-       "      <td>5.085858</td>\n",
-       "      <td>4.970371</td>\n",
-       "      <td>3.705912</td>\n",
-       "      <td>5.556077</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.241524</td>\n",
-       "      <td>5.021253</td>\n",
-       "      <td>5.620164</td>\n",
-       "      <td>4.878912</td>\n",
-       "      <td>4.180959</td>\n",
-       "      <td>5.594095</td>\n",
-       "      <td>5.204219</td>\n",
-       "      <td>3.480511</td>\n",
-       "      <td>5.352621</td>\n",
-       "      <td>4.797475</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NEXN\\1552309_a_at</th>\n",
-       "      <td>7.378858</td>\n",
-       "      <td>7.202457</td>\n",
-       "      <td>7.409128</td>\n",
-       "      <td>7.192766</td>\n",
-       "      <td>7.655488</td>\n",
-       "      <td>6.483127</td>\n",
-       "      <td>7.719984</td>\n",
-       "      <td>7.798757</td>\n",
-       "      <td>5.866191</td>\n",
-       "      <td>7.127757</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8.120704</td>\n",
-       "      <td>7.102007</td>\n",
-       "      <td>8.363802</td>\n",
-       "      <td>8.118053</td>\n",
-       "      <td>6.900637</td>\n",
-       "      <td>8.563021</td>\n",
-       "      <td>7.838939</td>\n",
-       "      <td>5.384689</td>\n",
-       "      <td>7.399624</td>\n",
-       "      <td>8.523507</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C15orf40\\1552310_at</th>\n",
-       "      <td>6.846894</td>\n",
-       "      <td>6.749709</td>\n",
-       "      <td>5.036706</td>\n",
-       "      <td>6.061573</td>\n",
-       "      <td>7.342573</td>\n",
-       "      <td>5.232972</td>\n",
-       "      <td>6.805576</td>\n",
-       "      <td>6.712871</td>\n",
-       "      <td>5.763964</td>\n",
-       "      <td>6.738862</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.199270</td>\n",
-       "      <td>6.042053</td>\n",
-       "      <td>6.219939</td>\n",
-       "      <td>5.826848</td>\n",
-       "      <td>6.250649</td>\n",
-       "      <td>6.595660</td>\n",
-       "      <td>6.117489</td>\n",
-       "      <td>4.467195</td>\n",
-       "      <td>6.877168</td>\n",
-       "      <td>6.433564</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RAX2\\1552311_a_at</th>\n",
-       "      <td>6.010254</td>\n",
-       "      <td>6.020933</td>\n",
-       "      <td>5.148816</td>\n",
-       "      <td>4.711677</td>\n",
-       "      <td>4.944067</td>\n",
-       "      <td>4.422435</td>\n",
-       "      <td>5.989954</td>\n",
-       "      <td>5.289023</td>\n",
-       "      <td>4.614745</td>\n",
-       "      <td>4.118999</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.216777</td>\n",
-       "      <td>4.792595</td>\n",
-       "      <td>5.708951</td>\n",
-       "      <td>4.668443</td>\n",
-       "      <td>1.690538</td>\n",
-       "      <td>5.039353</td>\n",
-       "      <td>5.676516</td>\n",
-       "      <td>3.661430</td>\n",
-       "      <td>4.036530</td>\n",
-       "      <td>5.519293</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MFAP3\\1552312_a_at</th>\n",
-       "      <td>4.924124</td>\n",
-       "      <td>6.221891</td>\n",
-       "      <td>3.600329</td>\n",
-       "      <td>5.018438</td>\n",
-       "      <td>5.403292</td>\n",
-       "      <td>0.056681</td>\n",
-       "      <td>4.966398</td>\n",
-       "      <td>5.863832</td>\n",
-       "      <td>2.430020</td>\n",
-       "      <td>5.426540</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.006967</td>\n",
-       "      <td>4.405700</td>\n",
-       "      <td>5.985867</td>\n",
-       "      <td>5.580465</td>\n",
-       "      <td>3.213878</td>\n",
-       "      <td>4.337005</td>\n",
-       "      <td>6.002496</td>\n",
-       "      <td>-0.193028</td>\n",
-       "      <td>6.408547</td>\n",
-       "      <td>6.253379</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GPR153\\64942_at</th>\n",
-       "      <td>6.993086</td>\n",
-       "      <td>7.356100</td>\n",
-       "      <td>6.443327</td>\n",
-       "      <td>6.881701</td>\n",
-       "      <td>7.296035</td>\n",
-       "      <td>6.392972</td>\n",
-       "      <td>6.753631</td>\n",
-       "      <td>7.162522</td>\n",
-       "      <td>6.095203</td>\n",
-       "      <td>7.225506</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.857788</td>\n",
-       "      <td>6.945912</td>\n",
-       "      <td>7.068789</td>\n",
-       "      <td>6.377927</td>\n",
-       "      <td>6.263196</td>\n",
-       "      <td>7.405975</td>\n",
-       "      <td>7.323379</td>\n",
-       "      <td>5.243566</td>\n",
-       "      <td>7.067348</td>\n",
-       "      <td>7.035690</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>YIPF2\\65086_at</th>\n",
-       "      <td>5.063499</td>\n",
-       "      <td>5.729577</td>\n",
-       "      <td>4.912065</td>\n",
-       "      <td>5.684339</td>\n",
-       "      <td>6.682784</td>\n",
-       "      <td>5.032383</td>\n",
-       "      <td>6.563488</td>\n",
-       "      <td>6.215945</td>\n",
-       "      <td>5.244130</td>\n",
-       "      <td>6.505889</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.389902</td>\n",
-       "      <td>5.971785</td>\n",
-       "      <td>6.377394</td>\n",
-       "      <td>6.212715</td>\n",
-       "      <td>3.851609</td>\n",
-       "      <td>6.369863</td>\n",
-       "      <td>5.500984</td>\n",
-       "      <td>4.228596</td>\n",
-       "      <td>6.036503</td>\n",
-       "      <td>5.896250</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>INO80B\\65133_i_at</th>\n",
-       "      <td>3.476926</td>\n",
-       "      <td>4.676628</td>\n",
-       "      <td>4.179591</td>\n",
-       "      <td>3.864374</td>\n",
-       "      <td>4.191357</td>\n",
-       "      <td>3.137943</td>\n",
-       "      <td>4.638062</td>\n",
-       "      <td>4.766224</td>\n",
-       "      <td>4.457227</td>\n",
-       "      <td>4.263455</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.350547</td>\n",
-       "      <td>4.135781</td>\n",
-       "      <td>4.439816</td>\n",
-       "      <td>4.022971</td>\n",
-       "      <td>4.622626</td>\n",
-       "      <td>4.659548</td>\n",
-       "      <td>4.518995</td>\n",
-       "      <td>2.984783</td>\n",
-       "      <td>4.621161</td>\n",
-       "      <td>3.318190</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>KIAA1609\\65438_at</th>\n",
-       "      <td>4.740604</td>\n",
-       "      <td>4.319011</td>\n",
-       "      <td>2.261040</td>\n",
-       "      <td>3.439317</td>\n",
-       "      <td>4.817429</td>\n",
-       "      <td>3.157532</td>\n",
-       "      <td>3.914096</td>\n",
-       "      <td>3.926626</td>\n",
-       "      <td>3.507414</td>\n",
-       "      <td>4.279404</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.947947</td>\n",
-       "      <td>4.493647</td>\n",
-       "      <td>3.796971</td>\n",
-       "      <td>4.246591</td>\n",
-       "      <td>3.361909</td>\n",
-       "      <td>5.039173</td>\n",
-       "      <td>3.702635</td>\n",
-       "      <td>3.280452</td>\n",
-       "      <td>3.923083</td>\n",
-       "      <td>3.776799</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C2orf68\\65472_at</th>\n",
-       "      <td>6.390718</td>\n",
-       "      <td>5.451429</td>\n",
-       "      <td>5.015961</td>\n",
-       "      <td>5.080197</td>\n",
-       "      <td>6.826625</td>\n",
-       "      <td>5.100713</td>\n",
-       "      <td>6.535059</td>\n",
-       "      <td>5.725902</td>\n",
-       "      <td>4.886457</td>\n",
-       "      <td>5.903884</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.562131</td>\n",
-       "      <td>5.286648</td>\n",
-       "      <td>5.106897</td>\n",
-       "      <td>5.842343</td>\n",
-       "      <td>5.041668</td>\n",
-       "      <td>6.038252</td>\n",
-       "      <td>5.818309</td>\n",
-       "      <td>3.616558</td>\n",
-       "      <td>5.987166</td>\n",
-       "      <td>5.923565</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HEATR6\\65493_at</th>\n",
-       "      <td>5.743283</td>\n",
-       "      <td>5.569962</td>\n",
-       "      <td>4.909461</td>\n",
-       "      <td>4.727888</td>\n",
-       "      <td>5.982854</td>\n",
-       "      <td>4.597108</td>\n",
-       "      <td>5.292826</td>\n",
-       "      <td>5.078379</td>\n",
-       "      <td>4.759044</td>\n",
-       "      <td>5.737952</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.092085</td>\n",
-       "      <td>5.579974</td>\n",
-       "      <td>4.641922</td>\n",
-       "      <td>5.003975</td>\n",
-       "      <td>5.083115</td>\n",
-       "      <td>5.738798</td>\n",
-       "      <td>5.503670</td>\n",
-       "      <td>4.383967</td>\n",
-       "      <td>5.132770</td>\n",
-       "      <td>5.441649</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>AP1M2\\65517_at</th>\n",
-       "      <td>5.015288</td>\n",
-       "      <td>5.608247</td>\n",
-       "      <td>4.752877</td>\n",
-       "      <td>5.681095</td>\n",
-       "      <td>5.568382</td>\n",
-       "      <td>4.697635</td>\n",
-       "      <td>5.025069</td>\n",
-       "      <td>5.411884</td>\n",
-       "      <td>4.904605</td>\n",
-       "      <td>5.834709</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.367425</td>\n",
-       "      <td>5.761554</td>\n",
-       "      <td>3.049296</td>\n",
-       "      <td>4.800211</td>\n",
-       "      <td>5.423578</td>\n",
-       "      <td>6.285077</td>\n",
-       "      <td>5.053168</td>\n",
-       "      <td>3.144903</td>\n",
-       "      <td>5.058892</td>\n",
-       "      <td>4.476732</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>UBE2D4\\65521_at</th>\n",
-       "      <td>6.575132</td>\n",
-       "      <td>6.853322</td>\n",
-       "      <td>6.013668</td>\n",
-       "      <td>6.279347</td>\n",
-       "      <td>6.786531</td>\n",
-       "      <td>5.653734</td>\n",
-       "      <td>6.462278</td>\n",
-       "      <td>6.997134</td>\n",
-       "      <td>5.314341</td>\n",
-       "      <td>7.116282</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.501350</td>\n",
-       "      <td>6.557242</td>\n",
-       "      <td>6.630612</td>\n",
-       "      <td>6.992904</td>\n",
-       "      <td>5.490025</td>\n",
-       "      <td>6.448988</td>\n",
-       "      <td>6.777735</td>\n",
-       "      <td>4.297844</td>\n",
-       "      <td>6.786309</td>\n",
-       "      <td>6.897567</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FAM86B1\\65585_at</th>\n",
-       "      <td>5.048629</td>\n",
-       "      <td>5.406554</td>\n",
-       "      <td>4.423128</td>\n",
-       "      <td>5.250571</td>\n",
-       "      <td>6.194513</td>\n",
-       "      <td>4.273135</td>\n",
-       "      <td>6.007707</td>\n",
-       "      <td>4.820807</td>\n",
-       "      <td>4.662627</td>\n",
-       "      <td>6.018554</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.930039</td>\n",
-       "      <td>4.978406</td>\n",
-       "      <td>4.497101</td>\n",
-       "      <td>5.619982</td>\n",
-       "      <td>5.304329</td>\n",
-       "      <td>6.234934</td>\n",
-       "      <td>5.056930</td>\n",
-       "      <td>3.706420</td>\n",
-       "      <td>5.555598</td>\n",
-       "      <td>3.894760</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC388796\\65588_at</th>\n",
-       "      <td>5.230683</td>\n",
-       "      <td>6.563350</td>\n",
-       "      <td>5.286774</td>\n",
-       "      <td>5.480679</td>\n",
-       "      <td>6.935271</td>\n",
-       "      <td>4.037523</td>\n",
-       "      <td>5.817813</td>\n",
-       "      <td>5.660914</td>\n",
-       "      <td>4.476336</td>\n",
-       "      <td>6.621256</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.744767</td>\n",
-       "      <td>5.898341</td>\n",
-       "      <td>5.001640</td>\n",
-       "      <td>6.066539</td>\n",
-       "      <td>5.388317</td>\n",
-       "      <td>6.265013</td>\n",
-       "      <td>5.748225</td>\n",
-       "      <td>4.572993</td>\n",
-       "      <td>6.192121</td>\n",
-       "      <td>5.323954</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>WDR48\\65591_at</th>\n",
-       "      <td>7.597732</td>\n",
-       "      <td>7.827959</td>\n",
-       "      <td>6.405717</td>\n",
-       "      <td>7.319753</td>\n",
-       "      <td>7.884189</td>\n",
-       "      <td>6.083894</td>\n",
-       "      <td>7.442131</td>\n",
-       "      <td>7.693954</td>\n",
-       "      <td>5.300666</td>\n",
-       "      <td>7.808906</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.020947</td>\n",
-       "      <td>7.087229</td>\n",
-       "      <td>7.317431</td>\n",
-       "      <td>7.634942</td>\n",
-       "      <td>5.720500</td>\n",
-       "      <td>6.278764</td>\n",
-       "      <td>7.972268</td>\n",
-       "      <td>3.844436</td>\n",
-       "      <td>7.939109</td>\n",
-       "      <td>7.744370</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TMEM80\\65630_at</th>\n",
-       "      <td>6.527413</td>\n",
-       "      <td>6.776301</td>\n",
-       "      <td>4.973754</td>\n",
-       "      <td>6.306700</td>\n",
-       "      <td>7.201105</td>\n",
-       "      <td>5.892493</td>\n",
-       "      <td>6.657583</td>\n",
-       "      <td>6.774405</td>\n",
-       "      <td>5.141604</td>\n",
-       "      <td>6.640374</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.105144</td>\n",
-       "      <td>6.295547</td>\n",
-       "      <td>5.598806</td>\n",
-       "      <td>5.850447</td>\n",
-       "      <td>5.534942</td>\n",
-       "      <td>6.964895</td>\n",
-       "      <td>6.498149</td>\n",
-       "      <td>4.703898</td>\n",
-       "      <td>6.489299</td>\n",
-       "      <td>6.097097</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ENGASE\\65635_at</th>\n",
-       "      <td>7.509118</td>\n",
-       "      <td>7.599229</td>\n",
-       "      <td>6.554705</td>\n",
-       "      <td>6.957148</td>\n",
-       "      <td>8.053546</td>\n",
-       "      <td>6.583999</td>\n",
-       "      <td>7.215785</td>\n",
-       "      <td>7.580108</td>\n",
-       "      <td>7.218636</td>\n",
-       "      <td>7.206663</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8.719577</td>\n",
-       "      <td>7.239742</td>\n",
-       "      <td>6.701230</td>\n",
-       "      <td>7.141167</td>\n",
-       "      <td>6.775182</td>\n",
-       "      <td>7.788431</td>\n",
-       "      <td>7.456034</td>\n",
-       "      <td>6.641757</td>\n",
-       "      <td>7.430335</td>\n",
-       "      <td>7.567059</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GPR124\\65718_at</th>\n",
-       "      <td>5.871964</td>\n",
-       "      <td>6.323166</td>\n",
-       "      <td>5.790678</td>\n",
-       "      <td>6.119107</td>\n",
-       "      <td>6.736429</td>\n",
-       "      <td>5.892323</td>\n",
-       "      <td>6.528537</td>\n",
-       "      <td>6.476759</td>\n",
-       "      <td>5.037018</td>\n",
-       "      <td>5.856993</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.084247</td>\n",
-       "      <td>6.263113</td>\n",
-       "      <td>5.973637</td>\n",
-       "      <td>5.980473</td>\n",
-       "      <td>5.114671</td>\n",
-       "      <td>5.417937</td>\n",
-       "      <td>6.191134</td>\n",
-       "      <td>4.683803</td>\n",
-       "      <td>6.452437</td>\n",
-       "      <td>5.947844</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RHOT2\\65770_at</th>\n",
-       "      <td>4.979582</td>\n",
-       "      <td>6.648681</td>\n",
-       "      <td>5.656542</td>\n",
-       "      <td>6.623188</td>\n",
-       "      <td>6.868526</td>\n",
-       "      <td>5.517591</td>\n",
-       "      <td>6.087319</td>\n",
-       "      <td>6.567754</td>\n",
-       "      <td>5.881271</td>\n",
-       "      <td>6.476688</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.211518</td>\n",
-       "      <td>5.945383</td>\n",
-       "      <td>4.966477</td>\n",
-       "      <td>6.399489</td>\n",
-       "      <td>5.896802</td>\n",
-       "      <td>6.928536</td>\n",
-       "      <td>6.491851</td>\n",
-       "      <td>5.566678</td>\n",
-       "      <td>6.214865</td>\n",
-       "      <td>5.773669</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAN1B1\\65884_at</th>\n",
-       "      <td>6.331488</td>\n",
-       "      <td>6.752802</td>\n",
-       "      <td>5.046666</td>\n",
-       "      <td>6.131116</td>\n",
-       "      <td>6.902592</td>\n",
-       "      <td>5.575088</td>\n",
-       "      <td>6.503276</td>\n",
-       "      <td>6.071595</td>\n",
-       "      <td>6.390592</td>\n",
-       "      <td>6.409104</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.259724</td>\n",
-       "      <td>6.188057</td>\n",
-       "      <td>5.730308</td>\n",
-       "      <td>6.036848</td>\n",
-       "      <td>6.365532</td>\n",
-       "      <td>7.343825</td>\n",
-       "      <td>6.521668</td>\n",
-       "      <td>5.823342</td>\n",
-       "      <td>6.584791</td>\n",
-       "      <td>5.802803</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HNRNPUL2\\66053_at</th>\n",
-       "      <td>4.598329</td>\n",
-       "      <td>5.019680</td>\n",
-       "      <td>3.679052</td>\n",
-       "      <td>4.660449</td>\n",
-       "      <td>5.014395</td>\n",
-       "      <td>3.298908</td>\n",
-       "      <td>4.211534</td>\n",
-       "      <td>5.347871</td>\n",
-       "      <td>3.040533</td>\n",
-       "      <td>4.145050</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.721176</td>\n",
-       "      <td>5.102289</td>\n",
-       "      <td>3.614086</td>\n",
-       "      <td>4.884569</td>\n",
-       "      <td>2.446140</td>\n",
-       "      <td>2.622902</td>\n",
-       "      <td>4.764925</td>\n",
-       "      <td>1.723371</td>\n",
-       "      <td>4.732622</td>\n",
-       "      <td>4.419229</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>WNT6\\71933_at</th>\n",
-       "      <td>6.242109</td>\n",
-       "      <td>6.336960</td>\n",
-       "      <td>5.287908</td>\n",
-       "      <td>6.132143</td>\n",
-       "      <td>5.854746</td>\n",
-       "      <td>5.378293</td>\n",
-       "      <td>5.423827</td>\n",
-       "      <td>6.398267</td>\n",
-       "      <td>4.029621</td>\n",
-       "      <td>5.859915</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.187942</td>\n",
-       "      <td>6.061480</td>\n",
-       "      <td>6.455873</td>\n",
-       "      <td>5.301606</td>\n",
-       "      <td>4.411908</td>\n",
-       "      <td>4.356348</td>\n",
-       "      <td>6.101484</td>\n",
-       "      <td>2.443050</td>\n",
-       "      <td>5.928463</td>\n",
-       "      <td>6.729403</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RABEP2\\74694_s_at</th>\n",
-       "      <td>6.604790</td>\n",
-       "      <td>6.728274</td>\n",
-       "      <td>5.916099</td>\n",
-       "      <td>6.282486</td>\n",
-       "      <td>6.937380</td>\n",
-       "      <td>5.955915</td>\n",
-       "      <td>6.934045</td>\n",
-       "      <td>6.309458</td>\n",
-       "      <td>6.926735</td>\n",
-       "      <td>6.693041</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.684026</td>\n",
-       "      <td>6.319067</td>\n",
-       "      <td>5.919562</td>\n",
-       "      <td>6.670968</td>\n",
-       "      <td>6.570387</td>\n",
-       "      <td>7.475920</td>\n",
-       "      <td>6.534314</td>\n",
-       "      <td>5.833940</td>\n",
-       "      <td>6.610507</td>\n",
-       "      <td>6.051250</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FKBP15\\76897_s_at</th>\n",
-       "      <td>3.263695</td>\n",
-       "      <td>5.183022</td>\n",
-       "      <td>3.591859</td>\n",
-       "      <td>4.970941</td>\n",
-       "      <td>2.833756</td>\n",
-       "      <td>2.285941</td>\n",
-       "      <td>3.991817</td>\n",
-       "      <td>4.429054</td>\n",
-       "      <td>4.315899</td>\n",
-       "      <td>5.580519</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.311677</td>\n",
-       "      <td>4.714801</td>\n",
-       "      <td>3.421210</td>\n",
-       "      <td>4.483564</td>\n",
-       "      <td>3.384381</td>\n",
-       "      <td>-0.927751</td>\n",
-       "      <td>4.803769</td>\n",
-       "      <td>-0.179510</td>\n",
-       "      <td>4.771674</td>\n",
-       "      <td>4.025977</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RABEP2\\77508_r_at</th>\n",
-       "      <td>6.210724</td>\n",
-       "      <td>6.233840</td>\n",
-       "      <td>5.156433</td>\n",
-       "      <td>6.180957</td>\n",
-       "      <td>6.148531</td>\n",
-       "      <td>5.273874</td>\n",
-       "      <td>5.853529</td>\n",
-       "      <td>6.003332</td>\n",
-       "      <td>5.060648</td>\n",
-       "      <td>5.879838</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.190767</td>\n",
-       "      <td>5.677745</td>\n",
-       "      <td>6.440009</td>\n",
-       "      <td>4.953898</td>\n",
-       "      <td>5.432776</td>\n",
-       "      <td>5.783098</td>\n",
-       "      <td>6.119097</td>\n",
-       "      <td>4.891113</td>\n",
-       "      <td>5.948321</td>\n",
-       "      <td>6.117479</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZNF335\\78330_at</th>\n",
-       "      <td>4.319206</td>\n",
-       "      <td>5.194225</td>\n",
-       "      <td>4.342064</td>\n",
-       "      <td>4.251636</td>\n",
-       "      <td>5.004029</td>\n",
-       "      <td>3.982619</td>\n",
-       "      <td>4.337019</td>\n",
-       "      <td>4.340975</td>\n",
-       "      <td>3.282724</td>\n",
-       "      <td>4.485485</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.572126</td>\n",
-       "      <td>4.664858</td>\n",
-       "      <td>4.200912</td>\n",
-       "      <td>4.378768</td>\n",
-       "      <td>4.122350</td>\n",
-       "      <td>1.441409</td>\n",
-       "      <td>4.563524</td>\n",
-       "      <td>2.701048</td>\n",
-       "      <td>4.051494</td>\n",
-       "      <td>4.539903</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100129250\\78383_at</th>\n",
-       "      <td>6.091702</td>\n",
-       "      <td>6.256379</td>\n",
-       "      <td>4.534030</td>\n",
-       "      <td>5.458428</td>\n",
-       "      <td>6.376309</td>\n",
-       "      <td>5.352158</td>\n",
-       "      <td>6.307869</td>\n",
-       "      <td>6.252418</td>\n",
-       "      <td>4.932935</td>\n",
-       "      <td>6.165904</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.853826</td>\n",
-       "      <td>5.725100</td>\n",
-       "      <td>6.400745</td>\n",
-       "      <td>6.345909</td>\n",
-       "      <td>5.195501</td>\n",
-       "      <td>5.701918</td>\n",
-       "      <td>5.736472</td>\n",
-       "      <td>4.355806</td>\n",
-       "      <td>6.525123</td>\n",
-       "      <td>6.154697</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZNF783\\78495_at</th>\n",
-       "      <td>5.842569</td>\n",
-       "      <td>6.406305</td>\n",
-       "      <td>5.552143</td>\n",
-       "      <td>5.778784</td>\n",
-       "      <td>6.637661</td>\n",
-       "      <td>4.968759</td>\n",
-       "      <td>6.037204</td>\n",
-       "      <td>6.423862</td>\n",
-       "      <td>5.416840</td>\n",
-       "      <td>6.473779</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.769124</td>\n",
-       "      <td>5.916665</td>\n",
-       "      <td>5.730463</td>\n",
-       "      <td>6.062007</td>\n",
-       "      <td>5.247521</td>\n",
-       "      <td>6.026831</td>\n",
-       "      <td>6.186148</td>\n",
-       "      <td>4.916744</td>\n",
-       "      <td>5.783344</td>\n",
-       "      <td>5.858384</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC35E1\\79005_at</th>\n",
-       "      <td>6.755248</td>\n",
-       "      <td>6.863517</td>\n",
-       "      <td>5.407958</td>\n",
-       "      <td>6.560889</td>\n",
-       "      <td>6.823635</td>\n",
-       "      <td>5.752390</td>\n",
-       "      <td>6.275184</td>\n",
-       "      <td>6.922305</td>\n",
-       "      <td>6.135264</td>\n",
-       "      <td>6.556921</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.944285</td>\n",
-       "      <td>7.087357</td>\n",
-       "      <td>6.406202</td>\n",
-       "      <td>6.570047</td>\n",
-       "      <td>5.782637</td>\n",
-       "      <td>6.576239</td>\n",
-       "      <td>6.217578</td>\n",
-       "      <td>4.489389</td>\n",
-       "      <td>6.709608</td>\n",
-       "      <td>6.954185</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CX3CL1\\823_at</th>\n",
-       "      <td>7.000856</td>\n",
-       "      <td>8.120844</td>\n",
-       "      <td>7.687299</td>\n",
-       "      <td>7.948642</td>\n",
-       "      <td>9.826521</td>\n",
-       "      <td>6.824475</td>\n",
-       "      <td>7.714376</td>\n",
-       "      <td>7.393708</td>\n",
-       "      <td>6.668147</td>\n",
-       "      <td>7.174337</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8.486236</td>\n",
-       "      <td>8.263025</td>\n",
-       "      <td>4.956772</td>\n",
-       "      <td>8.067822</td>\n",
-       "      <td>7.609097</td>\n",
-       "      <td>7.502625</td>\n",
-       "      <td>7.064754</td>\n",
-       "      <td>6.159994</td>\n",
-       "      <td>8.519805</td>\n",
-       "      <td>8.358023</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ABHD2\\87100_at</th>\n",
-       "      <td>6.168189</td>\n",
-       "      <td>6.084798</td>\n",
-       "      <td>4.896291</td>\n",
-       "      <td>6.589429</td>\n",
-       "      <td>5.600814</td>\n",
-       "      <td>4.392901</td>\n",
-       "      <td>5.316312</td>\n",
-       "      <td>5.862107</td>\n",
-       "      <td>3.879039</td>\n",
-       "      <td>6.096043</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.269016</td>\n",
-       "      <td>6.164855</td>\n",
-       "      <td>5.599868</td>\n",
-       "      <td>6.744592</td>\n",
-       "      <td>5.685556</td>\n",
-       "      <td>4.586110</td>\n",
-       "      <td>6.308516</td>\n",
-       "      <td>-0.181966</td>\n",
-       "      <td>6.180245</td>\n",
-       "      <td>6.764606</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NPEPL1\\89476_r_at</th>\n",
-       "      <td>6.418971</td>\n",
-       "      <td>6.051907</td>\n",
-       "      <td>5.019093</td>\n",
-       "      <td>5.593560</td>\n",
-       "      <td>6.505122</td>\n",
-       "      <td>4.493865</td>\n",
-       "      <td>5.517965</td>\n",
-       "      <td>5.161380</td>\n",
-       "      <td>5.708345</td>\n",
-       "      <td>5.226532</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.878026</td>\n",
-       "      <td>5.429763</td>\n",
-       "      <td>6.367259</td>\n",
-       "      <td>5.614233</td>\n",
-       "      <td>5.736581</td>\n",
-       "      <td>6.592466</td>\n",
-       "      <td>5.207944</td>\n",
-       "      <td>5.689772</td>\n",
-       "      <td>5.232281</td>\n",
-       "      <td>5.482558</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PCIF1\\89948_at</th>\n",
-       "      <td>5.364026</td>\n",
-       "      <td>6.138112</td>\n",
-       "      <td>4.948848</td>\n",
-       "      <td>4.323723</td>\n",
-       "      <td>6.045482</td>\n",
-       "      <td>5.039608</td>\n",
-       "      <td>4.976968</td>\n",
-       "      <td>5.220620</td>\n",
-       "      <td>4.516822</td>\n",
-       "      <td>5.959925</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.776765</td>\n",
-       "      <td>4.893629</td>\n",
-       "      <td>5.162778</td>\n",
-       "      <td>6.153751</td>\n",
-       "      <td>4.989234</td>\n",
-       "      <td>5.540325</td>\n",
-       "      <td>5.640589</td>\n",
-       "      <td>4.055447</td>\n",
-       "      <td>6.222868</td>\n",
-       "      <td>6.123076</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ACSM5\\89977_at</th>\n",
-       "      <td>6.035861</td>\n",
-       "      <td>5.647568</td>\n",
-       "      <td>3.860993</td>\n",
-       "      <td>5.129567</td>\n",
-       "      <td>5.683553</td>\n",
-       "      <td>4.380626</td>\n",
-       "      <td>5.677212</td>\n",
-       "      <td>5.037690</td>\n",
-       "      <td>5.337422</td>\n",
-       "      <td>4.738941</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.407247</td>\n",
-       "      <td>5.208041</td>\n",
-       "      <td>5.459638</td>\n",
-       "      <td>4.902667</td>\n",
-       "      <td>4.255032</td>\n",
-       "      <td>5.857988</td>\n",
-       "      <td>5.800211</td>\n",
-       "      <td>5.022590</td>\n",
-       "      <td>6.013067</td>\n",
-       "      <td>5.190548</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ADAP1\\90265_at</th>\n",
-       "      <td>7.353412</td>\n",
-       "      <td>7.758610</td>\n",
-       "      <td>6.558511</td>\n",
-       "      <td>7.363907</td>\n",
-       "      <td>7.827019</td>\n",
-       "      <td>6.570413</td>\n",
-       "      <td>7.342901</td>\n",
-       "      <td>7.530477</td>\n",
-       "      <td>6.781281</td>\n",
-       "      <td>7.498019</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.614165</td>\n",
-       "      <td>7.308303</td>\n",
-       "      <td>6.856525</td>\n",
-       "      <td>7.494392</td>\n",
-       "      <td>6.745802</td>\n",
-       "      <td>7.552231</td>\n",
-       "      <td>7.188025</td>\n",
-       "      <td>5.887045</td>\n",
-       "      <td>7.078524</td>\n",
-       "      <td>7.679227</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LRCH4\\90610_at</th>\n",
-       "      <td>7.159871</td>\n",
-       "      <td>7.671683</td>\n",
-       "      <td>6.369470</td>\n",
-       "      <td>6.871708</td>\n",
-       "      <td>8.151757</td>\n",
-       "      <td>6.314541</td>\n",
-       "      <td>7.506867</td>\n",
-       "      <td>7.518881</td>\n",
-       "      <td>7.441981</td>\n",
-       "      <td>7.875706</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.845760</td>\n",
-       "      <td>7.050240</td>\n",
-       "      <td>7.533384</td>\n",
-       "      <td>7.514769</td>\n",
-       "      <td>6.868082</td>\n",
-       "      <td>7.842086</td>\n",
-       "      <td>6.987821</td>\n",
-       "      <td>6.506588</td>\n",
-       "      <td>7.819892</td>\n",
-       "      <td>7.507573</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LRTM1\\91580_at</th>\n",
-       "      <td>-0.045213</td>\n",
-       "      <td>2.305463</td>\n",
-       "      <td>-0.888405</td>\n",
-       "      <td>2.480444</td>\n",
-       "      <td>2.519265</td>\n",
-       "      <td>0.076969</td>\n",
-       "      <td>2.909756</td>\n",
-       "      <td>2.373133</td>\n",
-       "      <td>-0.136659</td>\n",
-       "      <td>0.769416</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.106007</td>\n",
-       "      <td>-0.597511</td>\n",
-       "      <td>0.944416</td>\n",
-       "      <td>1.806609</td>\n",
-       "      <td>-0.503360</td>\n",
-       "      <td>0.529761</td>\n",
-       "      <td>0.813007</td>\n",
-       "      <td>0.529901</td>\n",
-       "      <td>2.504791</td>\n",
-       "      <td>3.410667</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DGCR8\\91617_at</th>\n",
-       "      <td>5.933679</td>\n",
-       "      <td>5.656702</td>\n",
-       "      <td>5.038656</td>\n",
-       "      <td>4.771389</td>\n",
-       "      <td>6.527389</td>\n",
-       "      <td>5.074493</td>\n",
-       "      <td>6.257041</td>\n",
-       "      <td>5.503772</td>\n",
-       "      <td>6.262420</td>\n",
-       "      <td>5.602344</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.891504</td>\n",
-       "      <td>5.716061</td>\n",
-       "      <td>5.216847</td>\n",
-       "      <td>5.465739</td>\n",
-       "      <td>5.571367</td>\n",
-       "      <td>6.838397</td>\n",
-       "      <td>5.420580</td>\n",
-       "      <td>5.115737</td>\n",
-       "      <td>5.375620</td>\n",
-       "      <td>5.213588</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EXOSC4\\91684_g_at</th>\n",
-       "      <td>5.274858</td>\n",
-       "      <td>5.799227</td>\n",
-       "      <td>3.827372</td>\n",
-       "      <td>5.451838</td>\n",
-       "      <td>5.269467</td>\n",
-       "      <td>4.390695</td>\n",
-       "      <td>5.311470</td>\n",
-       "      <td>5.551848</td>\n",
-       "      <td>4.491193</td>\n",
-       "      <td>5.099931</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.425990</td>\n",
-       "      <td>5.012890</td>\n",
-       "      <td>4.338524</td>\n",
-       "      <td>5.745926</td>\n",
-       "      <td>4.744366</td>\n",
-       "      <td>5.816016</td>\n",
-       "      <td>5.471506</td>\n",
-       "      <td>3.957720</td>\n",
-       "      <td>5.413184</td>\n",
-       "      <td>5.148300</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EHBP1L1\\91703_at</th>\n",
-       "      <td>4.533320</td>\n",
-       "      <td>5.880624</td>\n",
-       "      <td>4.853661</td>\n",
-       "      <td>5.154409</td>\n",
-       "      <td>5.903185</td>\n",
-       "      <td>3.776525</td>\n",
-       "      <td>6.101776</td>\n",
-       "      <td>5.652472</td>\n",
-       "      <td>5.474433</td>\n",
-       "      <td>5.944109</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.030755</td>\n",
-       "      <td>5.226177</td>\n",
-       "      <td>3.808879</td>\n",
-       "      <td>6.171993</td>\n",
-       "      <td>5.650130</td>\n",
-       "      <td>6.825620</td>\n",
-       "      <td>5.849271</td>\n",
-       "      <td>5.055478</td>\n",
-       "      <td>5.873422</td>\n",
-       "      <td>4.268345</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MEX3D\\91816_f_at</th>\n",
-       "      <td>5.759814</td>\n",
-       "      <td>6.348703</td>\n",
-       "      <td>5.107048</td>\n",
-       "      <td>5.595939</td>\n",
-       "      <td>5.568361</td>\n",
-       "      <td>4.870996</td>\n",
-       "      <td>5.925897</td>\n",
-       "      <td>6.521431</td>\n",
-       "      <td>3.975639</td>\n",
-       "      <td>6.333953</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.845084</td>\n",
-       "      <td>5.925978</td>\n",
-       "      <td>5.586744</td>\n",
-       "      <td>5.850452</td>\n",
-       "      <td>4.392833</td>\n",
-       "      <td>4.719556</td>\n",
-       "      <td>5.955127</td>\n",
-       "      <td>2.408201</td>\n",
-       "      <td>6.645486</td>\n",
-       "      <td>6.843783</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EPS8L1\\91826_at</th>\n",
-       "      <td>3.683652</td>\n",
-       "      <td>5.650897</td>\n",
-       "      <td>4.455229</td>\n",
-       "      <td>4.667597</td>\n",
-       "      <td>5.815160</td>\n",
-       "      <td>4.687973</td>\n",
-       "      <td>5.989707</td>\n",
-       "      <td>5.351112</td>\n",
-       "      <td>4.870241</td>\n",
-       "      <td>5.790650</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.401467</td>\n",
-       "      <td>5.378702</td>\n",
-       "      <td>4.798227</td>\n",
-       "      <td>5.449195</td>\n",
-       "      <td>5.054571</td>\n",
-       "      <td>5.960720</td>\n",
-       "      <td>4.700939</td>\n",
-       "      <td>4.627817</td>\n",
-       "      <td>5.276348</td>\n",
-       "      <td>5.095823</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>BCAN\\91920_at</th>\n",
-       "      <td>6.556367</td>\n",
-       "      <td>6.284061</td>\n",
-       "      <td>4.912664</td>\n",
-       "      <td>5.407067</td>\n",
-       "      <td>5.549811</td>\n",
-       "      <td>5.336244</td>\n",
-       "      <td>5.835760</td>\n",
-       "      <td>5.875399</td>\n",
-       "      <td>4.065426</td>\n",
-       "      <td>5.422566</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4.709682</td>\n",
-       "      <td>5.815878</td>\n",
-       "      <td>5.615916</td>\n",
-       "      <td>5.514327</td>\n",
-       "      <td>4.832125</td>\n",
-       "      <td>5.359054</td>\n",
-       "      <td>5.711109</td>\n",
-       "      <td>2.848738</td>\n",
-       "      <td>4.935549</td>\n",
-       "      <td>6.260592</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DCAF15\\91952_at</th>\n",
-       "      <td>4.761440</td>\n",
-       "      <td>5.559590</td>\n",
-       "      <td>4.080248</td>\n",
-       "      <td>5.047617</td>\n",
-       "      <td>4.656874</td>\n",
-       "      <td>3.860069</td>\n",
-       "      <td>4.350144</td>\n",
-       "      <td>5.377620</td>\n",
-       "      <td>5.364506</td>\n",
-       "      <td>4.715751</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.957155</td>\n",
-       "      <td>4.786319</td>\n",
-       "      <td>4.936025</td>\n",
-       "      <td>4.975039</td>\n",
-       "      <td>5.384122</td>\n",
-       "      <td>5.593345</td>\n",
-       "      <td>5.239142</td>\n",
-       "      <td>4.774213</td>\n",
-       "      <td>4.942486</td>\n",
-       "      <td>4.566237</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ACTB\\AFFX-HSAC07/X00351_3_at</th>\n",
-       "      <td>12.668271</td>\n",
-       "      <td>12.892524</td>\n",
-       "      <td>12.056218</td>\n",
-       "      <td>12.442026</td>\n",
-       "      <td>13.226189</td>\n",
-       "      <td>11.972395</td>\n",
-       "      <td>13.058773</td>\n",
-       "      <td>12.508590</td>\n",
-       "      <td>12.421000</td>\n",
-       "      <td>13.148745</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13.093551</td>\n",
-       "      <td>12.444355</td>\n",
-       "      <td>12.621248</td>\n",
-       "      <td>13.173171</td>\n",
-       "      <td>12.629464</td>\n",
-       "      <td>13.121676</td>\n",
-       "      <td>12.771716</td>\n",
-       "      <td>12.261087</td>\n",
-       "      <td>13.170748</td>\n",
-       "      <td>12.697250</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ACTB\\AFFX-HSAC07/X00351_5_at</th>\n",
-       "      <td>9.543664</td>\n",
-       "      <td>12.301082</td>\n",
-       "      <td>10.363927</td>\n",
-       "      <td>11.675560</td>\n",
-       "      <td>12.078968</td>\n",
-       "      <td>9.502601</td>\n",
-       "      <td>10.878672</td>\n",
-       "      <td>11.873690</td>\n",
-       "      <td>9.826811</td>\n",
-       "      <td>12.384859</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11.448044</td>\n",
-       "      <td>11.155552</td>\n",
-       "      <td>10.804655</td>\n",
-       "      <td>11.688679</td>\n",
-       "      <td>11.060872</td>\n",
-       "      <td>11.452241</td>\n",
-       "      <td>12.026015</td>\n",
-       "      <td>8.374687</td>\n",
-       "      <td>12.509770</td>\n",
-       "      <td>11.545394</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ACTB\\AFFX-HSAC07/X00351_M_at</th>\n",
-       "      <td>11.376614</td>\n",
-       "      <td>12.641295</td>\n",
-       "      <td>11.104789</td>\n",
-       "      <td>12.021560</td>\n",
-       "      <td>12.721219</td>\n",
-       "      <td>10.619991</td>\n",
-       "      <td>11.701085</td>\n",
-       "      <td>12.211782</td>\n",
-       "      <td>11.031074</td>\n",
-       "      <td>12.816704</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12.370712</td>\n",
-       "      <td>11.801235</td>\n",
-       "      <td>11.842272</td>\n",
-       "      <td>12.246577</td>\n",
-       "      <td>11.981938</td>\n",
-       "      <td>12.483723</td>\n",
-       "      <td>12.350445</td>\n",
-       "      <td>10.382883</td>\n",
-       "      <td>12.870332</td>\n",
-       "      <td>12.232586</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GAPDH\\AFFX-HUMGAPDH/M33197_3_at</th>\n",
-       "      <td>10.736478</td>\n",
-       "      <td>11.536835</td>\n",
-       "      <td>10.254178</td>\n",
-       "      <td>10.886169</td>\n",
-       "      <td>11.482667</td>\n",
-       "      <td>10.006915</td>\n",
-       "      <td>11.564130</td>\n",
-       "      <td>11.194394</td>\n",
-       "      <td>10.752038</td>\n",
-       "      <td>11.600006</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11.420023</td>\n",
-       "      <td>10.772026</td>\n",
-       "      <td>11.223465</td>\n",
-       "      <td>11.433778</td>\n",
-       "      <td>11.041187</td>\n",
-       "      <td>12.442384</td>\n",
-       "      <td>10.948513</td>\n",
-       "      <td>10.174376</td>\n",
-       "      <td>11.578179</td>\n",
-       "      <td>11.132635</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GAPDH\\AFFX-HUMGAPDH/M33197_5_at</th>\n",
-       "      <td>9.457124</td>\n",
-       "      <td>11.316610</td>\n",
-       "      <td>9.552490</td>\n",
-       "      <td>11.069530</td>\n",
-       "      <td>11.094731</td>\n",
-       "      <td>8.987923</td>\n",
-       "      <td>11.159411</td>\n",
-       "      <td>11.073077</td>\n",
-       "      <td>9.555072</td>\n",
-       "      <td>11.407443</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10.607219</td>\n",
-       "      <td>10.165020</td>\n",
-       "      <td>11.173583</td>\n",
-       "      <td>11.036682</td>\n",
-       "      <td>10.096886</td>\n",
-       "      <td>10.919385</td>\n",
-       "      <td>10.998837</td>\n",
-       "      <td>7.649342</td>\n",
-       "      <td>11.655987</td>\n",
-       "      <td>10.999246</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GAPDH\\AFFX-HUMGAPDH/M33197_M_at</th>\n",
-       "      <td>9.466162</td>\n",
-       "      <td>11.224719</td>\n",
-       "      <td>9.518051</td>\n",
-       "      <td>10.689954</td>\n",
-       "      <td>11.122608</td>\n",
-       "      <td>9.226790</td>\n",
-       "      <td>11.178764</td>\n",
-       "      <td>10.964464</td>\n",
-       "      <td>9.813475</td>\n",
-       "      <td>11.497612</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10.905590</td>\n",
-       "      <td>10.101214</td>\n",
-       "      <td>10.997278</td>\n",
-       "      <td>11.178154</td>\n",
-       "      <td>10.219471</td>\n",
-       "      <td>11.705788</td>\n",
-       "      <td>10.782441</td>\n",
-       "      <td>8.800560</td>\n",
-       "      <td>11.653365</td>\n",
-       "      <td>10.750816</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>STAT1\\AFFX-HUMISGF3A/M97935_3_at</th>\n",
-       "      <td>9.380652</td>\n",
-       "      <td>9.601604</td>\n",
-       "      <td>7.963162</td>\n",
-       "      <td>8.961461</td>\n",
-       "      <td>10.281849</td>\n",
-       "      <td>8.115470</td>\n",
-       "      <td>10.152336</td>\n",
-       "      <td>9.500203</td>\n",
-       "      <td>8.632119</td>\n",
-       "      <td>9.396457</td>\n",
-       "      <td>...</td>\n",
-       "      <td>9.617087</td>\n",
-       "      <td>9.394171</td>\n",
-       "      <td>9.170619</td>\n",
-       "      <td>9.026205</td>\n",
-       "      <td>8.409518</td>\n",
-       "      <td>9.167298</td>\n",
-       "      <td>9.940610</td>\n",
-       "      <td>7.390539</td>\n",
-       "      <td>10.106812</td>\n",
-       "      <td>9.687306</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>STAT1\\AFFX-HUMISGF3A/M97935_5_at</th>\n",
-       "      <td>4.523411</td>\n",
-       "      <td>6.551019</td>\n",
-       "      <td>4.213635</td>\n",
-       "      <td>5.976471</td>\n",
-       "      <td>5.898673</td>\n",
-       "      <td>3.905611</td>\n",
-       "      <td>5.717723</td>\n",
-       "      <td>5.848580</td>\n",
-       "      <td>4.189595</td>\n",
-       "      <td>6.573391</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5.399075</td>\n",
-       "      <td>5.304953</td>\n",
-       "      <td>4.865300</td>\n",
-       "      <td>6.254101</td>\n",
-       "      <td>3.748783</td>\n",
-       "      <td>3.055621</td>\n",
-       "      <td>7.138046</td>\n",
-       "      <td>2.660874</td>\n",
-       "      <td>7.696390</td>\n",
-       "      <td>5.819653</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>STAT1\\AFFX-HUMISGF3A/M97935_MA_at</th>\n",
-       "      <td>6.375740</td>\n",
-       "      <td>7.818736</td>\n",
-       "      <td>4.901673</td>\n",
-       "      <td>7.181252</td>\n",
-       "      <td>8.228896</td>\n",
-       "      <td>4.825099</td>\n",
-       "      <td>8.103587</td>\n",
-       "      <td>7.206487</td>\n",
-       "      <td>5.717109</td>\n",
-       "      <td>8.216882</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.676380</td>\n",
-       "      <td>6.952380</td>\n",
-       "      <td>6.770644</td>\n",
-       "      <td>7.886867</td>\n",
-       "      <td>5.780977</td>\n",
-       "      <td>5.170586</td>\n",
-       "      <td>8.056307</td>\n",
-       "      <td>3.446455</td>\n",
-       "      <td>9.087839</td>\n",
-       "      <td>7.762628</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>STAT1\\AFFX-HUMISGF3A/M97935_MB_at</th>\n",
-       "      <td>6.611128</td>\n",
-       "      <td>7.957828</td>\n",
-       "      <td>5.297485</td>\n",
-       "      <td>7.158771</td>\n",
-       "      <td>8.253082</td>\n",
-       "      <td>5.725100</td>\n",
-       "      <td>8.255775</td>\n",
-       "      <td>7.708553</td>\n",
-       "      <td>5.501487</td>\n",
-       "      <td>7.944800</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6.485552</td>\n",
-       "      <td>7.165560</td>\n",
-       "      <td>6.477491</td>\n",
-       "      <td>7.319293</td>\n",
-       "      <td>5.461915</td>\n",
-       "      <td>6.233965</td>\n",
-       "      <td>8.318805</td>\n",
-       "      <td>4.068146</td>\n",
-       "      <td>8.704118</td>\n",
-       "      <td>7.600151</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>42449 rows × 58 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                   GSE8581GSM211008  GSE8581GSM210090  \\\n",
-       "RFC2\\1053_at                               6.058559          6.628174   \n",
-       "HSPA6\\117_at                               5.525270          6.183496   \n",
-       "PAX8\\121_at                                7.654879          7.574253   \n",
-       "GUCA1A\\1255_g_at                           2.806122          3.833214   \n",
-       "UBA7\\1294_at                               6.925121          7.638935   \n",
-       "THRA\\1316_at                               5.507227          5.076610   \n",
-       "PTPN21\\1320_at                             4.222604          5.809080   \n",
-       "CCL5\\1405_i_at                             7.915939          8.243574   \n",
-       "CYP2E1\\1431_at                             4.154891          3.357805   \n",
-       "EPHB3\\1438_at                              4.196741          4.436295   \n",
-       "ESRRA\\1487_at                              6.554643          7.072663   \n",
-       "CYP2A6\\1494_f_at                           5.142156          5.611748   \n",
-       "SCARB1\\1552256_a_at                        6.621088          6.532015   \n",
-       "TTLL12\\1552257_a_at                        6.548042          6.929436   \n",
-       "NCRNA00152\\1552258_at                      5.466608          3.847446   \n",
-       "WFDC2\\1552261_at                           4.636607          4.174422   \n",
-       "MAPK1\\1552263_at                           6.050125          6.628676   \n",
-       "MAPK1\\1552264_a_at                         6.435147          7.648221   \n",
-       "ADAM32\\1552266_at                          3.866967          4.164489   \n",
-       "SPATA17\\1552269_at                         1.377651          3.410802   \n",
-       "PRR22\\1552271_at                           1.639371          0.912880   \n",
-       "PRR22\\1552272_a_at                         3.175640          4.953903   \n",
-       "PXK\\1552274_at                             8.012591          7.045345   \n",
-       "PXK\\1552275_s_at                           5.994917          5.813874   \n",
-       "VPS18\\1552276_a_at                         4.989021          3.347170   \n",
-       "C9orf30\\1552277_a_at                       6.677410          6.729240   \n",
-       "SLC46A1\\1552278_a_at                       5.416840          4.719479   \n",
-       "SLC46A1\\1552279_a_at                       5.947430          6.237828   \n",
-       "TIMD4\\1552280_at                           3.011245          0.595695   \n",
-       "SLC39A5\\1552281_at                         3.879696          3.680459   \n",
-       "ZDHHC11\\1552283_s_at                       5.915483          7.061895   \n",
-       "ATP6V1E2\\1552286_at                        5.677700          4.459458   \n",
-       "AFG3L1P\\1552287_s_at                       6.760021          6.949196   \n",
-       "CILP2\\1552288_at                           0.973457          0.655636   \n",
-       "CILP2\\1552289_a_at                         2.246004          4.657171   \n",
-       "PIGX\\1552291_at                            6.398886          5.785590   \n",
-       "TMEM196\\1552293_at                         2.441061          2.018858   \n",
-       "SLC39A13\\1552295_a_at                      5.939986          6.881787   \n",
-       "BEST4\\1552296_at                           0.982736          1.301008   \n",
-       "AKD1\\1552299_at                            2.712356          4.931149   \n",
-       "CORO6\\1552301_a_at                         5.507141          5.032855   \n",
-       "TMEM106A\\1552302_at                        6.454470          5.467658   \n",
-       "TMEM106A\\1552303_a_at                      6.064950          4.965780   \n",
-       "ALG10\\1552304_at                           1.466110          4.332314   \n",
-       "ALG10\\1552306_at                           4.420213          4.770718   \n",
-       "TTC39C\\1552307_a_at                        5.438150          5.643490   \n",
-       "NEXN\\1552309_a_at                          7.378858          7.202457   \n",
-       "C15orf40\\1552310_at                        6.846894          6.749709   \n",
-       "RAX2\\1552311_a_at                          6.010254          6.020933   \n",
-       "MFAP3\\1552312_a_at                         4.924124          6.221891   \n",
-       "...                                             ...               ...   \n",
-       "GPR153\\64942_at                            6.993086          7.356100   \n",
-       "YIPF2\\65086_at                             5.063499          5.729577   \n",
-       "INO80B\\65133_i_at                          3.476926          4.676628   \n",
-       "KIAA1609\\65438_at                          4.740604          4.319011   \n",
-       "C2orf68\\65472_at                           6.390718          5.451429   \n",
-       "HEATR6\\65493_at                            5.743283          5.569962   \n",
-       "AP1M2\\65517_at                             5.015288          5.608247   \n",
-       "UBE2D4\\65521_at                            6.575132          6.853322   \n",
-       "FAM86B1\\65585_at                           5.048629          5.406554   \n",
-       "LOC388796\\65588_at                         5.230683          6.563350   \n",
-       "WDR48\\65591_at                             7.597732          7.827959   \n",
-       "TMEM80\\65630_at                            6.527413          6.776301   \n",
-       "ENGASE\\65635_at                            7.509118          7.599229   \n",
-       "GPR124\\65718_at                            5.871964          6.323166   \n",
-       "RHOT2\\65770_at                             4.979582          6.648681   \n",
-       "MAN1B1\\65884_at                            6.331488          6.752802   \n",
-       "HNRNPUL2\\66053_at                          4.598329          5.019680   \n",
-       "WNT6\\71933_at                              6.242109          6.336960   \n",
-       "RABEP2\\74694_s_at                          6.604790          6.728274   \n",
-       "FKBP15\\76897_s_at                          3.263695          5.183022   \n",
-       "RABEP2\\77508_r_at                          6.210724          6.233840   \n",
-       "ZNF335\\78330_at                            4.319206          5.194225   \n",
-       "LOC100129250\\78383_at                      6.091702          6.256379   \n",
-       "ZNF783\\78495_at                            5.842569          6.406305   \n",
-       "SLC35E1\\79005_at                           6.755248          6.863517   \n",
-       "CX3CL1\\823_at                              7.000856          8.120844   \n",
-       "ABHD2\\87100_at                             6.168189          6.084798   \n",
-       "NPEPL1\\89476_r_at                          6.418971          6.051907   \n",
-       "PCIF1\\89948_at                             5.364026          6.138112   \n",
-       "ACSM5\\89977_at                             6.035861          5.647568   \n",
-       "ADAP1\\90265_at                             7.353412          7.758610   \n",
-       "LRCH4\\90610_at                             7.159871          7.671683   \n",
-       "LRTM1\\91580_at                            -0.045213          2.305463   \n",
-       "DGCR8\\91617_at                             5.933679          5.656702   \n",
-       "EXOSC4\\91684_g_at                          5.274858          5.799227   \n",
-       "EHBP1L1\\91703_at                           4.533320          5.880624   \n",
-       "MEX3D\\91816_f_at                           5.759814          6.348703   \n",
-       "EPS8L1\\91826_at                            3.683652          5.650897   \n",
-       "BCAN\\91920_at                              6.556367          6.284061   \n",
-       "DCAF15\\91952_at                            4.761440          5.559590   \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at              12.668271         12.892524   \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at               9.543664         12.301082   \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at              11.376614         12.641295   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at           10.736478         11.536835   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at            9.457124         11.316610   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at            9.466162         11.224719   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at           9.380652          9.601604   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at           4.523411          6.551019   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at          6.375740          7.818736   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at          6.611128          7.957828   \n",
-       "\n",
-       "                                   GSE8581GSM210012  GSE8581GSM210007  \\\n",
-       "RFC2\\1053_at                               4.562389          5.909300   \n",
-       "HSPA6\\117_at                               3.890427          4.972518   \n",
-       "PAX8\\121_at                                6.767946          7.132628   \n",
-       "GUCA1A\\1255_g_at                           2.720823          2.347476   \n",
-       "UBA7\\1294_at                               6.688460          7.147897   \n",
-       "THRA\\1316_at                               4.425916          4.850564   \n",
-       "PTPN21\\1320_at                             1.338824          5.115333   \n",
-       "CCL5\\1405_i_at                             6.379110          6.678987   \n",
-       "CYP2E1\\1431_at                             3.158138          3.709577   \n",
-       "EPHB3\\1438_at                              3.904619          4.226115   \n",
-       "ESRRA\\1487_at                              5.952893          6.697885   \n",
-       "CYP2A6\\1494_f_at                           4.774956          5.436029   \n",
-       "SCARB1\\1552256_a_at                        5.715723          5.982608   \n",
-       "TTLL12\\1552257_a_at                        5.784661          6.408087   \n",
-       "NCRNA00152\\1552258_at                      4.869304          4.965641   \n",
-       "WFDC2\\1552261_at                           3.028599          1.097847   \n",
-       "MAPK1\\1552263_at                           4.762822          5.855367   \n",
-       "MAPK1\\1552264_a_at                         5.559596          7.094035   \n",
-       "ADAM32\\1552266_at                          3.016275          4.212048   \n",
-       "SPATA17\\1552269_at                         2.654862          3.060497   \n",
-       "PRR22\\1552271_at                           0.846553          1.913753   \n",
-       "PRR22\\1552272_a_at                         2.825607          4.498723   \n",
-       "PXK\\1552274_at                             6.254634          6.997157   \n",
-       "PXK\\1552275_s_at                           4.776136          5.659816   \n",
-       "VPS18\\1552276_a_at                         3.863215          2.221893   \n",
-       "C9orf30\\1552277_a_at                       5.952830          5.892522   \n",
-       "SLC46A1\\1552278_a_at                       1.627317          4.941670   \n",
-       "SLC46A1\\1552279_a_at                       4.770475          5.855895   \n",
-       "TIMD4\\1552280_at                           2.276208          3.953349   \n",
-       "SLC39A5\\1552281_at                         4.315378          3.090157   \n",
-       "ZDHHC11\\1552283_s_at                       5.311812          7.467377   \n",
-       "ATP6V1E2\\1552286_at                        1.863300          4.386804   \n",
-       "AFG3L1P\\1552287_s_at                       5.865506          6.302829   \n",
-       "CILP2\\1552288_at                           2.639404          3.367469   \n",
-       "CILP2\\1552289_a_at                         2.489910          4.029488   \n",
-       "PIGX\\1552291_at                            5.348367          5.735530   \n",
-       "TMEM196\\1552293_at                         0.726692          1.974346   \n",
-       "SLC39A13\\1552295_a_at                      5.677226          6.266228   \n",
-       "BEST4\\1552296_at                           1.474597          3.397625   \n",
-       "AKD1\\1552299_at                            0.839653          3.962623   \n",
-       "CORO6\\1552301_a_at                         4.832232          4.800346   \n",
-       "TMEM106A\\1552302_at                        5.675294          5.458658   \n",
-       "TMEM106A\\1552303_a_at                      4.743380          5.294577   \n",
-       "ALG10\\1552304_at                           0.147789          3.800548   \n",
-       "ALG10\\1552306_at                           4.200300          4.390317   \n",
-       "TTC39C\\1552307_a_at                        4.238221          5.108403   \n",
-       "NEXN\\1552309_a_at                          7.409128          7.192766   \n",
-       "C15orf40\\1552310_at                        5.036706          6.061573   \n",
-       "RAX2\\1552311_a_at                          5.148816          4.711677   \n",
-       "MFAP3\\1552312_a_at                         3.600329          5.018438   \n",
-       "...                                             ...               ...   \n",
-       "GPR153\\64942_at                            6.443327          6.881701   \n",
-       "YIPF2\\65086_at                             4.912065          5.684339   \n",
-       "INO80B\\65133_i_at                          4.179591          3.864374   \n",
-       "KIAA1609\\65438_at                          2.261040          3.439317   \n",
-       "C2orf68\\65472_at                           5.015961          5.080197   \n",
-       "HEATR6\\65493_at                            4.909461          4.727888   \n",
-       "AP1M2\\65517_at                             4.752877          5.681095   \n",
-       "UBE2D4\\65521_at                            6.013668          6.279347   \n",
-       "FAM86B1\\65585_at                           4.423128          5.250571   \n",
-       "LOC388796\\65588_at                         5.286774          5.480679   \n",
-       "WDR48\\65591_at                             6.405717          7.319753   \n",
-       "TMEM80\\65630_at                            4.973754          6.306700   \n",
-       "ENGASE\\65635_at                            6.554705          6.957148   \n",
-       "GPR124\\65718_at                            5.790678          6.119107   \n",
-       "RHOT2\\65770_at                             5.656542          6.623188   \n",
-       "MAN1B1\\65884_at                            5.046666          6.131116   \n",
-       "HNRNPUL2\\66053_at                          3.679052          4.660449   \n",
-       "WNT6\\71933_at                              5.287908          6.132143   \n",
-       "RABEP2\\74694_s_at                          5.916099          6.282486   \n",
-       "FKBP15\\76897_s_at                          3.591859          4.970941   \n",
-       "RABEP2\\77508_r_at                          5.156433          6.180957   \n",
-       "ZNF335\\78330_at                            4.342064          4.251636   \n",
-       "LOC100129250\\78383_at                      4.534030          5.458428   \n",
-       "ZNF783\\78495_at                            5.552143          5.778784   \n",
-       "SLC35E1\\79005_at                           5.407958          6.560889   \n",
-       "CX3CL1\\823_at                              7.687299          7.948642   \n",
-       "ABHD2\\87100_at                             4.896291          6.589429   \n",
-       "NPEPL1\\89476_r_at                          5.019093          5.593560   \n",
-       "PCIF1\\89948_at                             4.948848          4.323723   \n",
-       "ACSM5\\89977_at                             3.860993          5.129567   \n",
-       "ADAP1\\90265_at                             6.558511          7.363907   \n",
-       "LRCH4\\90610_at                             6.369470          6.871708   \n",
-       "LRTM1\\91580_at                            -0.888405          2.480444   \n",
-       "DGCR8\\91617_at                             5.038656          4.771389   \n",
-       "EXOSC4\\91684_g_at                          3.827372          5.451838   \n",
-       "EHBP1L1\\91703_at                           4.853661          5.154409   \n",
-       "MEX3D\\91816_f_at                           5.107048          5.595939   \n",
-       "EPS8L1\\91826_at                            4.455229          4.667597   \n",
-       "BCAN\\91920_at                              4.912664          5.407067   \n",
-       "DCAF15\\91952_at                            4.080248          5.047617   \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at              12.056218         12.442026   \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at              10.363927         11.675560   \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at              11.104789         12.021560   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at           10.254178         10.886169   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at            9.552490         11.069530   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at            9.518051         10.689954   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at           7.963162          8.961461   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at           4.213635          5.976471   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at          4.901673          7.181252   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at          5.297485          7.158771   \n",
-       "\n",
-       "                                   GSE8581GSM213019  GSE8581GSM210004  \\\n",
-       "RFC2\\1053_at                               6.344207          4.861548   \n",
-       "HSPA6\\117_at                               6.926581          4.127864   \n",
-       "PAX8\\121_at                                7.290655          6.326811   \n",
-       "GUCA1A\\1255_g_at                           2.606129          0.574305   \n",
-       "UBA7\\1294_at                               8.091827          6.659511   \n",
-       "THRA\\1316_at                               5.413780          4.823846   \n",
-       "PTPN21\\1320_at                             5.778485          1.258640   \n",
-       "CCL5\\1405_i_at                             8.205823          6.837590   \n",
-       "CYP2E1\\1431_at                             4.667495          3.586200   \n",
-       "EPHB3\\1438_at                              4.830316          3.510835   \n",
-       "ESRRA\\1487_at                              7.096525          5.963733   \n",
-       "CYP2A6\\1494_f_at                           5.768465          5.508010   \n",
-       "SCARB1\\1552256_a_at                        6.941271          5.392826   \n",
-       "TTLL12\\1552257_a_at                        7.021169          5.747624   \n",
-       "NCRNA00152\\1552258_at                      5.256279          3.466105   \n",
-       "WFDC2\\1552261_at                           2.829285          2.199924   \n",
-       "MAPK1\\1552263_at                           6.164682          4.905375   \n",
-       "MAPK1\\1552264_a_at                         6.636226          5.711429   \n",
-       "ADAM32\\1552266_at                          3.569345          3.122795   \n",
-       "SPATA17\\1552269_at                        -0.462457          3.081082   \n",
-       "PRR22\\1552271_at                           2.180192          3.234397   \n",
-       "PRR22\\1552272_a_at                         4.351862          4.092503   \n",
-       "PXK\\1552274_at                             6.471425          6.390833   \n",
-       "PXK\\1552275_s_at                           6.270564          4.579784   \n",
-       "VPS18\\1552276_a_at                         3.413905          2.992442   \n",
-       "C9orf30\\1552277_a_at                       7.041210          5.787858   \n",
-       "SLC46A1\\1552278_a_at                       4.594363          3.490660   \n",
-       "SLC46A1\\1552279_a_at                       6.435909          4.709406   \n",
-       "TIMD4\\1552280_at                           3.028716          3.234118   \n",
-       "SLC39A5\\1552281_at                         4.378962          2.675832   \n",
-       "ZDHHC11\\1552283_s_at                       6.908885          5.613700   \n",
-       "ATP6V1E2\\1552286_at                        4.929403          3.726210   \n",
-       "AFG3L1P\\1552287_s_at                       7.784033          5.839098   \n",
-       "CILP2\\1552288_at                           1.312328          2.065472   \n",
-       "CILP2\\1552289_a_at                         4.453215          3.819903   \n",
-       "PIGX\\1552291_at                            6.189647          5.201250   \n",
-       "TMEM196\\1552293_at                         1.914105          3.672538   \n",
-       "SLC39A13\\1552295_a_at                      6.019544          5.125283   \n",
-       "BEST4\\1552296_at                           4.042636          2.885133   \n",
-       "AKD1\\1552299_at                            4.520642          3.038568   \n",
-       "CORO6\\1552301_a_at                         5.477318          4.774386   \n",
-       "TMEM106A\\1552302_at                        4.183645          5.513958   \n",
-       "TMEM106A\\1552303_a_at                      5.496830          4.722630   \n",
-       "ALG10\\1552304_at                           2.224241          0.155840   \n",
-       "ALG10\\1552306_at                           3.580471          3.774840   \n",
-       "TTC39C\\1552307_a_at                        5.996956          4.944081   \n",
-       "NEXN\\1552309_a_at                          7.655488          6.483127   \n",
-       "C15orf40\\1552310_at                        7.342573          5.232972   \n",
-       "RAX2\\1552311_a_at                          4.944067          4.422435   \n",
-       "MFAP3\\1552312_a_at                         5.403292          0.056681   \n",
-       "...                                             ...               ...   \n",
-       "GPR153\\64942_at                            7.296035          6.392972   \n",
-       "YIPF2\\65086_at                             6.682784          5.032383   \n",
-       "INO80B\\65133_i_at                          4.191357          3.137943   \n",
-       "KIAA1609\\65438_at                          4.817429          3.157532   \n",
-       "C2orf68\\65472_at                           6.826625          5.100713   \n",
-       "HEATR6\\65493_at                            5.982854          4.597108   \n",
-       "AP1M2\\65517_at                             5.568382          4.697635   \n",
-       "UBE2D4\\65521_at                            6.786531          5.653734   \n",
-       "FAM86B1\\65585_at                           6.194513          4.273135   \n",
-       "LOC388796\\65588_at                         6.935271          4.037523   \n",
-       "WDR48\\65591_at                             7.884189          6.083894   \n",
-       "TMEM80\\65630_at                            7.201105          5.892493   \n",
-       "ENGASE\\65635_at                            8.053546          6.583999   \n",
-       "GPR124\\65718_at                            6.736429          5.892323   \n",
-       "RHOT2\\65770_at                             6.868526          5.517591   \n",
-       "MAN1B1\\65884_at                            6.902592          5.575088   \n",
-       "HNRNPUL2\\66053_at                          5.014395          3.298908   \n",
-       "WNT6\\71933_at                              5.854746          5.378293   \n",
-       "RABEP2\\74694_s_at                          6.937380          5.955915   \n",
-       "FKBP15\\76897_s_at                          2.833756          2.285941   \n",
-       "RABEP2\\77508_r_at                          6.148531          5.273874   \n",
-       "ZNF335\\78330_at                            5.004029          3.982619   \n",
-       "LOC100129250\\78383_at                      6.376309          5.352158   \n",
-       "ZNF783\\78495_at                            6.637661          4.968759   \n",
-       "SLC35E1\\79005_at                           6.823635          5.752390   \n",
-       "CX3CL1\\823_at                              9.826521          6.824475   \n",
-       "ABHD2\\87100_at                             5.600814          4.392901   \n",
-       "NPEPL1\\89476_r_at                          6.505122          4.493865   \n",
-       "PCIF1\\89948_at                             6.045482          5.039608   \n",
-       "ACSM5\\89977_at                             5.683553          4.380626   \n",
-       "ADAP1\\90265_at                             7.827019          6.570413   \n",
-       "LRCH4\\90610_at                             8.151757          6.314541   \n",
-       "LRTM1\\91580_at                             2.519265          0.076969   \n",
-       "DGCR8\\91617_at                             6.527389          5.074493   \n",
-       "EXOSC4\\91684_g_at                          5.269467          4.390695   \n",
-       "EHBP1L1\\91703_at                           5.903185          3.776525   \n",
-       "MEX3D\\91816_f_at                           5.568361          4.870996   \n",
-       "EPS8L1\\91826_at                            5.815160          4.687973   \n",
-       "BCAN\\91920_at                              5.549811          5.336244   \n",
-       "DCAF15\\91952_at                            4.656874          3.860069   \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at              13.226189         11.972395   \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at              12.078968          9.502601   \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at              12.721219         10.619991   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at           11.482667         10.006915   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at           11.094731          8.987923   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at           11.122608          9.226790   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at          10.281849          8.115470   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at           5.898673          3.905611   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at          8.228896          4.825099   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at          8.253082          5.725100   \n",
-       "\n",
-       "                                   GSE8581GSM212853  GSE8581GSM210087  \\\n",
-       "RFC2\\1053_at                               5.954592          6.093057   \n",
-       "HSPA6\\117_at                               6.609622          6.505572   \n",
-       "PAX8\\121_at                                7.025638          7.475563   \n",
-       "GUCA1A\\1255_g_at                           2.841842          2.339571   \n",
-       "UBA7\\1294_at                               7.834477          7.521208   \n",
-       "THRA\\1316_at                               4.239245          4.781748   \n",
-       "PTPN21\\1320_at                             5.429599          5.592209   \n",
-       "CCL5\\1405_i_at                             8.387319          8.056762   \n",
-       "CYP2E1\\1431_at                             4.817383          4.014248   \n",
-       "EPHB3\\1438_at                              4.890067          4.386611   \n",
-       "ESRRA\\1487_at                              6.930643          6.639522   \n",
-       "CYP2A6\\1494_f_at                           5.461401          5.524813   \n",
-       "SCARB1\\1552256_a_at                        6.221577          6.160575   \n",
-       "TTLL12\\1552257_a_at                        5.921729          6.864520   \n",
-       "NCRNA00152\\1552258_at                      3.841138          4.534404   \n",
-       "WFDC2\\1552261_at                           3.798216          4.072680   \n",
-       "MAPK1\\1552263_at                           6.305086          6.406952   \n",
-       "MAPK1\\1552264_a_at                         6.796831          7.263185   \n",
-       "ADAM32\\1552266_at                          4.157973          1.005960   \n",
-       "SPATA17\\1552269_at                         3.454031          2.305804   \n",
-       "PRR22\\1552271_at                           1.826335          0.656945   \n",
-       "PRR22\\1552272_a_at                         3.702015          2.980104   \n",
-       "PXK\\1552274_at                             6.393620          6.968264   \n",
-       "PXK\\1552275_s_at                           6.114954          6.508555   \n",
-       "VPS18\\1552276_a_at                         2.674088          2.535092   \n",
-       "C9orf30\\1552277_a_at                       6.389383          6.817188   \n",
-       "SLC46A1\\1552278_a_at                       4.646520          3.366126   \n",
-       "SLC46A1\\1552279_a_at                       6.123861          6.250886   \n",
-       "TIMD4\\1552280_at                           3.835530          4.309402   \n",
-       "SLC39A5\\1552281_at                         3.082778          4.804198   \n",
-       "ZDHHC11\\1552283_s_at                       8.290042          6.176101   \n",
-       "ATP6V1E2\\1552286_at                        5.106997          4.808210   \n",
-       "AFG3L1P\\1552287_s_at                       7.168522          6.617181   \n",
-       "CILP2\\1552288_at                           1.596983          1.784165   \n",
-       "CILP2\\1552289_a_at                         2.787094          2.200394   \n",
-       "PIGX\\1552291_at                            5.705433          6.236380   \n",
-       "TMEM196\\1552293_at                         2.733632          3.735089   \n",
-       "SLC39A13\\1552295_a_at                      5.648572          6.821302   \n",
-       "BEST4\\1552296_at                           2.230197          1.129876   \n",
-       "AKD1\\1552299_at                            3.117565          4.284973   \n",
-       "CORO6\\1552301_a_at                         5.666524          4.865186   \n",
-       "TMEM106A\\1552302_at                        4.842315          5.064723   \n",
-       "TMEM106A\\1552303_a_at                      5.513314          5.582782   \n",
-       "ALG10\\1552304_at                          -0.011918          1.490734   \n",
-       "ALG10\\1552306_at                           0.577886          4.298570   \n",
-       "TTC39C\\1552307_a_at                        5.085858          4.970371   \n",
-       "NEXN\\1552309_a_at                          7.719984          7.798757   \n",
-       "C15orf40\\1552310_at                        6.805576          6.712871   \n",
-       "RAX2\\1552311_a_at                          5.989954          5.289023   \n",
-       "MFAP3\\1552312_a_at                         4.966398          5.863832   \n",
-       "...                                             ...               ...   \n",
-       "GPR153\\64942_at                            6.753631          7.162522   \n",
-       "YIPF2\\65086_at                             6.563488          6.215945   \n",
-       "INO80B\\65133_i_at                          4.638062          4.766224   \n",
-       "KIAA1609\\65438_at                          3.914096          3.926626   \n",
-       "C2orf68\\65472_at                           6.535059          5.725902   \n",
-       "HEATR6\\65493_at                            5.292826          5.078379   \n",
-       "AP1M2\\65517_at                             5.025069          5.411884   \n",
-       "UBE2D4\\65521_at                            6.462278          6.997134   \n",
-       "FAM86B1\\65585_at                           6.007707          4.820807   \n",
-       "LOC388796\\65588_at                         5.817813          5.660914   \n",
-       "WDR48\\65591_at                             7.442131          7.693954   \n",
-       "TMEM80\\65630_at                            6.657583          6.774405   \n",
-       "ENGASE\\65635_at                            7.215785          7.580108   \n",
-       "GPR124\\65718_at                            6.528537          6.476759   \n",
-       "RHOT2\\65770_at                             6.087319          6.567754   \n",
-       "MAN1B1\\65884_at                            6.503276          6.071595   \n",
-       "HNRNPUL2\\66053_at                          4.211534          5.347871   \n",
-       "WNT6\\71933_at                              5.423827          6.398267   \n",
-       "RABEP2\\74694_s_at                          6.934045          6.309458   \n",
-       "FKBP15\\76897_s_at                          3.991817          4.429054   \n",
-       "RABEP2\\77508_r_at                          5.853529          6.003332   \n",
-       "ZNF335\\78330_at                            4.337019          4.340975   \n",
-       "LOC100129250\\78383_at                      6.307869          6.252418   \n",
-       "ZNF783\\78495_at                            6.037204          6.423862   \n",
-       "SLC35E1\\79005_at                           6.275184          6.922305   \n",
-       "CX3CL1\\823_at                              7.714376          7.393708   \n",
-       "ABHD2\\87100_at                             5.316312          5.862107   \n",
-       "NPEPL1\\89476_r_at                          5.517965          5.161380   \n",
-       "PCIF1\\89948_at                             4.976968          5.220620   \n",
-       "ACSM5\\89977_at                             5.677212          5.037690   \n",
-       "ADAP1\\90265_at                             7.342901          7.530477   \n",
-       "LRCH4\\90610_at                             7.506867          7.518881   \n",
-       "LRTM1\\91580_at                             2.909756          2.373133   \n",
-       "DGCR8\\91617_at                             6.257041          5.503772   \n",
-       "EXOSC4\\91684_g_at                          5.311470          5.551848   \n",
-       "EHBP1L1\\91703_at                           6.101776          5.652472   \n",
-       "MEX3D\\91816_f_at                           5.925897          6.521431   \n",
-       "EPS8L1\\91826_at                            5.989707          5.351112   \n",
-       "BCAN\\91920_at                              5.835760          5.875399   \n",
-       "DCAF15\\91952_at                            4.350144          5.377620   \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at              13.058773         12.508590   \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at              10.878672         11.873690   \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at              11.701085         12.211782   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at           11.564130         11.194394   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at           11.159411         11.073077   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at           11.178764         10.964464   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at          10.152336          9.500203   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at           5.717723          5.848580   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at          8.103587          7.206487   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at          8.255775          7.708553   \n",
-       "\n",
-       "                                   GSE8581GSM212787  GSE8581GSM213034  \\\n",
-       "RFC2\\1053_at                               4.694841          6.424759   \n",
-       "HSPA6\\117_at                               4.911198          5.821440   \n",
-       "PAX8\\121_at                                5.771326          7.026767   \n",
-       "GUCA1A\\1255_g_at                           1.158227          2.000959   \n",
-       "UBA7\\1294_at                               7.512906          7.592001   \n",
-       "THRA\\1316_at                               3.523988          5.045312   \n",
-       "PTPN21\\1320_at                             3.643672          5.753281   \n",
-       "CCL5\\1405_i_at                             8.052209          7.551285   \n",
-       "CYP2E1\\1431_at                             3.548572          4.266157   \n",
-       "EPHB3\\1438_at                              3.607579          4.303963   \n",
-       "ESRRA\\1487_at                              6.660980          7.129479   \n",
-       "CYP2A6\\1494_f_at                           4.214715          6.745466   \n",
-       "SCARB1\\1552256_a_at                        6.651210          6.383858   \n",
-       "TTLL12\\1552257_a_at                        6.243928          6.443451   \n",
-       "NCRNA00152\\1552258_at                      4.985860          5.622081   \n",
-       "WFDC2\\1552261_at                           3.167087          3.982273   \n",
-       "MAPK1\\1552263_at                           5.315555          6.315934   \n",
-       "MAPK1\\1552264_a_at                         5.800206          7.020035   \n",
-       "ADAM32\\1552266_at                          3.398036          1.801846   \n",
-       "SPATA17\\1552269_at                        -0.108959          1.662511   \n",
-       "PRR22\\1552271_at                           1.256395          1.232808   \n",
-       "PRR22\\1552272_a_at                         3.155370          3.624124   \n",
-       "PXK\\1552274_at                             6.241928          6.352654   \n",
-       "PXK\\1552275_s_at                           4.279991          6.366775   \n",
-       "VPS18\\1552276_a_at                         3.952958          4.968243   \n",
-       "C9orf30\\1552277_a_at                       5.126341          6.659425   \n",
-       "SLC46A1\\1552278_a_at                       3.178270          4.914789   \n",
-       "SLC46A1\\1552279_a_at                       5.109427          6.221452   \n",
-       "TIMD4\\1552280_at                           4.236301          1.833744   \n",
-       "SLC39A5\\1552281_at                         3.595539          3.007707   \n",
-       "ZDHHC11\\1552283_s_at                       6.739524          4.919631   \n",
-       "ATP6V1E2\\1552286_at                        4.490429          4.490005   \n",
-       "AFG3L1P\\1552287_s_at                       6.530514          7.368646   \n",
-       "CILP2\\1552288_at                          -0.357722          0.858180   \n",
-       "CILP2\\1552289_a_at                         3.257501          4.792861   \n",
-       "PIGX\\1552291_at                            4.313652          5.726518   \n",
-       "TMEM196\\1552293_at                         0.353820          2.733213   \n",
-       "SLC39A13\\1552295_a_at                      5.320889          6.255087   \n",
-       "BEST4\\1552296_at                           1.619868          2.958288   \n",
-       "AKD1\\1552299_at                            0.420725          3.272617   \n",
-       "CORO6\\1552301_a_at                         4.482958          4.901128   \n",
-       "TMEM106A\\1552302_at                        6.658097          4.751935   \n",
-       "TMEM106A\\1552303_a_at                      4.450802          4.864072   \n",
-       "ALG10\\1552304_at                           3.097329          3.367231   \n",
-       "ALG10\\1552306_at                           2.065831          4.004726   \n",
-       "TTC39C\\1552307_a_at                        3.705912          5.556077   \n",
-       "NEXN\\1552309_a_at                          5.866191          7.127757   \n",
-       "C15orf40\\1552310_at                        5.763964          6.738862   \n",
-       "RAX2\\1552311_a_at                          4.614745          4.118999   \n",
-       "MFAP3\\1552312_a_at                         2.430020          5.426540   \n",
-       "...                                             ...               ...   \n",
-       "GPR153\\64942_at                            6.095203          7.225506   \n",
-       "YIPF2\\65086_at                             5.244130          6.505889   \n",
-       "INO80B\\65133_i_at                          4.457227          4.263455   \n",
-       "KIAA1609\\65438_at                          3.507414          4.279404   \n",
-       "C2orf68\\65472_at                           4.886457          5.903884   \n",
-       "HEATR6\\65493_at                            4.759044          5.737952   \n",
-       "AP1M2\\65517_at                             4.904605          5.834709   \n",
-       "UBE2D4\\65521_at                            5.314341          7.116282   \n",
-       "FAM86B1\\65585_at                           4.662627          6.018554   \n",
-       "LOC388796\\65588_at                         4.476336          6.621256   \n",
-       "WDR48\\65591_at                             5.300666          7.808906   \n",
-       "TMEM80\\65630_at                            5.141604          6.640374   \n",
-       "ENGASE\\65635_at                            7.218636          7.206663   \n",
-       "GPR124\\65718_at                            5.037018          5.856993   \n",
-       "RHOT2\\65770_at                             5.881271          6.476688   \n",
-       "MAN1B1\\65884_at                            6.390592          6.409104   \n",
-       "HNRNPUL2\\66053_at                          3.040533          4.145050   \n",
-       "WNT6\\71933_at                              4.029621          5.859915   \n",
-       "RABEP2\\74694_s_at                          6.926735          6.693041   \n",
-       "FKBP15\\76897_s_at                          4.315899          5.580519   \n",
-       "RABEP2\\77508_r_at                          5.060648          5.879838   \n",
-       "ZNF335\\78330_at                            3.282724          4.485485   \n",
-       "LOC100129250\\78383_at                      4.932935          6.165904   \n",
-       "ZNF783\\78495_at                            5.416840          6.473779   \n",
-       "SLC35E1\\79005_at                           6.135264          6.556921   \n",
-       "CX3CL1\\823_at                              6.668147          7.174337   \n",
-       "ABHD2\\87100_at                             3.879039          6.096043   \n",
-       "NPEPL1\\89476_r_at                          5.708345          5.226532   \n",
-       "PCIF1\\89948_at                             4.516822          5.959925   \n",
-       "ACSM5\\89977_at                             5.337422          4.738941   \n",
-       "ADAP1\\90265_at                             6.781281          7.498019   \n",
-       "LRCH4\\90610_at                             7.441981          7.875706   \n",
-       "LRTM1\\91580_at                            -0.136659          0.769416   \n",
-       "DGCR8\\91617_at                             6.262420          5.602344   \n",
-       "EXOSC4\\91684_g_at                          4.491193          5.099931   \n",
-       "EHBP1L1\\91703_at                           5.474433          5.944109   \n",
-       "MEX3D\\91816_f_at                           3.975639          6.333953   \n",
-       "EPS8L1\\91826_at                            4.870241          5.790650   \n",
-       "BCAN\\91920_at                              4.065426          5.422566   \n",
-       "DCAF15\\91952_at                            5.364506          4.715751   \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at              12.421000         13.148745   \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at               9.826811         12.384859   \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at              11.031074         12.816704   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at           10.752038         11.600006   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at            9.555072         11.407443   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at            9.813475         11.497612   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at           8.632119          9.396457   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at           4.189595          6.573391   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at          5.717109          8.216882   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at          5.501487          7.944800   \n",
-       "\n",
-       "                                         ...         GSE8581GSM211872  \\\n",
-       "RFC2\\1053_at                             ...                 6.066016   \n",
-       "HSPA6\\117_at                             ...                 6.796143   \n",
-       "PAX8\\121_at                              ...                 6.834408   \n",
-       "GUCA1A\\1255_g_at                         ...                 1.105986   \n",
-       "UBA7\\1294_at                             ...                 8.227900   \n",
-       "THRA\\1316_at                             ...                 4.883704   \n",
-       "PTPN21\\1320_at                           ...                 5.103447   \n",
-       "CCL5\\1405_i_at                           ...                 8.727597   \n",
-       "CYP2E1\\1431_at                           ...                 4.391142   \n",
-       "EPHB3\\1438_at                            ...                 5.201689   \n",
-       "ESRRA\\1487_at                            ...                 7.276766   \n",
-       "CYP2A6\\1494_f_at                         ...                 5.668766   \n",
-       "SCARB1\\1552256_a_at                      ...                 7.726497   \n",
-       "TTLL12\\1552257_a_at                      ...                 7.436412   \n",
-       "NCRNA00152\\1552258_at                    ...                 4.137085   \n",
-       "WFDC2\\1552261_at                         ...                 5.281568   \n",
-       "MAPK1\\1552263_at                         ...                 6.744336   \n",
-       "MAPK1\\1552264_a_at                       ...                 6.947152   \n",
-       "ADAM32\\1552266_at                        ...                 3.822598   \n",
-       "SPATA17\\1552269_at                       ...                 4.146052   \n",
-       "PRR22\\1552271_at                         ...                 2.547943   \n",
-       "PRR22\\1552272_a_at                       ...                 4.144063   \n",
-       "PXK\\1552274_at                           ...                 7.166515   \n",
-       "PXK\\1552275_s_at                         ...                 6.328194   \n",
-       "VPS18\\1552276_a_at                       ...                 4.446997   \n",
-       "C9orf30\\1552277_a_at                     ...                 6.500734   \n",
-       "SLC46A1\\1552278_a_at                     ...                 4.992424   \n",
-       "SLC46A1\\1552279_a_at                     ...                 6.037804   \n",
-       "TIMD4\\1552280_at                         ...                 4.688259   \n",
-       "SLC39A5\\1552281_at                       ...                 5.033106   \n",
-       "ZDHHC11\\1552283_s_at                     ...                 8.695350   \n",
-       "ATP6V1E2\\1552286_at                      ...                 5.216199   \n",
-       "AFG3L1P\\1552287_s_at                     ...                 8.309176   \n",
-       "CILP2\\1552288_at                         ...                 2.321365   \n",
-       "CILP2\\1552289_a_at                       ...                 1.908494   \n",
-       "PIGX\\1552291_at                          ...                 5.674430   \n",
-       "TMEM196\\1552293_at                       ...                 3.910003   \n",
-       "SLC39A13\\1552295_a_at                    ...                 7.026424   \n",
-       "BEST4\\1552296_at                         ...                 3.573714   \n",
-       "AKD1\\1552299_at                          ...                 3.556626   \n",
-       "CORO6\\1552301_a_at                       ...                 5.454683   \n",
-       "TMEM106A\\1552302_at                      ...                 6.258896   \n",
-       "TMEM106A\\1552303_a_at                    ...                 5.519410   \n",
-       "ALG10\\1552304_at                         ...                 0.136257   \n",
-       "ALG10\\1552306_at                         ...                 3.416313   \n",
-       "TTC39C\\1552307_a_at                      ...                 5.241524   \n",
-       "NEXN\\1552309_a_at                        ...                 8.120704   \n",
-       "C15orf40\\1552310_at                      ...                 7.199270   \n",
-       "RAX2\\1552311_a_at                        ...                 5.216777   \n",
-       "MFAP3\\1552312_a_at                       ...                 5.006967   \n",
-       "...                                      ...                      ...   \n",
-       "GPR153\\64942_at                          ...                 7.857788   \n",
-       "YIPF2\\65086_at                           ...                 6.389902   \n",
-       "INO80B\\65133_i_at                        ...                 5.350547   \n",
-       "KIAA1609\\65438_at                        ...                 4.947947   \n",
-       "C2orf68\\65472_at                         ...                 6.562131   \n",
-       "HEATR6\\65493_at                          ...                 6.092085   \n",
-       "AP1M2\\65517_at                           ...                 6.367425   \n",
-       "UBE2D4\\65521_at                          ...                 6.501350   \n",
-       "FAM86B1\\65585_at                         ...                 6.930039   \n",
-       "LOC388796\\65588_at                       ...                 6.744767   \n",
-       "WDR48\\65591_at                           ...                 7.020947   \n",
-       "TMEM80\\65630_at                          ...                 7.105144   \n",
-       "ENGASE\\65635_at                          ...                 8.719577   \n",
-       "GPR124\\65718_at                          ...                 6.084247   \n",
-       "RHOT2\\65770_at                           ...                 7.211518   \n",
-       "MAN1B1\\65884_at                          ...                 7.259724   \n",
-       "HNRNPUL2\\66053_at                        ...                 4.721176   \n",
-       "WNT6\\71933_at                            ...                 5.187942   \n",
-       "RABEP2\\74694_s_at                        ...                 7.684026   \n",
-       "FKBP15\\76897_s_at                        ...                 4.311677   \n",
-       "RABEP2\\77508_r_at                        ...                 6.190767   \n",
-       "ZNF335\\78330_at                          ...                 4.572126   \n",
-       "LOC100129250\\78383_at                    ...                 5.853826   \n",
-       "ZNF783\\78495_at                          ...                 6.769124   \n",
-       "SLC35E1\\79005_at                         ...                 6.944285   \n",
-       "CX3CL1\\823_at                            ...                 8.486236   \n",
-       "ABHD2\\87100_at                           ...                 6.269016   \n",
-       "NPEPL1\\89476_r_at                        ...                 6.878026   \n",
-       "PCIF1\\89948_at                           ...                 5.776765   \n",
-       "ACSM5\\89977_at                           ...                 5.407247   \n",
-       "ADAP1\\90265_at                           ...                 7.614165   \n",
-       "LRCH4\\90610_at                           ...                 7.845760   \n",
-       "LRTM1\\91580_at                           ...                 1.106007   \n",
-       "DGCR8\\91617_at                           ...                 6.891504   \n",
-       "EXOSC4\\91684_g_at                        ...                 5.425990   \n",
-       "EHBP1L1\\91703_at                         ...                 7.030755   \n",
-       "MEX3D\\91816_f_at                         ...                 4.845084   \n",
-       "EPS8L1\\91826_at                          ...                 6.401467   \n",
-       "BCAN\\91920_at                            ...                 4.709682   \n",
-       "DCAF15\\91952_at                          ...                 5.957155   \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at             ...                13.093551   \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at             ...                11.448044   \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at             ...                12.370712   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at          ...                11.420023   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at          ...                10.607219   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at          ...                10.905590   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at         ...                 9.617087   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at         ...                 5.399075   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at        ...                 6.676380   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at        ...                 6.485552   \n",
-       "\n",
-       "                                   GSE8581GSM210010  GSE8581GSM210993  \\\n",
-       "RFC2\\1053_at                               5.905481          5.134780   \n",
-       "HSPA6\\117_at                               5.475442          5.751681   \n",
-       "PAX8\\121_at                                7.078375          7.358616   \n",
-       "GUCA1A\\1255_g_at                           2.280074          4.166274   \n",
-       "UBA7\\1294_at                               7.033269          5.884652   \n",
-       "THRA\\1316_at                               5.465090          5.280871   \n",
-       "PTPN21\\1320_at                             5.009074          2.437489   \n",
-       "CCL5\\1405_i_at                             7.585931          6.393638   \n",
-       "CYP2E1\\1431_at                             4.277754          4.500075   \n",
-       "EPHB3\\1438_at                              4.371489          4.771622   \n",
-       "ESRRA\\1487_at                              6.927505          6.137282   \n",
-       "CYP2A6\\1494_f_at                           4.871760          5.403864   \n",
-       "SCARB1\\1552256_a_at                        5.858697          6.224391   \n",
-       "TTLL12\\1552257_a_at                        6.816305          6.293444   \n",
-       "NCRNA00152\\1552258_at                      4.981465          4.846739   \n",
-       "WFDC2\\1552261_at                           4.187142          3.328233   \n",
-       "MAPK1\\1552263_at                           5.687864          6.028421   \n",
-       "MAPK1\\1552264_a_at                         6.595196          6.232511   \n",
-       "ADAM32\\1552266_at                          3.357721          3.669038   \n",
-       "SPATA17\\1552269_at                         0.452964          3.592852   \n",
-       "PRR22\\1552271_at                           0.874466          2.430523   \n",
-       "PRR22\\1552272_a_at                         4.478195          3.567996   \n",
-       "PXK\\1552274_at                             7.303023          7.867680   \n",
-       "PXK\\1552275_s_at                           4.669497          5.784439   \n",
-       "VPS18\\1552276_a_at                         2.221521          2.190074   \n",
-       "C9orf30\\1552277_a_at                       6.441673          6.522582   \n",
-       "SLC46A1\\1552278_a_at                       4.849144          4.901731   \n",
-       "SLC46A1\\1552279_a_at                       5.800108          6.378723   \n",
-       "TIMD4\\1552280_at                           3.971203          6.495326   \n",
-       "SLC39A5\\1552281_at                         3.898808          5.064301   \n",
-       "ZDHHC11\\1552283_s_at                       5.229265          4.631221   \n",
-       "ATP6V1E2\\1552286_at                        3.484125          3.273382   \n",
-       "AFG3L1P\\1552287_s_at                       6.627861          5.904409   \n",
-       "CILP2\\1552288_at                           3.417583          5.420944   \n",
-       "CILP2\\1552289_a_at                         4.308834          6.504908   \n",
-       "PIGX\\1552291_at                            5.912111          5.529374   \n",
-       "TMEM196\\1552293_at                         2.212021          2.920272   \n",
-       "SLC39A13\\1552295_a_at                      5.992639          5.933707   \n",
-       "BEST4\\1552296_at                          -1.143631          1.238377   \n",
-       "AKD1\\1552299_at                            4.067527          2.316343   \n",
-       "CORO6\\1552301_a_at                         5.132063          5.680535   \n",
-       "TMEM106A\\1552302_at                        6.259948          5.988639   \n",
-       "TMEM106A\\1552303_a_at                      5.895962          5.127121   \n",
-       "ALG10\\1552304_at                           1.333687          1.311474   \n",
-       "ALG10\\1552306_at                           4.521993          4.329899   \n",
-       "TTC39C\\1552307_a_at                        5.021253          5.620164   \n",
-       "NEXN\\1552309_a_at                          7.102007          8.363802   \n",
-       "C15orf40\\1552310_at                        6.042053          6.219939   \n",
-       "RAX2\\1552311_a_at                          4.792595          5.708951   \n",
-       "MFAP3\\1552312_a_at                         4.405700          5.985867   \n",
-       "...                                             ...               ...   \n",
-       "GPR153\\64942_at                            6.945912          7.068789   \n",
-       "YIPF2\\65086_at                             5.971785          6.377394   \n",
-       "INO80B\\65133_i_at                          4.135781          4.439816   \n",
-       "KIAA1609\\65438_at                          4.493647          3.796971   \n",
-       "C2orf68\\65472_at                           5.286648          5.106897   \n",
-       "HEATR6\\65493_at                            5.579974          4.641922   \n",
-       "AP1M2\\65517_at                             5.761554          3.049296   \n",
-       "UBE2D4\\65521_at                            6.557242          6.630612   \n",
-       "FAM86B1\\65585_at                           4.978406          4.497101   \n",
-       "LOC388796\\65588_at                         5.898341          5.001640   \n",
-       "WDR48\\65591_at                             7.087229          7.317431   \n",
-       "TMEM80\\65630_at                            6.295547          5.598806   \n",
-       "ENGASE\\65635_at                            7.239742          6.701230   \n",
-       "GPR124\\65718_at                            6.263113          5.973637   \n",
-       "RHOT2\\65770_at                             5.945383          4.966477   \n",
-       "MAN1B1\\65884_at                            6.188057          5.730308   \n",
-       "HNRNPUL2\\66053_at                          5.102289          3.614086   \n",
-       "WNT6\\71933_at                              6.061480          6.455873   \n",
-       "RABEP2\\74694_s_at                          6.319067          5.919562   \n",
-       "FKBP15\\76897_s_at                          4.714801          3.421210   \n",
-       "RABEP2\\77508_r_at                          5.677745          6.440009   \n",
-       "ZNF335\\78330_at                            4.664858          4.200912   \n",
-       "LOC100129250\\78383_at                      5.725100          6.400745   \n",
-       "ZNF783\\78495_at                            5.916665          5.730463   \n",
-       "SLC35E1\\79005_at                           7.087357          6.406202   \n",
-       "CX3CL1\\823_at                              8.263025          4.956772   \n",
-       "ABHD2\\87100_at                             6.164855          5.599868   \n",
-       "NPEPL1\\89476_r_at                          5.429763          6.367259   \n",
-       "PCIF1\\89948_at                             4.893629          5.162778   \n",
-       "ACSM5\\89977_at                             5.208041          5.459638   \n",
-       "ADAP1\\90265_at                             7.308303          6.856525   \n",
-       "LRCH4\\90610_at                             7.050240          7.533384   \n",
-       "LRTM1\\91580_at                            -0.597511          0.944416   \n",
-       "DGCR8\\91617_at                             5.716061          5.216847   \n",
-       "EXOSC4\\91684_g_at                          5.012890          4.338524   \n",
-       "EHBP1L1\\91703_at                           5.226177          3.808879   \n",
-       "MEX3D\\91816_f_at                           5.925978          5.586744   \n",
-       "EPS8L1\\91826_at                            5.378702          4.798227   \n",
-       "BCAN\\91920_at                              5.815878          5.615916   \n",
-       "DCAF15\\91952_at                            4.786319          4.936025   \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at              12.444355         12.621248   \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at              11.155552         10.804655   \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at              11.801235         11.842272   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at           10.772026         11.223465   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at           10.165020         11.173583   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at           10.101214         10.997278   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at           9.394171          9.170619   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at           5.304953          4.865300   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at          6.952380          6.770644   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at          7.165560          6.477491   \n",
-       "\n",
-       "                                   GSE8581GSM213035  GSE8581GSM212809  \\\n",
-       "RFC2\\1053_at                               5.646880          5.244427   \n",
-       "HSPA6\\117_at                               6.448078          5.324566   \n",
-       "PAX8\\121_at                                6.541902          6.015049   \n",
-       "GUCA1A\\1255_g_at                           1.022240          3.324191   \n",
-       "UBA7\\1294_at                               7.690871          7.115720   \n",
-       "THRA\\1316_at                               4.977958          4.272538   \n",
-       "PTPN21\\1320_at                             5.470970          3.514476   \n",
-       "CCL5\\1405_i_at                             7.883456          7.701750   \n",
-       "CYP2E1\\1431_at                             3.593031          3.786743   \n",
-       "EPHB3\\1438_at                              4.232661          5.124105   \n",
-       "ESRRA\\1487_at                              6.625973          6.472723   \n",
-       "CYP2A6\\1494_f_at                           5.567116          4.451600   \n",
-       "SCARB1\\1552256_a_at                        6.052085          6.355851   \n",
-       "TTLL12\\1552257_a_at                        6.402072          5.855153   \n",
-       "NCRNA00152\\1552258_at                      3.831026          4.581092   \n",
-       "WFDC2\\1552261_at                           4.332264          4.107244   \n",
-       "MAPK1\\1552263_at                           5.760048          5.859058   \n",
-       "MAPK1\\1552264_a_at                         7.070336          5.958511   \n",
-       "ADAM32\\1552266_at                         -0.064653          4.138937   \n",
-       "SPATA17\\1552269_at                         4.477988          2.993515   \n",
-       "PRR22\\1552271_at                           0.124183          1.236346   \n",
-       "PRR22\\1552272_a_at                         3.892517          3.352533   \n",
-       "PXK\\1552274_at                             6.859361          6.424744   \n",
-       "PXK\\1552275_s_at                           6.079581          4.071814   \n",
-       "VPS18\\1552276_a_at                         0.695014          1.583177   \n",
-       "C9orf30\\1552277_a_at                       5.837310          6.156188   \n",
-       "SLC46A1\\1552278_a_at                       3.025217          3.648155   \n",
-       "SLC46A1\\1552279_a_at                       5.332754          5.176071   \n",
-       "TIMD4\\1552280_at                           1.527301         -1.350795   \n",
-       "SLC39A5\\1552281_at                         5.319416          4.841354   \n",
-       "ZDHHC11\\1552283_s_at                       5.766449          7.591814   \n",
-       "ATP6V1E2\\1552286_at                        4.509088          3.299245   \n",
-       "AFG3L1P\\1552287_s_at                       6.770591          6.704844   \n",
-       "CILP2\\1552288_at                           2.214973          0.731722   \n",
-       "CILP2\\1552289_a_at                         4.219548          1.576343   \n",
-       "PIGX\\1552291_at                            4.645609          5.036486   \n",
-       "TMEM196\\1552293_at                         1.872486          0.052012   \n",
-       "SLC39A13\\1552295_a_at                      6.154555          5.922272   \n",
-       "BEST4\\1552296_at                           1.810928          2.919535   \n",
-       "AKD1\\1552299_at                            4.029250          2.588349   \n",
-       "CORO6\\1552301_a_at                         4.967118          4.597531   \n",
-       "TMEM106A\\1552302_at                        5.647631          5.561222   \n",
-       "TMEM106A\\1552303_a_at                      5.174906          5.150271   \n",
-       "ALG10\\1552304_at                           0.257578          3.550679   \n",
-       "ALG10\\1552306_at                           3.137946          3.154026   \n",
-       "TTC39C\\1552307_a_at                        4.878912          4.180959   \n",
-       "NEXN\\1552309_a_at                          8.118053          6.900637   \n",
-       "C15orf40\\1552310_at                        5.826848          6.250649   \n",
-       "RAX2\\1552311_a_at                          4.668443          1.690538   \n",
-       "MFAP3\\1552312_a_at                         5.580465          3.213878   \n",
-       "...                                             ...               ...   \n",
-       "GPR153\\64942_at                            6.377927          6.263196   \n",
-       "YIPF2\\65086_at                             6.212715          3.851609   \n",
-       "INO80B\\65133_i_at                          4.022971          4.622626   \n",
-       "KIAA1609\\65438_at                          4.246591          3.361909   \n",
-       "C2orf68\\65472_at                           5.842343          5.041668   \n",
-       "HEATR6\\65493_at                            5.003975          5.083115   \n",
-       "AP1M2\\65517_at                             4.800211          5.423578   \n",
-       "UBE2D4\\65521_at                            6.992904          5.490025   \n",
-       "FAM86B1\\65585_at                           5.619982          5.304329   \n",
-       "LOC388796\\65588_at                         6.066539          5.388317   \n",
-       "WDR48\\65591_at                             7.634942          5.720500   \n",
-       "TMEM80\\65630_at                            5.850447          5.534942   \n",
-       "ENGASE\\65635_at                            7.141167          6.775182   \n",
-       "GPR124\\65718_at                            5.980473          5.114671   \n",
-       "RHOT2\\65770_at                             6.399489          5.896802   \n",
-       "MAN1B1\\65884_at                            6.036848          6.365532   \n",
-       "HNRNPUL2\\66053_at                          4.884569          2.446140   \n",
-       "WNT6\\71933_at                              5.301606          4.411908   \n",
-       "RABEP2\\74694_s_at                          6.670968          6.570387   \n",
-       "FKBP15\\76897_s_at                          4.483564          3.384381   \n",
-       "RABEP2\\77508_r_at                          4.953898          5.432776   \n",
-       "ZNF335\\78330_at                            4.378768          4.122350   \n",
-       "LOC100129250\\78383_at                      6.345909          5.195501   \n",
-       "ZNF783\\78495_at                            6.062007          5.247521   \n",
-       "SLC35E1\\79005_at                           6.570047          5.782637   \n",
-       "CX3CL1\\823_at                              8.067822          7.609097   \n",
-       "ABHD2\\87100_at                             6.744592          5.685556   \n",
-       "NPEPL1\\89476_r_at                          5.614233          5.736581   \n",
-       "PCIF1\\89948_at                             6.153751          4.989234   \n",
-       "ACSM5\\89977_at                             4.902667          4.255032   \n",
-       "ADAP1\\90265_at                             7.494392          6.745802   \n",
-       "LRCH4\\90610_at                             7.514769          6.868082   \n",
-       "LRTM1\\91580_at                             1.806609         -0.503360   \n",
-       "DGCR8\\91617_at                             5.465739          5.571367   \n",
-       "EXOSC4\\91684_g_at                          5.745926          4.744366   \n",
-       "EHBP1L1\\91703_at                           6.171993          5.650130   \n",
-       "MEX3D\\91816_f_at                           5.850452          4.392833   \n",
-       "EPS8L1\\91826_at                            5.449195          5.054571   \n",
-       "BCAN\\91920_at                              5.514327          4.832125   \n",
-       "DCAF15\\91952_at                            4.975039          5.384122   \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at              13.173171         12.629464   \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at              11.688679         11.060872   \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at              12.246577         11.981938   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at           11.433778         11.041187   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at           11.036682         10.096886   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at           11.178154         10.219471   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at           9.026205          8.409518   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at           6.254101          3.748783   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at          7.886867          5.780977   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at          7.319293          5.461915   \n",
-       "\n",
-       "                                   GSE8581GSM212789  GSE8581GSM210193  \\\n",
-       "RFC2\\1053_at                               5.984300          5.643239   \n",
-       "HSPA6\\117_at                               7.467165          5.967609   \n",
-       "PAX8\\121_at                                6.419503          7.504303   \n",
-       "GUCA1A\\1255_g_at                           1.416613          2.964582   \n",
-       "UBA7\\1294_at                               7.895818          7.473925   \n",
-       "THRA\\1316_at                               5.040397          5.035136   \n",
-       "PTPN21\\1320_at                             4.340470          5.343703   \n",
-       "CCL5\\1405_i_at                             8.371372          8.442259   \n",
-       "CYP2E1\\1431_at                             3.590123          4.704335   \n",
-       "EPHB3\\1438_at                              5.591045          4.101667   \n",
-       "ESRRA\\1487_at                              7.572010          6.765349   \n",
-       "CYP2A6\\1494_f_at                           4.801588          4.491398   \n",
-       "SCARB1\\1552256_a_at                        7.383661          6.460171   \n",
-       "TTLL12\\1552257_a_at                        7.072074          6.739740   \n",
-       "NCRNA00152\\1552258_at                      4.272859          4.906607   \n",
-       "WFDC2\\1552261_at                           4.344899          3.903443   \n",
-       "MAPK1\\1552263_at                           6.473224          5.779877   \n",
-       "MAPK1\\1552264_a_at                         6.476455          7.253753   \n",
-       "ADAM32\\1552266_at                          3.713531          3.242516   \n",
-       "SPATA17\\1552269_at                         0.813779         -0.002920   \n",
-       "PRR22\\1552271_at                           1.932624          1.424906   \n",
-       "PRR22\\1552272_a_at                         4.039437          2.096161   \n",
-       "PXK\\1552274_at                             6.101480          7.027309   \n",
-       "PXK\\1552275_s_at                           5.320813          5.764505   \n",
-       "VPS18\\1552276_a_at                         3.596732          1.482884   \n",
-       "C9orf30\\1552277_a_at                       6.789351          6.738754   \n",
-       "SLC46A1\\1552278_a_at                       5.219091          4.877519   \n",
-       "SLC46A1\\1552279_a_at                       6.075990          5.627397   \n",
-       "TIMD4\\1552280_at                           4.521855          2.970714   \n",
-       "SLC39A5\\1552281_at                         4.434114          4.938770   \n",
-       "ZDHHC11\\1552283_s_at                       7.879865          6.942432   \n",
-       "ATP6V1E2\\1552286_at                        4.072432          5.225734   \n",
-       "AFG3L1P\\1552287_s_at                       7.490859          6.464640   \n",
-       "CILP2\\1552288_at                           3.864028          1.035159   \n",
-       "CILP2\\1552289_a_at                         4.522527          4.563286   \n",
-       "PIGX\\1552291_at                            6.570572          6.024515   \n",
-       "TMEM196\\1552293_at                         2.922438          1.051358   \n",
-       "SLC39A13\\1552295_a_at                      6.401001          6.254093   \n",
-       "BEST4\\1552296_at                           1.544411         -0.287501   \n",
-       "AKD1\\1552299_at                            4.278676          4.633472   \n",
-       "CORO6\\1552301_a_at                         5.241882          4.750998   \n",
-       "TMEM106A\\1552302_at                        7.208439          5.299725   \n",
-       "TMEM106A\\1552303_a_at                      6.081859          5.529384   \n",
-       "ALG10\\1552304_at                           1.646223          3.171297   \n",
-       "ALG10\\1552306_at                           3.468583          4.022865   \n",
-       "TTC39C\\1552307_a_at                        5.594095          5.204219   \n",
-       "NEXN\\1552309_a_at                          8.563021          7.838939   \n",
-       "C15orf40\\1552310_at                        6.595660          6.117489   \n",
-       "RAX2\\1552311_a_at                          5.039353          5.676516   \n",
-       "MFAP3\\1552312_a_at                         4.337005          6.002496   \n",
-       "...                                             ...               ...   \n",
-       "GPR153\\64942_at                            7.405975          7.323379   \n",
-       "YIPF2\\65086_at                             6.369863          5.500984   \n",
-       "INO80B\\65133_i_at                          4.659548          4.518995   \n",
-       "KIAA1609\\65438_at                          5.039173          3.702635   \n",
-       "C2orf68\\65472_at                           6.038252          5.818309   \n",
-       "HEATR6\\65493_at                            5.738798          5.503670   \n",
-       "AP1M2\\65517_at                             6.285077          5.053168   \n",
-       "UBE2D4\\65521_at                            6.448988          6.777735   \n",
-       "FAM86B1\\65585_at                           6.234934          5.056930   \n",
-       "LOC388796\\65588_at                         6.265013          5.748225   \n",
-       "WDR48\\65591_at                             6.278764          7.972268   \n",
-       "TMEM80\\65630_at                            6.964895          6.498149   \n",
-       "ENGASE\\65635_at                            7.788431          7.456034   \n",
-       "GPR124\\65718_at                            5.417937          6.191134   \n",
-       "RHOT2\\65770_at                             6.928536          6.491851   \n",
-       "MAN1B1\\65884_at                            7.343825          6.521668   \n",
-       "HNRNPUL2\\66053_at                          2.622902          4.764925   \n",
-       "WNT6\\71933_at                              4.356348          6.101484   \n",
-       "RABEP2\\74694_s_at                          7.475920          6.534314   \n",
-       "FKBP15\\76897_s_at                         -0.927751          4.803769   \n",
-       "RABEP2\\77508_r_at                          5.783098          6.119097   \n",
-       "ZNF335\\78330_at                            1.441409          4.563524   \n",
-       "LOC100129250\\78383_at                      5.701918          5.736472   \n",
-       "ZNF783\\78495_at                            6.026831          6.186148   \n",
-       "SLC35E1\\79005_at                           6.576239          6.217578   \n",
-       "CX3CL1\\823_at                              7.502625          7.064754   \n",
-       "ABHD2\\87100_at                             4.586110          6.308516   \n",
-       "NPEPL1\\89476_r_at                          6.592466          5.207944   \n",
-       "PCIF1\\89948_at                             5.540325          5.640589   \n",
-       "ACSM5\\89977_at                             5.857988          5.800211   \n",
-       "ADAP1\\90265_at                             7.552231          7.188025   \n",
-       "LRCH4\\90610_at                             7.842086          6.987821   \n",
-       "LRTM1\\91580_at                             0.529761          0.813007   \n",
-       "DGCR8\\91617_at                             6.838397          5.420580   \n",
-       "EXOSC4\\91684_g_at                          5.816016          5.471506   \n",
-       "EHBP1L1\\91703_at                           6.825620          5.849271   \n",
-       "MEX3D\\91816_f_at                           4.719556          5.955127   \n",
-       "EPS8L1\\91826_at                            5.960720          4.700939   \n",
-       "BCAN\\91920_at                              5.359054          5.711109   \n",
-       "DCAF15\\91952_at                            5.593345          5.239142   \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at              13.121676         12.771716   \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at              11.452241         12.026015   \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at              12.483723         12.350445   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at           12.442384         10.948513   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at           10.919385         10.998837   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at           11.705788         10.782441   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at           9.167298          9.940610   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at           3.055621          7.138046   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at          5.170586          8.056307   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at          6.233965          8.318805   \n",
-       "\n",
-       "                                   GSE8581GSM212788  GSE8581GSM213020  \\\n",
-       "RFC2\\1053_at                               3.862293          5.997776   \n",
-       "HSPA6\\117_at                               4.895438          6.066022   \n",
-       "PAX8\\121_at                                4.544745          7.023655   \n",
-       "GUCA1A\\1255_g_at                           3.085465          1.716556   \n",
-       "UBA7\\1294_at                               6.884293          7.816222   \n",
-       "THRA\\1316_at                               4.109026          4.537750   \n",
-       "PTPN21\\1320_at                             1.236621          6.098420   \n",
-       "CCL5\\1405_i_at                             7.741265          8.842203   \n",
-       "CYP2E1\\1431_at                             3.341075          3.943021   \n",
-       "EPHB3\\1438_at                             -0.037999          4.283262   \n",
-       "ESRRA\\1487_at                              5.719715          6.876013   \n",
-       "CYP2A6\\1494_f_at                           4.065960          5.371092   \n",
-       "SCARB1\\1552256_a_at                        5.701749          6.703281   \n",
-       "TTLL12\\1552257_a_at                        4.822363          6.444175   \n",
-       "NCRNA00152\\1552258_at                      2.975054          4.960544   \n",
-       "WFDC2\\1552261_at                           3.253507          3.495030   \n",
-       "MAPK1\\1552263_at                           4.788326          6.651411   \n",
-       "MAPK1\\1552264_a_at                         3.097604          7.384361   \n",
-       "ADAM32\\1552266_at                          0.553361          3.533040   \n",
-       "SPATA17\\1552269_at                        -0.320182          0.638593   \n",
-       "PRR22\\1552271_at                           1.304832          1.405530   \n",
-       "PRR22\\1552272_a_at                         0.315624          3.148967   \n",
-       "PXK\\1552274_at                             4.126081          6.255994   \n",
-       "PXK\\1552275_s_at                           1.639894          6.689816   \n",
-       "VPS18\\1552276_a_at                         3.945486          2.467462   \n",
-       "C9orf30\\1552277_a_at                       4.817731          5.968812   \n",
-       "SLC46A1\\1552278_a_at                       3.657800          2.219652   \n",
-       "SLC46A1\\1552279_a_at                       3.482913          4.904922   \n",
-       "TIMD4\\1552280_at                           3.829038          3.705137   \n",
-       "SLC39A5\\1552281_at                         2.985652          1.666220   \n",
-       "ZDHHC11\\1552283_s_at                       4.890165          7.800000   \n",
-       "ATP6V1E2\\1552286_at                        3.872386          4.481409   \n",
-       "AFG3L1P\\1552287_s_at                       6.132639          7.153957   \n",
-       "CILP2\\1552288_at                           3.730075          0.938835   \n",
-       "CILP2\\1552289_a_at                         4.468453          2.600332   \n",
-       "PIGX\\1552291_at                            3.821965          5.040068   \n",
-       "TMEM196\\1552293_at                         0.619357          2.051483   \n",
-       "SLC39A13\\1552295_a_at                      4.616605          6.498926   \n",
-       "BEST4\\1552296_at                           0.587778          0.717605   \n",
-       "AKD1\\1552299_at                            2.159419          4.685183   \n",
-       "CORO6\\1552301_a_at                         4.100700          4.918997   \n",
-       "TMEM106A\\1552302_at                        5.274601          3.922911   \n",
-       "TMEM106A\\1552303_a_at                      3.745173          5.345258   \n",
-       "ALG10\\1552304_at                           3.163813          0.458382   \n",
-       "ALG10\\1552306_at                           3.291219          3.630988   \n",
-       "TTC39C\\1552307_a_at                        3.480511          5.352621   \n",
-       "NEXN\\1552309_a_at                          5.384689          7.399624   \n",
-       "C15orf40\\1552310_at                        4.467195          6.877168   \n",
-       "RAX2\\1552311_a_at                          3.661430          4.036530   \n",
-       "MFAP3\\1552312_a_at                        -0.193028          6.408547   \n",
-       "...                                             ...               ...   \n",
-       "GPR153\\64942_at                            5.243566          7.067348   \n",
-       "YIPF2\\65086_at                             4.228596          6.036503   \n",
-       "INO80B\\65133_i_at                          2.984783          4.621161   \n",
-       "KIAA1609\\65438_at                          3.280452          3.923083   \n",
-       "C2orf68\\65472_at                           3.616558          5.987166   \n",
-       "HEATR6\\65493_at                            4.383967          5.132770   \n",
-       "AP1M2\\65517_at                             3.144903          5.058892   \n",
-       "UBE2D4\\65521_at                            4.297844          6.786309   \n",
-       "FAM86B1\\65585_at                           3.706420          5.555598   \n",
-       "LOC388796\\65588_at                         4.572993          6.192121   \n",
-       "WDR48\\65591_at                             3.844436          7.939109   \n",
-       "TMEM80\\65630_at                            4.703898          6.489299   \n",
-       "ENGASE\\65635_at                            6.641757          7.430335   \n",
-       "GPR124\\65718_at                            4.683803          6.452437   \n",
-       "RHOT2\\65770_at                             5.566678          6.214865   \n",
-       "MAN1B1\\65884_at                            5.823342          6.584791   \n",
-       "HNRNPUL2\\66053_at                          1.723371          4.732622   \n",
-       "WNT6\\71933_at                              2.443050          5.928463   \n",
-       "RABEP2\\74694_s_at                          5.833940          6.610507   \n",
-       "FKBP15\\76897_s_at                         -0.179510          4.771674   \n",
-       "RABEP2\\77508_r_at                          4.891113          5.948321   \n",
-       "ZNF335\\78330_at                            2.701048          4.051494   \n",
-       "LOC100129250\\78383_at                      4.355806          6.525123   \n",
-       "ZNF783\\78495_at                            4.916744          5.783344   \n",
-       "SLC35E1\\79005_at                           4.489389          6.709608   \n",
-       "CX3CL1\\823_at                              6.159994          8.519805   \n",
-       "ABHD2\\87100_at                            -0.181966          6.180245   \n",
-       "NPEPL1\\89476_r_at                          5.689772          5.232281   \n",
-       "PCIF1\\89948_at                             4.055447          6.222868   \n",
-       "ACSM5\\89977_at                             5.022590          6.013067   \n",
-       "ADAP1\\90265_at                             5.887045          7.078524   \n",
-       "LRCH4\\90610_at                             6.506588          7.819892   \n",
-       "LRTM1\\91580_at                             0.529901          2.504791   \n",
-       "DGCR8\\91617_at                             5.115737          5.375620   \n",
-       "EXOSC4\\91684_g_at                          3.957720          5.413184   \n",
-       "EHBP1L1\\91703_at                           5.055478          5.873422   \n",
-       "MEX3D\\91816_f_at                           2.408201          6.645486   \n",
-       "EPS8L1\\91826_at                            4.627817          5.276348   \n",
-       "BCAN\\91920_at                              2.848738          4.935549   \n",
-       "DCAF15\\91952_at                            4.774213          4.942486   \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at              12.261087         13.170748   \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at               8.374687         12.509770   \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at              10.382883         12.870332   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at           10.174376         11.578179   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at            7.649342         11.655987   \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at            8.800560         11.653365   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at           7.390539         10.106812   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at           2.660874          7.696390   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at          3.446455          9.087839   \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at          4.068146          8.704118   \n",
-       "\n",
-       "                                   GSE8581GSM210978  \n",
-       "RFC2\\1053_at                               6.102358  \n",
-       "HSPA6\\117_at                               5.568853  \n",
-       "PAX8\\121_at                                7.669296  \n",
-       "GUCA1A\\1255_g_at                           3.326336  \n",
-       "UBA7\\1294_at                               6.723149  \n",
-       "THRA\\1316_at                               5.747471  \n",
-       "PTPN21\\1320_at                             5.547922  \n",
-       "CCL5\\1405_i_at                             6.860901  \n",
-       "CYP2E1\\1431_at                             4.867452  \n",
-       "EPHB3\\1438_at                              4.303284  \n",
-       "ESRRA\\1487_at                              6.687033  \n",
-       "CYP2A6\\1494_f_at                           5.426708  \n",
-       "SCARB1\\1552256_a_at                        5.623554  \n",
-       "TTLL12\\1552257_a_at                        6.689467  \n",
-       "NCRNA00152\\1552258_at                      5.418419  \n",
-       "WFDC2\\1552261_at                           2.094962  \n",
-       "MAPK1\\1552263_at                           6.781596  \n",
-       "MAPK1\\1552264_a_at                         7.260393  \n",
-       "ADAM32\\1552266_at                          4.079890  \n",
-       "SPATA17\\1552269_at                         0.446722  \n",
-       "PRR22\\1552271_at                           1.988656  \n",
-       "PRR22\\1552272_a_at                         5.147136  \n",
-       "PXK\\1552274_at                             8.018417  \n",
-       "PXK\\1552275_s_at                           6.328073  \n",
-       "VPS18\\1552276_a_at                         4.737622  \n",
-       "C9orf30\\1552277_a_at                       6.831345  \n",
-       "SLC46A1\\1552278_a_at                       1.710085  \n",
-       "SLC46A1\\1552279_a_at                       6.353636  \n",
-       "TIMD4\\1552280_at                           1.563641  \n",
-       "SLC39A5\\1552281_at                         3.580387  \n",
-       "ZDHHC11\\1552283_s_at                       4.615399  \n",
-       "ATP6V1E2\\1552286_at                        4.960136  \n",
-       "AFG3L1P\\1552287_s_at                       5.973981  \n",
-       "CILP2\\1552288_at                           3.225406  \n",
-       "CILP2\\1552289_a_at                         4.047154  \n",
-       "PIGX\\1552291_at                            6.483890  \n",
-       "TMEM196\\1552293_at                         2.915943  \n",
-       "SLC39A13\\1552295_a_at                      6.135094  \n",
-       "BEST4\\1552296_at                           0.702436  \n",
-       "AKD1\\1552299_at                            5.289687  \n",
-       "CORO6\\1552301_a_at                         5.498704  \n",
-       "TMEM106A\\1552302_at                        5.670311  \n",
-       "TMEM106A\\1552303_a_at                      5.793316  \n",
-       "ALG10\\1552304_at                           3.120926  \n",
-       "ALG10\\1552306_at                           4.785723  \n",
-       "TTC39C\\1552307_a_at                        4.797475  \n",
-       "NEXN\\1552309_a_at                          8.523507  \n",
-       "C15orf40\\1552310_at                        6.433564  \n",
-       "RAX2\\1552311_a_at                          5.519293  \n",
-       "MFAP3\\1552312_a_at                         6.253379  \n",
-       "...                                             ...  \n",
-       "GPR153\\64942_at                            7.035690  \n",
-       "YIPF2\\65086_at                             5.896250  \n",
-       "INO80B\\65133_i_at                          3.318190  \n",
-       "KIAA1609\\65438_at                          3.776799  \n",
-       "C2orf68\\65472_at                           5.923565  \n",
-       "HEATR6\\65493_at                            5.441649  \n",
-       "AP1M2\\65517_at                             4.476732  \n",
-       "UBE2D4\\65521_at                            6.897567  \n",
-       "FAM86B1\\65585_at                           3.894760  \n",
-       "LOC388796\\65588_at                         5.323954  \n",
-       "WDR48\\65591_at                             7.744370  \n",
-       "TMEM80\\65630_at                            6.097097  \n",
-       "ENGASE\\65635_at                            7.567059  \n",
-       "GPR124\\65718_at                            5.947844  \n",
-       "RHOT2\\65770_at                             5.773669  \n",
-       "MAN1B1\\65884_at                            5.802803  \n",
-       "HNRNPUL2\\66053_at                          4.419229  \n",
-       "WNT6\\71933_at                              6.729403  \n",
-       "RABEP2\\74694_s_at                          6.051250  \n",
-       "FKBP15\\76897_s_at                          4.025977  \n",
-       "RABEP2\\77508_r_at                          6.117479  \n",
-       "ZNF335\\78330_at                            4.539903  \n",
-       "LOC100129250\\78383_at                      6.154697  \n",
-       "ZNF783\\78495_at                            5.858384  \n",
-       "SLC35E1\\79005_at                           6.954185  \n",
-       "CX3CL1\\823_at                              8.358023  \n",
-       "ABHD2\\87100_at                             6.764606  \n",
-       "NPEPL1\\89476_r_at                          5.482558  \n",
-       "PCIF1\\89948_at                             6.123076  \n",
-       "ACSM5\\89977_at                             5.190548  \n",
-       "ADAP1\\90265_at                             7.679227  \n",
-       "LRCH4\\90610_at                             7.507573  \n",
-       "LRTM1\\91580_at                             3.410667  \n",
-       "DGCR8\\91617_at                             5.213588  \n",
-       "EXOSC4\\91684_g_at                          5.148300  \n",
-       "EHBP1L1\\91703_at                           4.268345  \n",
-       "MEX3D\\91816_f_at                           6.843783  \n",
-       "EPS8L1\\91826_at                            5.095823  \n",
-       "BCAN\\91920_at                              6.260592  \n",
-       "DCAF15\\91952_at                            4.566237  \n",
-       "ACTB\\AFFX-HSAC07/X00351_3_at              12.697250  \n",
-       "ACTB\\AFFX-HSAC07/X00351_5_at              11.545394  \n",
-       "ACTB\\AFFX-HSAC07/X00351_M_at              12.232586  \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_3_at           11.132635  \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_5_at           10.999246  \n",
-       "GAPDH\\AFFX-HUMGAPDH/M33197_M_at           10.750816  \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_3_at           9.687306  \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_5_at           5.819653  \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MA_at          7.762628  \n",
-       "STAT1\\AFFX-HUMISGF3A/M97935_MB_at          7.600151  \n",
-       "\n",
-       "[42449 rows x 58 columns]"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from pandas import DataFrame\n",
     "\n",
@@ -6494,43 +302,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The rpy2.ipython extension is already loaded. To reload it, use:\n",
-      "  %reload_ext rpy2.ipython\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%load_ext rpy2.ipython"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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vX6/mYOIdbmz0gBGkZEzr8WuAIQeSryGDIW3durXgQQBBREiB3M/o1aKHdvToUSX7vffe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\nkwAJkAAJkEAMCfw/9Ok4mYp7WaYAAAAASUVORK5CYII=\n"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%R -i hd_df\n",
     "\n",
@@ -6549,394 +340,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true,
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>control</th>\n",
-       "      <th>treatment</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>subject.inTrialId</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211008</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210090</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210012</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210007</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213019</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210004</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212853</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210087</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212787</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213034</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211007</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212067</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212850</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211009</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213018</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212075</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212074</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212852</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210014</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213036</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210194</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210011</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212849</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212848</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210979</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210005</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212854</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212070</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210006</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212790</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210009</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211865</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212855</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212810</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210196</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210015</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210994</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210992</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212068</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211010</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210192</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213017</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212811</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212069</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213037</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210008</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210071</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210188</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM211872</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210010</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210993</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213035</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212809</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212789</th>\n",
-       "      <td>True</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210193</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM212788</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM213020</th>\n",
-       "      <td>False</td>\n",
-       "      <td>True</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GSE8581GSM210978</th>\n",
-       "      <td>False</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  control treatment\n",
-       "subject.inTrialId                  \n",
-       "GSE8581GSM211008     True     False\n",
-       "GSE8581GSM210090    False     False\n",
-       "GSE8581GSM210012    False     False\n",
-       "GSE8581GSM210007    False     False\n",
-       "GSE8581GSM213019    False     False\n",
-       "GSE8581GSM210004    False      True\n",
-       "GSE8581GSM212853     True     False\n",
-       "GSE8581GSM210087     True     False\n",
-       "GSE8581GSM212787     True     False\n",
-       "GSE8581GSM213034    False     False\n",
-       "GSE8581GSM211007    False      True\n",
-       "GSE8581GSM212067     True     False\n",
-       "GSE8581GSM212850    False     False\n",
-       "GSE8581GSM211009    False      True\n",
-       "GSE8581GSM213018    False     False\n",
-       "GSE8581GSM212075    False      True\n",
-       "GSE8581GSM212074    False      True\n",
-       "GSE8581GSM212852    False      True\n",
-       "GSE8581GSM210014     True     False\n",
-       "GSE8581GSM213036     True     False\n",
-       "GSE8581GSM210194    False      True\n",
-       "GSE8581GSM210011    False      True\n",
-       "GSE8581GSM212849    False     False\n",
-       "GSE8581GSM212848    False      True\n",
-       "GSE8581GSM210979     True     False\n",
-       "GSE8581GSM210005     True     False\n",
-       "GSE8581GSM212854    False     False\n",
-       "GSE8581GSM212070     True     False\n",
-       "GSE8581GSM210006    False      True\n",
-       "GSE8581GSM212790     True     False\n",
-       "GSE8581GSM210009     True     False\n",
-       "GSE8581GSM211865    False     False\n",
-       "GSE8581GSM212855    False     False\n",
-       "GSE8581GSM212810    False      True\n",
-       "GSE8581GSM210196     True     False\n",
-       "GSE8581GSM210015     True     False\n",
-       "GSE8581GSM210994    False     False\n",
-       "GSE8581GSM210992    False      True\n",
-       "GSE8581GSM212068     True     False\n",
-       "GSE8581GSM211010    False     False\n",
-       "GSE8581GSM210192     True     False\n",
-       "GSE8581GSM213017    False     False\n",
-       "GSE8581GSM212811     True     False\n",
-       "GSE8581GSM212069    False     False\n",
-       "GSE8581GSM213037    False     False\n",
-       "GSE8581GSM210008    False      True\n",
-       "GSE8581GSM210071    False      True\n",
-       "GSE8581GSM210188    False     False\n",
-       "GSE8581GSM211872    False     False\n",
-       "GSE8581GSM210010    False     False\n",
-       "GSE8581GSM210993    False      True\n",
-       "GSE8581GSM213035     True     False\n",
-       "GSE8581GSM212809    False     False\n",
-       "GSE8581GSM212789     True     False\n",
-       "GSE8581GSM210193    False     False\n",
-       "GSE8581GSM212788    False      True\n",
-       "GSE8581GSM213020    False      True\n",
-       "GSE8581GSM210978    False     False"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "design_df = DataFrame({'control': control[col_names], 'treatment': treatment[col_names]})\n",
     "design_df"
@@ -6964,53 +375,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The rpy2.ipython extension is already loaded. To reload it, use:\n",
-      "  %reload_ext rpy2.ipython\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%load_ext rpy2.ipython"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Error in library(limma) : there is no package called ‘limma’\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/lib/python3.5/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning: Error in library(limma) : there is no package called ‘limma’\n",
-      "\n",
-      "  warnings.warn(x, RRuntimeWarning)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%R -i hd_df -i design_df -o top_fit\n",
     "\n",
@@ -7046,954 +430,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>probe</th>\n",
-       "      <th>log_fc</th>\n",
-       "      <th>t</th>\n",
-       "      <th>p_value</th>\n",
-       "      <th>b</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>KIAA1377\\235956_at</td>\n",
-       "      <td>0.879185</td>\n",
-       "      <td>0.576089</td>\n",
-       "      <td>0.566838</td>\n",
-       "      <td>-4.598590</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>ZNF358\\226260_x_at</td>\n",
-       "      <td>0.516999</td>\n",
-       "      <td>0.481906</td>\n",
-       "      <td>0.631730</td>\n",
-       "      <td>-4.599110</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>GPR135\\214503_x_at</td>\n",
-       "      <td>-0.037486</td>\n",
-       "      <td>-0.105517</td>\n",
-       "      <td>0.916339</td>\n",
-       "      <td>-4.600272</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>GPATCH2\\242224_at</td>\n",
-       "      <td>0.245595</td>\n",
-       "      <td>0.215820</td>\n",
-       "      <td>0.829904</td>\n",
-       "      <td>-4.600085</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>RPL24\\214143_x_at</td>\n",
-       "      <td>1.012177</td>\n",
-       "      <td>0.364221</td>\n",
-       "      <td>0.717050</td>\n",
-       "      <td>-4.599632</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>PALM2\\1554640_at</td>\n",
-       "      <td>0.198167</td>\n",
-       "      <td>0.165797</td>\n",
-       "      <td>0.868907</td>\n",
-       "      <td>-4.600186</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>LOC339316\\242084_at</td>\n",
-       "      <td>0.001682</td>\n",
-       "      <td>0.003089</td>\n",
-       "      <td>0.997546</td>\n",
-       "      <td>-4.600330</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>FECH\\203115_at</td>\n",
-       "      <td>0.895703</td>\n",
-       "      <td>0.707561</td>\n",
-       "      <td>0.482120</td>\n",
-       "      <td>-4.597713</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>KCNJ9\\207527_at</td>\n",
-       "      <td>0.148250</td>\n",
-       "      <td>0.182965</td>\n",
-       "      <td>0.855479</td>\n",
-       "      <td>-4.600154</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>C21orf96\\220918_at</td>\n",
-       "      <td>0.286274</td>\n",
-       "      <td>0.241679</td>\n",
-       "      <td>0.809902</td>\n",
-       "      <td>-4.600023</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>SAT2\\225272_at</td>\n",
-       "      <td>0.785265</td>\n",
-       "      <td>0.435954</td>\n",
-       "      <td>0.664528</td>\n",
-       "      <td>-4.599331</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>EHD1\\209038_s_at</td>\n",
-       "      <td>0.858592</td>\n",
-       "      <td>0.767820</td>\n",
-       "      <td>0.445785</td>\n",
-       "      <td>-4.597252</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>CBLB\\208348_s_at</td>\n",
-       "      <td>0.376908</td>\n",
-       "      <td>0.575643</td>\n",
-       "      <td>0.567137</td>\n",
-       "      <td>-4.598593</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>C20orf85\\229542_at</td>\n",
-       "      <td>1.120739</td>\n",
-       "      <td>0.718556</td>\n",
-       "      <td>0.475370</td>\n",
-       "      <td>-4.597631</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>UGGT1\\218257_s_at</td>\n",
-       "      <td>0.220018</td>\n",
-       "      <td>0.175489</td>\n",
-       "      <td>0.861321</td>\n",
-       "      <td>-4.600168</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>LOC283585\\1561442_at</td>\n",
-       "      <td>-0.028199</td>\n",
-       "      <td>-0.033870</td>\n",
-       "      <td>0.973100</td>\n",
-       "      <td>-4.600324</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>EMP2\\204975_at</td>\n",
-       "      <td>1.187015</td>\n",
-       "      <td>0.468782</td>\n",
-       "      <td>0.641025</td>\n",
-       "      <td>-4.599176</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>LHFP\\218656_s_at</td>\n",
-       "      <td>1.000603</td>\n",
-       "      <td>0.474785</td>\n",
-       "      <td>0.636767</td>\n",
-       "      <td>-4.599146</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>SNCAIP\\237834_at</td>\n",
-       "      <td>0.056520</td>\n",
-       "      <td>0.079546</td>\n",
-       "      <td>0.936879</td>\n",
-       "      <td>-4.600297</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>RDH8\\220683_at</td>\n",
-       "      <td>-0.150771</td>\n",
-       "      <td>-0.153581</td>\n",
-       "      <td>0.878486</td>\n",
-       "      <td>-4.600206</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>SRSF4\\239512_at</td>\n",
-       "      <td>0.312302</td>\n",
-       "      <td>0.184059</td>\n",
-       "      <td>0.854625</td>\n",
-       "      <td>-4.600152</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>ACTB\\213867_x_at</td>\n",
-       "      <td>0.685520</td>\n",
-       "      <td>0.238904</td>\n",
-       "      <td>0.812043</td>\n",
-       "      <td>-4.600030</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>FAM182B\\215487_x_at</td>\n",
-       "      <td>0.407109</td>\n",
-       "      <td>0.504831</td>\n",
-       "      <td>0.615637</td>\n",
-       "      <td>-4.598992</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>C6orf108\\213871_s_at</td>\n",
-       "      <td>-0.018360</td>\n",
-       "      <td>-0.028788</td>\n",
-       "      <td>0.977135</td>\n",
-       "      <td>-4.600326</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>CSRNP2\\225042_s_at</td>\n",
-       "      <td>0.401834</td>\n",
-       "      <td>0.290746</td>\n",
-       "      <td>0.772308</td>\n",
-       "      <td>-4.599885</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>SLCO2B1\\203473_at</td>\n",
-       "      <td>0.729965</td>\n",
-       "      <td>0.363953</td>\n",
-       "      <td>0.717249</td>\n",
-       "      <td>-4.599633</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>MYNN\\237510_at</td>\n",
-       "      <td>-0.254418</td>\n",
-       "      <td>-0.284690</td>\n",
-       "      <td>0.776921</td>\n",
-       "      <td>-4.599904</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>NAP1L1\\208752_x_at</td>\n",
-       "      <td>0.832706</td>\n",
-       "      <td>0.352684</td>\n",
-       "      <td>0.725635</td>\n",
-       "      <td>-4.599676</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>ADAM28\\205997_at</td>\n",
-       "      <td>0.750291</td>\n",
-       "      <td>0.635362</td>\n",
-       "      <td>0.527752</td>\n",
-       "      <td>-4.598216</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>LOC100507248\\235236_at</td>\n",
-       "      <td>-0.428787</td>\n",
-       "      <td>-0.580283</td>\n",
-       "      <td>0.564026</td>\n",
-       "      <td>-4.598565</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>PHF8\\238837_at</td>\n",
-       "      <td>0.085134</td>\n",
-       "      <td>0.163629</td>\n",
-       "      <td>0.870606</td>\n",
-       "      <td>-4.600189</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>C9orf96\\1554787_at</td>\n",
-       "      <td>-0.182682</td>\n",
-       "      <td>-0.258592</td>\n",
-       "      <td>0.796888</td>\n",
-       "      <td>-4.599978</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>TNPO2\\210585_s_at</td>\n",
-       "      <td>0.602312</td>\n",
-       "      <td>0.766452</td>\n",
-       "      <td>0.446591</td>\n",
-       "      <td>-4.597263</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>FLJ31485\\239569_at</td>\n",
-       "      <td>0.462034</td>\n",
-       "      <td>0.482868</td>\n",
-       "      <td>0.631051</td>\n",
-       "      <td>-4.599106</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>34</th>\n",
-       "      <td>PUM1\\201164_s_at</td>\n",
-       "      <td>0.771907</td>\n",
-       "      <td>0.393178</td>\n",
-       "      <td>0.695665</td>\n",
-       "      <td>-4.599517</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35</th>\n",
-       "      <td>COX4I1\\202698_x_at</td>\n",
-       "      <td>0.889904</td>\n",
-       "      <td>0.365176</td>\n",
-       "      <td>0.716341</td>\n",
-       "      <td>-4.599629</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>36</th>\n",
-       "      <td>IZUMO4\\215734_at</td>\n",
-       "      <td>0.551718</td>\n",
-       "      <td>0.557249</td>\n",
-       "      <td>0.579554</td>\n",
-       "      <td>-4.598701</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37</th>\n",
-       "      <td>TPSAB1\\216485_s_at</td>\n",
-       "      <td>0.304421</td>\n",
-       "      <td>0.581178</td>\n",
-       "      <td>0.563427</td>\n",
-       "      <td>-4.598559</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>38</th>\n",
-       "      <td>LMAN1L\\220420_at</td>\n",
-       "      <td>-0.878393</td>\n",
-       "      <td>-1.647269</td>\n",
-       "      <td>0.105043</td>\n",
-       "      <td>-4.586668</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39</th>\n",
-       "      <td>LY6K\\223687_s_at</td>\n",
-       "      <td>0.668165</td>\n",
-       "      <td>0.722964</td>\n",
-       "      <td>0.472678</td>\n",
-       "      <td>-4.597598</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>ACAD10\\238655_at</td>\n",
-       "      <td>0.102328</td>\n",
-       "      <td>0.098604</td>\n",
-       "      <td>0.921801</td>\n",
-       "      <td>-4.600279</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41</th>\n",
-       "      <td>TIMM22\\219184_x_at</td>\n",
-       "      <td>0.502821</td>\n",
-       "      <td>0.370580</td>\n",
-       "      <td>0.712333</td>\n",
-       "      <td>-4.599608</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>HUS1\\217618_x_at</td>\n",
-       "      <td>0.101851</td>\n",
-       "      <td>0.084376</td>\n",
-       "      <td>0.933055</td>\n",
-       "      <td>-4.600293</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>43</th>\n",
-       "      <td>EPHA7\\206852_at</td>\n",
-       "      <td>0.224332</td>\n",
-       "      <td>0.318597</td>\n",
-       "      <td>0.751204</td>\n",
-       "      <td>-4.599796</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44</th>\n",
-       "      <td>CSH1\\208069_x_at</td>\n",
-       "      <td>0.452654</td>\n",
-       "      <td>1.087883</td>\n",
-       "      <td>0.281256</td>\n",
-       "      <td>-4.594215</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td>FMNL2\\242665_at</td>\n",
-       "      <td>0.814379</td>\n",
-       "      <td>0.634494</td>\n",
-       "      <td>0.528314</td>\n",
-       "      <td>-4.598222</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>PUS3\\221277_s_at</td>\n",
-       "      <td>0.706315</td>\n",
-       "      <td>0.472398</td>\n",
-       "      <td>0.638458</td>\n",
-       "      <td>-4.599158</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>47</th>\n",
-       "      <td>CELF4\\231220_at</td>\n",
-       "      <td>0.307643</td>\n",
-       "      <td>0.600501</td>\n",
-       "      <td>0.550569</td>\n",
-       "      <td>-4.598440</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>48</th>\n",
-       "      <td>RBM6\\228030_at</td>\n",
-       "      <td>0.582032</td>\n",
-       "      <td>0.291114</td>\n",
-       "      <td>0.772028</td>\n",
-       "      <td>-4.599884</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>49</th>\n",
-       "      <td>AVIL\\233333_x_at</td>\n",
-       "      <td>0.289393</td>\n",
-       "      <td>0.205224</td>\n",
-       "      <td>0.838133</td>\n",
-       "      <td>-4.600109</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42399</th>\n",
-       "      <td>MON1B\\233557_s_at</td>\n",
-       "      <td>0.356762</td>\n",
-       "      <td>0.239027</td>\n",
-       "      <td>0.811948</td>\n",
-       "      <td>-4.600029</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42400</th>\n",
-       "      <td>CLLU1\\1558185_at</td>\n",
-       "      <td>0.295150</td>\n",
-       "      <td>0.447277</td>\n",
-       "      <td>0.656382</td>\n",
-       "      <td>-4.599279</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42401</th>\n",
-       "      <td>KTN1\\214709_s_at</td>\n",
-       "      <td>0.887451</td>\n",
-       "      <td>0.401390</td>\n",
-       "      <td>0.689644</td>\n",
-       "      <td>-4.599483</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42402</th>\n",
-       "      <td>KRTAP4-7\\216810_at</td>\n",
-       "      <td>-0.367947</td>\n",
-       "      <td>-0.538408</td>\n",
-       "      <td>0.592406</td>\n",
-       "      <td>-4.598809</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42403</th>\n",
-       "      <td>RBKS\\219222_at</td>\n",
-       "      <td>-0.042483</td>\n",
-       "      <td>-0.033844</td>\n",
-       "      <td>0.973121</td>\n",
-       "      <td>-4.600324</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42404</th>\n",
-       "      <td>LOC100506621\\227061_at</td>\n",
-       "      <td>0.274594</td>\n",
-       "      <td>0.161521</td>\n",
-       "      <td>0.872258</td>\n",
-       "      <td>-4.600193</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42405</th>\n",
-       "      <td>CCDC67\\1554071_at</td>\n",
-       "      <td>-0.495979</td>\n",
-       "      <td>-0.769797</td>\n",
-       "      <td>0.444620</td>\n",
-       "      <td>-4.597237</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42406</th>\n",
-       "      <td>MCM9\\219673_at</td>\n",
-       "      <td>0.571932</td>\n",
-       "      <td>0.429359</td>\n",
-       "      <td>0.669291</td>\n",
-       "      <td>-4.599361</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42407</th>\n",
-       "      <td>LOC730101\\213248_at</td>\n",
-       "      <td>0.662087</td>\n",
-       "      <td>0.530913</td>\n",
-       "      <td>0.597555</td>\n",
-       "      <td>-4.598851</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42408</th>\n",
-       "      <td>LOC100508546\\244037_at</td>\n",
-       "      <td>1.635056</td>\n",
-       "      <td>1.727084</td>\n",
-       "      <td>0.089605</td>\n",
-       "      <td>-4.585379</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42409</th>\n",
-       "      <td>RNPS1\\200060_s_at</td>\n",
-       "      <td>0.683944</td>\n",
-       "      <td>0.338790</td>\n",
-       "      <td>0.736021</td>\n",
-       "      <td>-4.599726</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42410</th>\n",
-       "      <td>C8orf74\\1569246_a_at</td>\n",
-       "      <td>-0.000976</td>\n",
-       "      <td>-0.001088</td>\n",
-       "      <td>0.999136</td>\n",
-       "      <td>-4.600331</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42411</th>\n",
-       "      <td>UTP14C\\203614_at</td>\n",
-       "      <td>0.960350</td>\n",
-       "      <td>0.524120</td>\n",
-       "      <td>0.602241</td>\n",
-       "      <td>-4.598888</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42412</th>\n",
-       "      <td>RHEB\\201452_at</td>\n",
-       "      <td>-0.141799</td>\n",
-       "      <td>-0.148466</td>\n",
-       "      <td>0.882502</td>\n",
-       "      <td>-4.600214</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42413</th>\n",
-       "      <td>CXCL16\\223454_at</td>\n",
-       "      <td>0.476846</td>\n",
-       "      <td>0.246033</td>\n",
-       "      <td>0.806546</td>\n",
-       "      <td>-4.600012</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42414</th>\n",
-       "      <td>PSPC1\\218371_s_at</td>\n",
-       "      <td>0.860790</td>\n",
-       "      <td>0.546557</td>\n",
-       "      <td>0.586831</td>\n",
-       "      <td>-4.598763</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42415</th>\n",
-       "      <td>SIK3\\213034_at</td>\n",
-       "      <td>0.482629</td>\n",
-       "      <td>0.281011</td>\n",
-       "      <td>0.779726</td>\n",
-       "      <td>-4.599915</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42416</th>\n",
-       "      <td>ACOT9\\221641_s_at</td>\n",
-       "      <td>0.538855</td>\n",
-       "      <td>0.292022</td>\n",
-       "      <td>0.771337</td>\n",
-       "      <td>-4.599881</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42417</th>\n",
-       "      <td>KIAA1661\\215943_at</td>\n",
-       "      <td>0.322528</td>\n",
-       "      <td>0.448626</td>\n",
-       "      <td>0.655414</td>\n",
-       "      <td>-4.599273</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42418</th>\n",
-       "      <td>STEAP2\\225871_at</td>\n",
-       "      <td>0.488423</td>\n",
-       "      <td>0.317957</td>\n",
-       "      <td>0.751687</td>\n",
-       "      <td>-4.599798</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42419</th>\n",
-       "      <td>AKAP5\\207800_at</td>\n",
-       "      <td>0.867480</td>\n",
-       "      <td>1.392526</td>\n",
-       "      <td>0.169208</td>\n",
-       "      <td>-4.590438</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42420</th>\n",
-       "      <td>C1orf57\\223272_s_at</td>\n",
-       "      <td>1.061639</td>\n",
-       "      <td>0.698401</td>\n",
-       "      <td>0.487785</td>\n",
-       "      <td>-4.597779</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42421</th>\n",
-       "      <td>C7orf30\\226385_s_at</td>\n",
-       "      <td>0.736595</td>\n",
-       "      <td>0.366183</td>\n",
-       "      <td>0.715593</td>\n",
-       "      <td>-4.599625</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42422</th>\n",
-       "      <td>BAX\\208478_s_at</td>\n",
-       "      <td>0.316187</td>\n",
-       "      <td>0.257996</td>\n",
-       "      <td>0.797345</td>\n",
-       "      <td>-4.599980</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42423</th>\n",
-       "      <td>MAN1C1\\218918_at</td>\n",
-       "      <td>0.438300</td>\n",
-       "      <td>0.288937</td>\n",
-       "      <td>0.773685</td>\n",
-       "      <td>-4.599891</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42424</th>\n",
-       "      <td>SGSM3\\214779_s_at</td>\n",
-       "      <td>0.636825</td>\n",
-       "      <td>0.455855</td>\n",
-       "      <td>0.650238</td>\n",
-       "      <td>-4.599238</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42425</th>\n",
-       "      <td>LOC100508009\\231516_at</td>\n",
-       "      <td>-0.632829</td>\n",
-       "      <td>-1.335501</td>\n",
-       "      <td>0.187057</td>\n",
-       "      <td>-4.591208</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42426</th>\n",
-       "      <td>ASCL3\\221161_at</td>\n",
-       "      <td>-0.296944</td>\n",
-       "      <td>-0.396476</td>\n",
-       "      <td>0.693245</td>\n",
-       "      <td>-4.599504</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42427</th>\n",
-       "      <td>DALRD3\\221934_s_at</td>\n",
-       "      <td>0.815617</td>\n",
-       "      <td>0.545451</td>\n",
-       "      <td>0.587586</td>\n",
-       "      <td>-4.598769</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42428</th>\n",
-       "      <td>DAPK2\\206324_s_at</td>\n",
-       "      <td>0.617438</td>\n",
-       "      <td>0.434248</td>\n",
-       "      <td>0.665759</td>\n",
-       "      <td>-4.599339</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42429</th>\n",
-       "      <td>NUP155\\206550_s_at</td>\n",
-       "      <td>0.735216</td>\n",
-       "      <td>0.565273</td>\n",
-       "      <td>0.574122</td>\n",
-       "      <td>-4.598654</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42430</th>\n",
-       "      <td>TMF1\\215855_s_at</td>\n",
-       "      <td>0.290174</td>\n",
-       "      <td>0.198452</td>\n",
-       "      <td>0.843402</td>\n",
-       "      <td>-4.600123</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42431</th>\n",
-       "      <td>LOC100505584\\216336_x_at</td>\n",
-       "      <td>0.184588</td>\n",
-       "      <td>0.086769</td>\n",
-       "      <td>0.931161</td>\n",
-       "      <td>-4.600291</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42432</th>\n",
-       "      <td>ARID1B\\1566990_x_at</td>\n",
-       "      <td>0.322959</td>\n",
-       "      <td>0.238363</td>\n",
-       "      <td>0.812460</td>\n",
-       "      <td>-4.600031</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42433</th>\n",
-       "      <td>LOC100287105\\1570171_at</td>\n",
-       "      <td>0.347364</td>\n",
-       "      <td>0.344713</td>\n",
-       "      <td>0.731587</td>\n",
-       "      <td>-4.599705</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42434</th>\n",
-       "      <td>UTRN\\225093_at</td>\n",
-       "      <td>0.826417</td>\n",
-       "      <td>0.383918</td>\n",
-       "      <td>0.702477</td>\n",
-       "      <td>-4.599555</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42435</th>\n",
-       "      <td>HIST3H3\\208572_at</td>\n",
-       "      <td>0.466194</td>\n",
-       "      <td>0.786881</td>\n",
-       "      <td>0.434633</td>\n",
-       "      <td>-4.597099</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42436</th>\n",
-       "      <td>ZNF316\\227170_at</td>\n",
-       "      <td>0.308429</td>\n",
-       "      <td>0.274918</td>\n",
-       "      <td>0.784380</td>\n",
-       "      <td>-4.599932</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42437</th>\n",
-       "      <td>ETV6\\205585_at</td>\n",
-       "      <td>0.196758</td>\n",
-       "      <td>0.179311</td>\n",
-       "      <td>0.858334</td>\n",
-       "      <td>-4.600161</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42438</th>\n",
-       "      <td>LOC400550\\243059_at</td>\n",
-       "      <td>0.284004</td>\n",
-       "      <td>0.239238</td>\n",
-       "      <td>0.811785</td>\n",
-       "      <td>-4.600029</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42439</th>\n",
-       "      <td>B3GAT2\\234146_at</td>\n",
-       "      <td>-0.141648</td>\n",
-       "      <td>-0.238679</td>\n",
-       "      <td>0.812216</td>\n",
-       "      <td>-4.600030</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42440</th>\n",
-       "      <td>HMGB4\\230473_s_at</td>\n",
-       "      <td>-0.062882</td>\n",
-       "      <td>-0.098254</td>\n",
-       "      <td>0.922078</td>\n",
-       "      <td>-4.600280</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42441</th>\n",
-       "      <td>CMTM6\\217947_at</td>\n",
-       "      <td>0.661108</td>\n",
-       "      <td>0.279330</td>\n",
-       "      <td>0.781009</td>\n",
-       "      <td>-4.599920</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42442</th>\n",
-       "      <td>BRAP\\209922_at</td>\n",
-       "      <td>0.570144</td>\n",
-       "      <td>0.577189</td>\n",
-       "      <td>0.566100</td>\n",
-       "      <td>-4.598583</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42443</th>\n",
-       "      <td>BARD1\\205345_at</td>\n",
-       "      <td>0.695383</td>\n",
-       "      <td>0.482240</td>\n",
-       "      <td>0.631494</td>\n",
-       "      <td>-4.599109</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42444</th>\n",
-       "      <td>MR1\\207565_s_at</td>\n",
-       "      <td>0.311217</td>\n",
-       "      <td>0.227616</td>\n",
-       "      <td>0.820765</td>\n",
-       "      <td>-4.600057</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42445</th>\n",
-       "      <td>SORT1\\212797_at</td>\n",
-       "      <td>0.239672</td>\n",
-       "      <td>0.171783</td>\n",
-       "      <td>0.864221</td>\n",
-       "      <td>-4.600175</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42446</th>\n",
-       "      <td>FLJ31485\\243351_at</td>\n",
-       "      <td>0.374568</td>\n",
-       "      <td>0.357662</td>\n",
-       "      <td>0.721927</td>\n",
-       "      <td>-4.599657</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42447</th>\n",
-       "      <td>BPI\\205557_at</td>\n",
-       "      <td>-0.506693</td>\n",
-       "      <td>-0.641504</td>\n",
-       "      <td>0.523784</td>\n",
-       "      <td>-4.598175</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42448</th>\n",
-       "      <td>CECR3\\1564352_at</td>\n",
-       "      <td>-0.170982</td>\n",
-       "      <td>-0.191725</td>\n",
-       "      <td>0.848643</td>\n",
-       "      <td>-4.600137</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>42449 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                          probe    log_fc         t   p_value         b\n",
-       "0            KIAA1377\\235956_at  0.879185  0.576089  0.566838 -4.598590\n",
-       "1            ZNF358\\226260_x_at  0.516999  0.481906  0.631730 -4.599110\n",
-       "2            GPR135\\214503_x_at -0.037486 -0.105517  0.916339 -4.600272\n",
-       "3             GPATCH2\\242224_at  0.245595  0.215820  0.829904 -4.600085\n",
-       "4             RPL24\\214143_x_at  1.012177  0.364221  0.717050 -4.599632\n",
-       "5              PALM2\\1554640_at  0.198167  0.165797  0.868907 -4.600186\n",
-       "6           LOC339316\\242084_at  0.001682  0.003089  0.997546 -4.600330\n",
-       "7                FECH\\203115_at  0.895703  0.707561  0.482120 -4.597713\n",
-       "8               KCNJ9\\207527_at  0.148250  0.182965  0.855479 -4.600154\n",
-       "9            C21orf96\\220918_at  0.286274  0.241679  0.809902 -4.600023\n",
-       "10               SAT2\\225272_at  0.785265  0.435954  0.664528 -4.599331\n",
-       "11             EHD1\\209038_s_at  0.858592  0.767820  0.445785 -4.597252\n",
-       "12             CBLB\\208348_s_at  0.376908  0.575643  0.567137 -4.598593\n",
-       "13           C20orf85\\229542_at  1.120739  0.718556  0.475370 -4.597631\n",
-       "14            UGGT1\\218257_s_at  0.220018  0.175489  0.861321 -4.600168\n",
-       "15         LOC283585\\1561442_at -0.028199 -0.033870  0.973100 -4.600324\n",
-       "16               EMP2\\204975_at  1.187015  0.468782  0.641025 -4.599176\n",
-       "17             LHFP\\218656_s_at  1.000603  0.474785  0.636767 -4.599146\n",
-       "18             SNCAIP\\237834_at  0.056520  0.079546  0.936879 -4.600297\n",
-       "19               RDH8\\220683_at -0.150771 -0.153581  0.878486 -4.600206\n",
-       "20              SRSF4\\239512_at  0.312302  0.184059  0.854625 -4.600152\n",
-       "21             ACTB\\213867_x_at  0.685520  0.238904  0.812043 -4.600030\n",
-       "22          FAM182B\\215487_x_at  0.407109  0.504831  0.615637 -4.598992\n",
-       "23         C6orf108\\213871_s_at -0.018360 -0.028788  0.977135 -4.600326\n",
-       "24           CSRNP2\\225042_s_at  0.401834  0.290746  0.772308 -4.599885\n",
-       "25            SLCO2B1\\203473_at  0.729965  0.363953  0.717249 -4.599633\n",
-       "26               MYNN\\237510_at -0.254418 -0.284690  0.776921 -4.599904\n",
-       "27           NAP1L1\\208752_x_at  0.832706  0.352684  0.725635 -4.599676\n",
-       "28             ADAM28\\205997_at  0.750291  0.635362  0.527752 -4.598216\n",
-       "29       LOC100507248\\235236_at -0.428787 -0.580283  0.564026 -4.598565\n",
-       "30               PHF8\\238837_at  0.085134  0.163629  0.870606 -4.600189\n",
-       "31           C9orf96\\1554787_at -0.182682 -0.258592  0.796888 -4.599978\n",
-       "32            TNPO2\\210585_s_at  0.602312  0.766452  0.446591 -4.597263\n",
-       "33           FLJ31485\\239569_at  0.462034  0.482868  0.631051 -4.599106\n",
-       "34             PUM1\\201164_s_at  0.771907  0.393178  0.695665 -4.599517\n",
-       "35           COX4I1\\202698_x_at  0.889904  0.365176  0.716341 -4.599629\n",
-       "36             IZUMO4\\215734_at  0.551718  0.557249  0.579554 -4.598701\n",
-       "37           TPSAB1\\216485_s_at  0.304421  0.581178  0.563427 -4.598559\n",
-       "38             LMAN1L\\220420_at -0.878393 -1.647269  0.105043 -4.586668\n",
-       "39             LY6K\\223687_s_at  0.668165  0.722964  0.472678 -4.597598\n",
-       "40             ACAD10\\238655_at  0.102328  0.098604  0.921801 -4.600279\n",
-       "41           TIMM22\\219184_x_at  0.502821  0.370580  0.712333 -4.599608\n",
-       "42             HUS1\\217618_x_at  0.101851  0.084376  0.933055 -4.600293\n",
-       "43              EPHA7\\206852_at  0.224332  0.318597  0.751204 -4.599796\n",
-       "44             CSH1\\208069_x_at  0.452654  1.087883  0.281256 -4.594215\n",
-       "45              FMNL2\\242665_at  0.814379  0.634494  0.528314 -4.598222\n",
-       "46             PUS3\\221277_s_at  0.706315  0.472398  0.638458 -4.599158\n",
-       "47              CELF4\\231220_at  0.307643  0.600501  0.550569 -4.598440\n",
-       "48               RBM6\\228030_at  0.582032  0.291114  0.772028 -4.599884\n",
-       "49             AVIL\\233333_x_at  0.289393  0.205224  0.838133 -4.600109\n",
-       "...                         ...       ...       ...       ...       ...\n",
-       "42399         MON1B\\233557_s_at  0.356762  0.239027  0.811948 -4.600029\n",
-       "42400          CLLU1\\1558185_at  0.295150  0.447277  0.656382 -4.599279\n",
-       "42401          KTN1\\214709_s_at  0.887451  0.401390  0.689644 -4.599483\n",
-       "42402        KRTAP4-7\\216810_at -0.367947 -0.538408  0.592406 -4.598809\n",
-       "42403            RBKS\\219222_at -0.042483 -0.033844  0.973121 -4.600324\n",
-       "42404    LOC100506621\\227061_at  0.274594  0.161521  0.872258 -4.600193\n",
-       "42405         CCDC67\\1554071_at -0.495979 -0.769797  0.444620 -4.597237\n",
-       "42406            MCM9\\219673_at  0.571932  0.429359  0.669291 -4.599361\n",
-       "42407       LOC730101\\213248_at  0.662087  0.530913  0.597555 -4.598851\n",
-       "42408    LOC100508546\\244037_at  1.635056  1.727084  0.089605 -4.585379\n",
-       "42409         RNPS1\\200060_s_at  0.683944  0.338790  0.736021 -4.599726\n",
-       "42410      C8orf74\\1569246_a_at -0.000976 -0.001088  0.999136 -4.600331\n",
-       "42411          UTP14C\\203614_at  0.960350  0.524120  0.602241 -4.598888\n",
-       "42412            RHEB\\201452_at -0.141799 -0.148466  0.882502 -4.600214\n",
-       "42413          CXCL16\\223454_at  0.476846  0.246033  0.806546 -4.600012\n",
-       "42414         PSPC1\\218371_s_at  0.860790  0.546557  0.586831 -4.598763\n",
-       "42415            SIK3\\213034_at  0.482629  0.281011  0.779726 -4.599915\n",
-       "42416         ACOT9\\221641_s_at  0.538855  0.292022  0.771337 -4.599881\n",
-       "42417        KIAA1661\\215943_at  0.322528  0.448626  0.655414 -4.599273\n",
-       "42418          STEAP2\\225871_at  0.488423  0.317957  0.751687 -4.599798\n",
-       "42419           AKAP5\\207800_at  0.867480  1.392526  0.169208 -4.590438\n",
-       "42420       C1orf57\\223272_s_at  1.061639  0.698401  0.487785 -4.597779\n",
-       "42421       C7orf30\\226385_s_at  0.736595  0.366183  0.715593 -4.599625\n",
-       "42422           BAX\\208478_s_at  0.316187  0.257996  0.797345 -4.599980\n",
-       "42423          MAN1C1\\218918_at  0.438300  0.288937  0.773685 -4.599891\n",
-       "42424         SGSM3\\214779_s_at  0.636825  0.455855  0.650238 -4.599238\n",
-       "42425    LOC100508009\\231516_at -0.632829 -1.335501  0.187057 -4.591208\n",
-       "42426           ASCL3\\221161_at -0.296944 -0.396476  0.693245 -4.599504\n",
-       "42427        DALRD3\\221934_s_at  0.815617  0.545451  0.587586 -4.598769\n",
-       "42428         DAPK2\\206324_s_at  0.617438  0.434248  0.665759 -4.599339\n",
-       "42429        NUP155\\206550_s_at  0.735216  0.565273  0.574122 -4.598654\n",
-       "42430          TMF1\\215855_s_at  0.290174  0.198452  0.843402 -4.600123\n",
-       "42431  LOC100505584\\216336_x_at  0.184588  0.086769  0.931161 -4.600291\n",
-       "42432       ARID1B\\1566990_x_at  0.322959  0.238363  0.812460 -4.600031\n",
-       "42433   LOC100287105\\1570171_at  0.347364  0.344713  0.731587 -4.599705\n",
-       "42434            UTRN\\225093_at  0.826417  0.383918  0.702477 -4.599555\n",
-       "42435         HIST3H3\\208572_at  0.466194  0.786881  0.434633 -4.597099\n",
-       "42436          ZNF316\\227170_at  0.308429  0.274918  0.784380 -4.599932\n",
-       "42437            ETV6\\205585_at  0.196758  0.179311  0.858334 -4.600161\n",
-       "42438       LOC400550\\243059_at  0.284004  0.239238  0.811785 -4.600029\n",
-       "42439          B3GAT2\\234146_at -0.141648 -0.238679  0.812216 -4.600030\n",
-       "42440         HMGB4\\230473_s_at -0.062882 -0.098254  0.922078 -4.600280\n",
-       "42441           CMTM6\\217947_at  0.661108  0.279330  0.781009 -4.599920\n",
-       "42442            BRAP\\209922_at  0.570144  0.577189  0.566100 -4.598583\n",
-       "42443           BARD1\\205345_at  0.695383  0.482240  0.631494 -4.599109\n",
-       "42444           MR1\\207565_s_at  0.311217  0.227616  0.820765 -4.600057\n",
-       "42445           SORT1\\212797_at  0.239672  0.171783  0.864221 -4.600175\n",
-       "42446        FLJ31485\\243351_at  0.374568  0.357662  0.721927 -4.599657\n",
-       "42447             BPI\\205557_at -0.506693 -0.641504  0.523784 -4.598175\n",
-       "42448          CECR3\\1564352_at -0.170982 -0.191725  0.848643 -4.600137\n",
-       "\n",
-       "[42449 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "top_fit"
    ]
@@ -8012,618 +455,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true,
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>log_fc</th>\n",
-       "      <th>t</th>\n",
-       "      <th>p_value</th>\n",
-       "      <th>b</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>probe</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>IL1F8\\224230_at</th>\n",
-       "      <td>-1.546104</td>\n",
-       "      <td>-3.449570</td>\n",
-       "      <td>0.001067</td>\n",
-       "      <td>-4.548413</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC400590\\1560992_at</th>\n",
-       "      <td>2.197704</td>\n",
-       "      <td>3.434648</td>\n",
-       "      <td>0.001117</td>\n",
-       "      <td>-4.548785</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ANGEL1\\244685_at</th>\n",
-       "      <td>-1.178030</td>\n",
-       "      <td>-2.807717</td>\n",
-       "      <td>0.006833</td>\n",
-       "      <td>-4.563804</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRK7\\1552929_at</th>\n",
-       "      <td>1.679992</td>\n",
-       "      <td>2.562875</td>\n",
-       "      <td>0.013065</td>\n",
-       "      <td>-4.569267</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FLJ33996\\237790_at</th>\n",
-       "      <td>1.203864</td>\n",
-       "      <td>2.546120</td>\n",
-       "      <td>0.013639</td>\n",
-       "      <td>-4.569630</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>POSTN\\214981_at</th>\n",
-       "      <td>2.156220</td>\n",
-       "      <td>2.520897</td>\n",
-       "      <td>0.014548</td>\n",
-       "      <td>-4.570174</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100507153\\1568762_at</th>\n",
-       "      <td>1.538902</td>\n",
-       "      <td>2.507401</td>\n",
-       "      <td>0.015056</td>\n",
-       "      <td>-4.570464</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GPR17\\206190_at</th>\n",
-       "      <td>1.318751</td>\n",
-       "      <td>2.456309</td>\n",
-       "      <td>0.017129</td>\n",
-       "      <td>-4.571554</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TTC39A\\217101_at</th>\n",
-       "      <td>1.249650</td>\n",
-       "      <td>2.448672</td>\n",
-       "      <td>0.017460</td>\n",
-       "      <td>-4.571715</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RNF141\\1565546_at</th>\n",
-       "      <td>1.546828</td>\n",
-       "      <td>2.437364</td>\n",
-       "      <td>0.017960</td>\n",
-       "      <td>-4.571954</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAF\\1566323_at</th>\n",
-       "      <td>-1.440637</td>\n",
-       "      <td>-2.433496</td>\n",
-       "      <td>0.018134</td>\n",
-       "      <td>-4.572036</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DPF3\\235357_at</th>\n",
-       "      <td>-1.212370</td>\n",
-       "      <td>-2.400648</td>\n",
-       "      <td>0.019676</td>\n",
-       "      <td>-4.572725</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>METAP1D\\1565755_at</th>\n",
-       "      <td>1.510195</td>\n",
-       "      <td>2.399407</td>\n",
-       "      <td>0.019736</td>\n",
-       "      <td>-4.572750</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZNF780B\\214899_at</th>\n",
-       "      <td>1.644326</td>\n",
-       "      <td>2.396825</td>\n",
-       "      <td>0.019863</td>\n",
-       "      <td>-4.572804</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RUNX1T1\\216831_s_at</th>\n",
-       "      <td>2.096988</td>\n",
-       "      <td>2.390294</td>\n",
-       "      <td>0.020185</td>\n",
-       "      <td>-4.572940</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GFRA2\\205722_s_at</th>\n",
-       "      <td>1.386836</td>\n",
-       "      <td>2.371531</td>\n",
-       "      <td>0.021139</td>\n",
-       "      <td>-4.573330</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100288139\\234426_x_at</th>\n",
-       "      <td>1.580194</td>\n",
-       "      <td>2.351281</td>\n",
-       "      <td>0.022214</td>\n",
-       "      <td>-4.573749</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C2orf14\\224278_at</th>\n",
-       "      <td>-1.270161</td>\n",
-       "      <td>-2.346501</td>\n",
-       "      <td>0.022474</td>\n",
-       "      <td>-4.573847</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOXL4\\1570219_at</th>\n",
-       "      <td>-1.320024</td>\n",
-       "      <td>-2.322838</td>\n",
-       "      <td>0.023805</td>\n",
-       "      <td>-4.574333</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IGHG1\\216892_at</th>\n",
-       "      <td>-1.353338</td>\n",
-       "      <td>-2.304121</td>\n",
-       "      <td>0.024907</td>\n",
-       "      <td>-4.574714</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PKLR\\210451_at</th>\n",
-       "      <td>-0.951392</td>\n",
-       "      <td>-2.302312</td>\n",
-       "      <td>0.025016</td>\n",
-       "      <td>-4.574751</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TRAF5\\1569861_at</th>\n",
-       "      <td>-1.419547</td>\n",
-       "      <td>-2.296200</td>\n",
-       "      <td>0.025387</td>\n",
-       "      <td>-4.574875</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DNAH14\\1567861_at</th>\n",
-       "      <td>1.368343</td>\n",
-       "      <td>2.294568</td>\n",
-       "      <td>0.025487</td>\n",
-       "      <td>-4.574908</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRIA3\\230144_at</th>\n",
-       "      <td>1.585759</td>\n",
-       "      <td>2.250786</td>\n",
-       "      <td>0.028300</td>\n",
-       "      <td>-4.575791</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC38A10\\1563226_at</th>\n",
-       "      <td>1.611960</td>\n",
-       "      <td>2.246147</td>\n",
-       "      <td>0.028613</td>\n",
-       "      <td>-4.575883</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MARCH7\\1557703_at</th>\n",
-       "      <td>1.264078</td>\n",
-       "      <td>2.235305</td>\n",
-       "      <td>0.029358</td>\n",
-       "      <td>-4.576100</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NCOA3\\1562439_at</th>\n",
-       "      <td>1.279497</td>\n",
-       "      <td>2.219504</td>\n",
-       "      <td>0.030475</td>\n",
-       "      <td>-4.576414</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100287689\\243665_s_at</th>\n",
-       "      <td>1.315087</td>\n",
-       "      <td>2.217997</td>\n",
-       "      <td>0.030583</td>\n",
-       "      <td>-4.576444</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAGIX\\219965_s_at</th>\n",
-       "      <td>1.666859</td>\n",
-       "      <td>2.213778</td>\n",
-       "      <td>0.030888</td>\n",
-       "      <td>-4.576528</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC643763\\1558387_at</th>\n",
-       "      <td>-1.716835</td>\n",
-       "      <td>-2.193242</td>\n",
-       "      <td>0.032413</td>\n",
-       "      <td>-4.576933</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>UBR4\\231889_at</th>\n",
-       "      <td>1.342234</td>\n",
-       "      <td>2.188355</td>\n",
-       "      <td>0.032785</td>\n",
-       "      <td>-4.577029</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GTPBP10\\230684_at</th>\n",
-       "      <td>1.667459</td>\n",
-       "      <td>2.178850</td>\n",
-       "      <td>0.033520</td>\n",
-       "      <td>-4.577215</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ADCYAP1\\230237_at</th>\n",
-       "      <td>-1.768758</td>\n",
-       "      <td>-2.173114</td>\n",
-       "      <td>0.033971</td>\n",
-       "      <td>-4.577328</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CRYBA2\\220136_s_at</th>\n",
-       "      <td>0.787749</td>\n",
-       "      <td>2.155419</td>\n",
-       "      <td>0.035394</td>\n",
-       "      <td>-4.577673</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LMTK2\\235307_at</th>\n",
-       "      <td>-1.246947</td>\n",
-       "      <td>-2.145262</td>\n",
-       "      <td>0.036235</td>\n",
-       "      <td>-4.577870</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRO2949\\1553374_at</th>\n",
-       "      <td>1.496370</td>\n",
-       "      <td>2.143200</td>\n",
-       "      <td>0.036408</td>\n",
-       "      <td>-4.577910</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C9orf130\\234429_at</th>\n",
-       "      <td>1.169090</td>\n",
-       "      <td>2.132408</td>\n",
-       "      <td>0.037324</td>\n",
-       "      <td>-4.578118</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DNM3\\1558502_s_at</th>\n",
-       "      <td>1.823855</td>\n",
-       "      <td>2.131027</td>\n",
-       "      <td>0.037442</td>\n",
-       "      <td>-4.578145</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HBQ1\\220807_at</th>\n",
-       "      <td>-0.815548</td>\n",
-       "      <td>-2.116788</td>\n",
-       "      <td>0.038685</td>\n",
-       "      <td>-4.578419</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100131825\\217442_at</th>\n",
-       "      <td>1.476831</td>\n",
-       "      <td>2.112839</td>\n",
-       "      <td>0.039036</td>\n",
-       "      <td>-4.578494</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IL17B\\220273_at</th>\n",
-       "      <td>1.360296</td>\n",
-       "      <td>2.111163</td>\n",
-       "      <td>0.039186</td>\n",
-       "      <td>-4.578527</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAGEB4\\207580_at</th>\n",
-       "      <td>-1.415009</td>\n",
-       "      <td>-2.104162</td>\n",
-       "      <td>0.039817</td>\n",
-       "      <td>-4.578660</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PEX26\\235098_at</th>\n",
-       "      <td>1.422767</td>\n",
-       "      <td>2.094647</td>\n",
-       "      <td>0.040689</td>\n",
-       "      <td>-4.578842</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>POFUT2\\207448_at</th>\n",
-       "      <td>-0.987136</td>\n",
-       "      <td>-2.091314</td>\n",
-       "      <td>0.040998</td>\n",
-       "      <td>-4.578905</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ART1\\1570480_s_at</th>\n",
-       "      <td>-1.162461</td>\n",
-       "      <td>-2.081568</td>\n",
-       "      <td>0.041915</td>\n",
-       "      <td>-4.579091</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CIT\\242872_at</th>\n",
-       "      <td>1.527711</td>\n",
-       "      <td>2.080893</td>\n",
-       "      <td>0.041979</td>\n",
-       "      <td>-4.579103</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SSX2\\210497_x_at</th>\n",
-       "      <td>-1.218773</td>\n",
-       "      <td>-2.079931</td>\n",
-       "      <td>0.042070</td>\n",
-       "      <td>-4.579122</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C20orf94\\236390_at</th>\n",
-       "      <td>1.607248</td>\n",
-       "      <td>2.070293</td>\n",
-       "      <td>0.042997</td>\n",
-       "      <td>-4.579304</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC17A1\\1560885_x_at</th>\n",
-       "      <td>-1.133660</td>\n",
-       "      <td>-2.066863</td>\n",
-       "      <td>0.043331</td>\n",
-       "      <td>-4.579369</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PCP4\\205549_at</th>\n",
-       "      <td>-1.410662</td>\n",
-       "      <td>-2.061366</td>\n",
-       "      <td>0.043871</td>\n",
-       "      <td>-4.579472</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GOLM1\\1558248_at</th>\n",
-       "      <td>1.361249</td>\n",
-       "      <td>2.046192</td>\n",
-       "      <td>0.045392</td>\n",
-       "      <td>-4.579757</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RNASE1\\217093_at</th>\n",
-       "      <td>1.136094</td>\n",
-       "      <td>2.037896</td>\n",
-       "      <td>0.046243</td>\n",
-       "      <td>-4.579913</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZNRD1-AS\\234457_at</th>\n",
-       "      <td>-1.297711</td>\n",
-       "      <td>-2.036670</td>\n",
-       "      <td>0.046369</td>\n",
-       "      <td>-4.579935</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>METTL6\\1557991_at</th>\n",
-       "      <td>1.328631</td>\n",
-       "      <td>2.034147</td>\n",
-       "      <td>0.046631</td>\n",
-       "      <td>-4.579982</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC389634\\1560119_at</th>\n",
-       "      <td>1.716840</td>\n",
-       "      <td>2.032055</td>\n",
-       "      <td>0.046850</td>\n",
-       "      <td>-4.580021</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IL2\\207849_at</th>\n",
-       "      <td>-1.448060</td>\n",
-       "      <td>-2.030678</td>\n",
-       "      <td>0.046994</td>\n",
-       "      <td>-4.580047</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRLR\\211917_s_at</th>\n",
-       "      <td>1.410709</td>\n",
-       "      <td>2.029950</td>\n",
-       "      <td>0.047070</td>\n",
-       "      <td>-4.580061</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRIK2\\1555375_at</th>\n",
-       "      <td>-1.422374</td>\n",
-       "      <td>-2.029393</td>\n",
-       "      <td>0.047129</td>\n",
-       "      <td>-4.580071</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RGS20\\210138_at</th>\n",
-       "      <td>1.453221</td>\n",
-       "      <td>2.029172</td>\n",
-       "      <td>0.047152</td>\n",
-       "      <td>-4.580075</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GP5\\211525_s_at</th>\n",
-       "      <td>-1.216566</td>\n",
-       "      <td>-2.027948</td>\n",
-       "      <td>0.047281</td>\n",
-       "      <td>-4.580098</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TSC2\\215624_at</th>\n",
-       "      <td>1.636716</td>\n",
-       "      <td>2.024535</td>\n",
-       "      <td>0.047642</td>\n",
-       "      <td>-4.580161</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PDE6A\\206623_at</th>\n",
-       "      <td>1.567774</td>\n",
-       "      <td>2.023391</td>\n",
-       "      <td>0.047763</td>\n",
-       "      <td>-4.580183</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FAM84A\\228459_at</th>\n",
-       "      <td>1.097656</td>\n",
-       "      <td>2.022142</td>\n",
-       "      <td>0.047896</td>\n",
-       "      <td>-4.580206</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC283868\\1564683_at</th>\n",
-       "      <td>1.313171</td>\n",
-       "      <td>2.021121</td>\n",
-       "      <td>0.048005</td>\n",
-       "      <td>-4.580225</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>BEND6\\1568820_a_at</th>\n",
-       "      <td>-0.943036</td>\n",
-       "      <td>-2.019456</td>\n",
-       "      <td>0.048183</td>\n",
-       "      <td>-4.580256</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C21orf94\\1553519_at</th>\n",
-       "      <td>-1.175958</td>\n",
-       "      <td>-2.016891</td>\n",
-       "      <td>0.048458</td>\n",
-       "      <td>-4.580303</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ACTL9\\243208_x_at</th>\n",
-       "      <td>1.103029</td>\n",
-       "      <td>2.010967</td>\n",
-       "      <td>0.049099</td>\n",
-       "      <td>-4.580413</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EFCAB6\\234732_s_at</th>\n",
-       "      <td>1.412526</td>\n",
-       "      <td>2.006627</td>\n",
-       "      <td>0.049574</td>\n",
-       "      <td>-4.580493</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>KDSR\\222359_x_at</th>\n",
-       "      <td>1.343963</td>\n",
-       "      <td>2.006528</td>\n",
-       "      <td>0.049585</td>\n",
-       "      <td>-4.580495</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100506920\\237659_at</th>\n",
-       "      <td>0.776889</td>\n",
-       "      <td>2.005503</td>\n",
-       "      <td>0.049697</td>\n",
-       "      <td>-4.580514</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SHMT1\\231701_s_at</th>\n",
-       "      <td>-1.117987</td>\n",
-       "      <td>-2.004808</td>\n",
-       "      <td>0.049774</td>\n",
-       "      <td>-4.580527</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                            log_fc         t   p_value         b\n",
-       "probe                                                           \n",
-       "IL1F8\\224230_at          -1.546104 -3.449570  0.001067 -4.548413\n",
-       "LOC400590\\1560992_at      2.197704  3.434648  0.001117 -4.548785\n",
-       "ANGEL1\\244685_at         -1.178030 -2.807717  0.006833 -4.563804\n",
-       "GRK7\\1552929_at           1.679992  2.562875  0.013065 -4.569267\n",
-       "FLJ33996\\237790_at        1.203864  2.546120  0.013639 -4.569630\n",
-       "POSTN\\214981_at           2.156220  2.520897  0.014548 -4.570174\n",
-       "LOC100507153\\1568762_at   1.538902  2.507401  0.015056 -4.570464\n",
-       "GPR17\\206190_at           1.318751  2.456309  0.017129 -4.571554\n",
-       "TTC39A\\217101_at          1.249650  2.448672  0.017460 -4.571715\n",
-       "RNF141\\1565546_at         1.546828  2.437364  0.017960 -4.571954\n",
-       "MAF\\1566323_at           -1.440637 -2.433496  0.018134 -4.572036\n",
-       "DPF3\\235357_at           -1.212370 -2.400648  0.019676 -4.572725\n",
-       "METAP1D\\1565755_at        1.510195  2.399407  0.019736 -4.572750\n",
-       "ZNF780B\\214899_at         1.644326  2.396825  0.019863 -4.572804\n",
-       "RUNX1T1\\216831_s_at       2.096988  2.390294  0.020185 -4.572940\n",
-       "GFRA2\\205722_s_at         1.386836  2.371531  0.021139 -4.573330\n",
-       "LOC100288139\\234426_x_at  1.580194  2.351281  0.022214 -4.573749\n",
-       "C2orf14\\224278_at        -1.270161 -2.346501  0.022474 -4.573847\n",
-       "LOXL4\\1570219_at         -1.320024 -2.322838  0.023805 -4.574333\n",
-       "IGHG1\\216892_at          -1.353338 -2.304121  0.024907 -4.574714\n",
-       "PKLR\\210451_at           -0.951392 -2.302312  0.025016 -4.574751\n",
-       "TRAF5\\1569861_at         -1.419547 -2.296200  0.025387 -4.574875\n",
-       "DNAH14\\1567861_at         1.368343  2.294568  0.025487 -4.574908\n",
-       "GRIA3\\230144_at           1.585759  2.250786  0.028300 -4.575791\n",
-       "SLC38A10\\1563226_at       1.611960  2.246147  0.028613 -4.575883\n",
-       "MARCH7\\1557703_at         1.264078  2.235305  0.029358 -4.576100\n",
-       "NCOA3\\1562439_at          1.279497  2.219504  0.030475 -4.576414\n",
-       "LOC100287689\\243665_s_at  1.315087  2.217997  0.030583 -4.576444\n",
-       "MAGIX\\219965_s_at         1.666859  2.213778  0.030888 -4.576528\n",
-       "LOC643763\\1558387_at     -1.716835 -2.193242  0.032413 -4.576933\n",
-       "UBR4\\231889_at            1.342234  2.188355  0.032785 -4.577029\n",
-       "GTPBP10\\230684_at         1.667459  2.178850  0.033520 -4.577215\n",
-       "ADCYAP1\\230237_at        -1.768758 -2.173114  0.033971 -4.577328\n",
-       "CRYBA2\\220136_s_at        0.787749  2.155419  0.035394 -4.577673\n",
-       "LMTK2\\235307_at          -1.246947 -2.145262  0.036235 -4.577870\n",
-       "PRO2949\\1553374_at        1.496370  2.143200  0.036408 -4.577910\n",
-       "C9orf130\\234429_at        1.169090  2.132408  0.037324 -4.578118\n",
-       "DNM3\\1558502_s_at         1.823855  2.131027  0.037442 -4.578145\n",
-       "HBQ1\\220807_at           -0.815548 -2.116788  0.038685 -4.578419\n",
-       "LOC100131825\\217442_at    1.476831  2.112839  0.039036 -4.578494\n",
-       "IL17B\\220273_at           1.360296  2.111163  0.039186 -4.578527\n",
-       "MAGEB4\\207580_at         -1.415009 -2.104162  0.039817 -4.578660\n",
-       "PEX26\\235098_at           1.422767  2.094647  0.040689 -4.578842\n",
-       "POFUT2\\207448_at         -0.987136 -2.091314  0.040998 -4.578905\n",
-       "ART1\\1570480_s_at        -1.162461 -2.081568  0.041915 -4.579091\n",
-       "CIT\\242872_at             1.527711  2.080893  0.041979 -4.579103\n",
-       "SSX2\\210497_x_at         -1.218773 -2.079931  0.042070 -4.579122\n",
-       "C20orf94\\236390_at        1.607248  2.070293  0.042997 -4.579304\n",
-       "SLC17A1\\1560885_x_at     -1.133660 -2.066863  0.043331 -4.579369\n",
-       "PCP4\\205549_at           -1.410662 -2.061366  0.043871 -4.579472\n",
-       "GOLM1\\1558248_at          1.361249  2.046192  0.045392 -4.579757\n",
-       "RNASE1\\217093_at          1.136094  2.037896  0.046243 -4.579913\n",
-       "ZNRD1-AS\\234457_at       -1.297711 -2.036670  0.046369 -4.579935\n",
-       "METTL6\\1557991_at         1.328631  2.034147  0.046631 -4.579982\n",
-       "LOC389634\\1560119_at      1.716840  2.032055  0.046850 -4.580021\n",
-       "IL2\\207849_at            -1.448060 -2.030678  0.046994 -4.580047\n",
-       "PRLR\\211917_s_at          1.410709  2.029950  0.047070 -4.580061\n",
-       "GRIK2\\1555375_at         -1.422374 -2.029393  0.047129 -4.580071\n",
-       "RGS20\\210138_at           1.453221  2.029172  0.047152 -4.580075\n",
-       "GP5\\211525_s_at          -1.216566 -2.027948  0.047281 -4.580098\n",
-       "TSC2\\215624_at            1.636716  2.024535  0.047642 -4.580161\n",
-       "PDE6A\\206623_at           1.567774  2.023391  0.047763 -4.580183\n",
-       "FAM84A\\228459_at          1.097656  2.022142  0.047896 -4.580206\n",
-       "LOC283868\\1564683_at      1.313171  2.021121  0.048005 -4.580225\n",
-       "BEND6\\1568820_a_at       -0.943036 -2.019456  0.048183 -4.580256\n",
-       "C21orf94\\1553519_at      -1.175958 -2.016891  0.048458 -4.580303\n",
-       "ACTL9\\243208_x_at         1.103029  2.010967  0.049099 -4.580413\n",
-       "EFCAB6\\234732_s_at        1.412526  2.006627  0.049574 -4.580493\n",
-       "KDSR\\222359_x_at          1.343963  2.006528  0.049585 -4.580495\n",
-       "LOC100506920\\237659_at    0.776889  2.005503  0.049697 -4.580514\n",
-       "SHMT1\\231701_s_at        -1.117987 -2.004808  0.049774 -4.580527"
-      ]
-     },
-     "execution_count": 57,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "top_probes = top_fit[top_fit.p_value < 0.05] \\\n",
     "              .set_index(['probe']).sort(['p_value'], ascending = True)\n",
@@ -8632,691 +471,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true,
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>log_fc</th>\n",
-       "      <th>t</th>\n",
-       "      <th>p_value</th>\n",
-       "      <th>b</th>\n",
-       "      <th>gene_name</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>probe</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>IL1F8\\224230_at</th>\n",
-       "      <td>-1.546104</td>\n",
-       "      <td>-3.449570</td>\n",
-       "      <td>0.001067</td>\n",
-       "      <td>-4.548413</td>\n",
-       "      <td>IL1F8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC400590\\1560992_at</th>\n",
-       "      <td>2.197704</td>\n",
-       "      <td>3.434648</td>\n",
-       "      <td>0.001117</td>\n",
-       "      <td>-4.548785</td>\n",
-       "      <td>LOC400590</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ANGEL1\\244685_at</th>\n",
-       "      <td>-1.178030</td>\n",
-       "      <td>-2.807717</td>\n",
-       "      <td>0.006833</td>\n",
-       "      <td>-4.563804</td>\n",
-       "      <td>ANGEL1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRK7\\1552929_at</th>\n",
-       "      <td>1.679992</td>\n",
-       "      <td>2.562875</td>\n",
-       "      <td>0.013065</td>\n",
-       "      <td>-4.569267</td>\n",
-       "      <td>GRK7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FLJ33996\\237790_at</th>\n",
-       "      <td>1.203864</td>\n",
-       "      <td>2.546120</td>\n",
-       "      <td>0.013639</td>\n",
-       "      <td>-4.569630</td>\n",
-       "      <td>FLJ33996</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>POSTN\\214981_at</th>\n",
-       "      <td>2.156220</td>\n",
-       "      <td>2.520897</td>\n",
-       "      <td>0.014548</td>\n",
-       "      <td>-4.570174</td>\n",
-       "      <td>POSTN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100507153\\1568762_at</th>\n",
-       "      <td>1.538902</td>\n",
-       "      <td>2.507401</td>\n",
-       "      <td>0.015056</td>\n",
-       "      <td>-4.570464</td>\n",
-       "      <td>LOC100507153</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GPR17\\206190_at</th>\n",
-       "      <td>1.318751</td>\n",
-       "      <td>2.456309</td>\n",
-       "      <td>0.017129</td>\n",
-       "      <td>-4.571554</td>\n",
-       "      <td>GPR17</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TTC39A\\217101_at</th>\n",
-       "      <td>1.249650</td>\n",
-       "      <td>2.448672</td>\n",
-       "      <td>0.017460</td>\n",
-       "      <td>-4.571715</td>\n",
-       "      <td>TTC39A</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RNF141\\1565546_at</th>\n",
-       "      <td>1.546828</td>\n",
-       "      <td>2.437364</td>\n",
-       "      <td>0.017960</td>\n",
-       "      <td>-4.571954</td>\n",
-       "      <td>RNF141</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAF\\1566323_at</th>\n",
-       "      <td>-1.440637</td>\n",
-       "      <td>-2.433496</td>\n",
-       "      <td>0.018134</td>\n",
-       "      <td>-4.572036</td>\n",
-       "      <td>MAF</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DPF3\\235357_at</th>\n",
-       "      <td>-1.212370</td>\n",
-       "      <td>-2.400648</td>\n",
-       "      <td>0.019676</td>\n",
-       "      <td>-4.572725</td>\n",
-       "      <td>DPF3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>METAP1D\\1565755_at</th>\n",
-       "      <td>1.510195</td>\n",
-       "      <td>2.399407</td>\n",
-       "      <td>0.019736</td>\n",
-       "      <td>-4.572750</td>\n",
-       "      <td>METAP1D</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZNF780B\\214899_at</th>\n",
-       "      <td>1.644326</td>\n",
-       "      <td>2.396825</td>\n",
-       "      <td>0.019863</td>\n",
-       "      <td>-4.572804</td>\n",
-       "      <td>ZNF780B</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RUNX1T1\\216831_s_at</th>\n",
-       "      <td>2.096988</td>\n",
-       "      <td>2.390294</td>\n",
-       "      <td>0.020185</td>\n",
-       "      <td>-4.572940</td>\n",
-       "      <td>RUNX1T1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GFRA2\\205722_s_at</th>\n",
-       "      <td>1.386836</td>\n",
-       "      <td>2.371531</td>\n",
-       "      <td>0.021139</td>\n",
-       "      <td>-4.573330</td>\n",
-       "      <td>GFRA2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100288139\\234426_x_at</th>\n",
-       "      <td>1.580194</td>\n",
-       "      <td>2.351281</td>\n",
-       "      <td>0.022214</td>\n",
-       "      <td>-4.573749</td>\n",
-       "      <td>LOC100288139</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C2orf14\\224278_at</th>\n",
-       "      <td>-1.270161</td>\n",
-       "      <td>-2.346501</td>\n",
-       "      <td>0.022474</td>\n",
-       "      <td>-4.573847</td>\n",
-       "      <td>C2orf14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOXL4\\1570219_at</th>\n",
-       "      <td>-1.320024</td>\n",
-       "      <td>-2.322838</td>\n",
-       "      <td>0.023805</td>\n",
-       "      <td>-4.574333</td>\n",
-       "      <td>LOXL4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IGHG1\\216892_at</th>\n",
-       "      <td>-1.353338</td>\n",
-       "      <td>-2.304121</td>\n",
-       "      <td>0.024907</td>\n",
-       "      <td>-4.574714</td>\n",
-       "      <td>IGHG1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PKLR\\210451_at</th>\n",
-       "      <td>-0.951392</td>\n",
-       "      <td>-2.302312</td>\n",
-       "      <td>0.025016</td>\n",
-       "      <td>-4.574751</td>\n",
-       "      <td>PKLR</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TRAF5\\1569861_at</th>\n",
-       "      <td>-1.419547</td>\n",
-       "      <td>-2.296200</td>\n",
-       "      <td>0.025387</td>\n",
-       "      <td>-4.574875</td>\n",
-       "      <td>TRAF5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DNAH14\\1567861_at</th>\n",
-       "      <td>1.368343</td>\n",
-       "      <td>2.294568</td>\n",
-       "      <td>0.025487</td>\n",
-       "      <td>-4.574908</td>\n",
-       "      <td>DNAH14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRIA3\\230144_at</th>\n",
-       "      <td>1.585759</td>\n",
-       "      <td>2.250786</td>\n",
-       "      <td>0.028300</td>\n",
-       "      <td>-4.575791</td>\n",
-       "      <td>GRIA3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC38A10\\1563226_at</th>\n",
-       "      <td>1.611960</td>\n",
-       "      <td>2.246147</td>\n",
-       "      <td>0.028613</td>\n",
-       "      <td>-4.575883</td>\n",
-       "      <td>SLC38A10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MARCH7\\1557703_at</th>\n",
-       "      <td>1.264078</td>\n",
-       "      <td>2.235305</td>\n",
-       "      <td>0.029358</td>\n",
-       "      <td>-4.576100</td>\n",
-       "      <td>MARCH7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NCOA3\\1562439_at</th>\n",
-       "      <td>1.279497</td>\n",
-       "      <td>2.219504</td>\n",
-       "      <td>0.030475</td>\n",
-       "      <td>-4.576414</td>\n",
-       "      <td>NCOA3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100287689\\243665_s_at</th>\n",
-       "      <td>1.315087</td>\n",
-       "      <td>2.217997</td>\n",
-       "      <td>0.030583</td>\n",
-       "      <td>-4.576444</td>\n",
-       "      <td>LOC100287689</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAGIX\\219965_s_at</th>\n",
-       "      <td>1.666859</td>\n",
-       "      <td>2.213778</td>\n",
-       "      <td>0.030888</td>\n",
-       "      <td>-4.576528</td>\n",
-       "      <td>MAGIX</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC643763\\1558387_at</th>\n",
-       "      <td>-1.716835</td>\n",
-       "      <td>-2.193242</td>\n",
-       "      <td>0.032413</td>\n",
-       "      <td>-4.576933</td>\n",
-       "      <td>LOC643763</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>UBR4\\231889_at</th>\n",
-       "      <td>1.342234</td>\n",
-       "      <td>2.188355</td>\n",
-       "      <td>0.032785</td>\n",
-       "      <td>-4.577029</td>\n",
-       "      <td>UBR4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GTPBP10\\230684_at</th>\n",
-       "      <td>1.667459</td>\n",
-       "      <td>2.178850</td>\n",
-       "      <td>0.033520</td>\n",
-       "      <td>-4.577215</td>\n",
-       "      <td>GTPBP10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ADCYAP1\\230237_at</th>\n",
-       "      <td>-1.768758</td>\n",
-       "      <td>-2.173114</td>\n",
-       "      <td>0.033971</td>\n",
-       "      <td>-4.577328</td>\n",
-       "      <td>ADCYAP1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CRYBA2\\220136_s_at</th>\n",
-       "      <td>0.787749</td>\n",
-       "      <td>2.155419</td>\n",
-       "      <td>0.035394</td>\n",
-       "      <td>-4.577673</td>\n",
-       "      <td>CRYBA2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LMTK2\\235307_at</th>\n",
-       "      <td>-1.246947</td>\n",
-       "      <td>-2.145262</td>\n",
-       "      <td>0.036235</td>\n",
-       "      <td>-4.577870</td>\n",
-       "      <td>LMTK2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRO2949\\1553374_at</th>\n",
-       "      <td>1.496370</td>\n",
-       "      <td>2.143200</td>\n",
-       "      <td>0.036408</td>\n",
-       "      <td>-4.577910</td>\n",
-       "      <td>PRO2949</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C9orf130\\234429_at</th>\n",
-       "      <td>1.169090</td>\n",
-       "      <td>2.132408</td>\n",
-       "      <td>0.037324</td>\n",
-       "      <td>-4.578118</td>\n",
-       "      <td>C9orf130</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DNM3\\1558502_s_at</th>\n",
-       "      <td>1.823855</td>\n",
-       "      <td>2.131027</td>\n",
-       "      <td>0.037442</td>\n",
-       "      <td>-4.578145</td>\n",
-       "      <td>DNM3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HBQ1\\220807_at</th>\n",
-       "      <td>-0.815548</td>\n",
-       "      <td>-2.116788</td>\n",
-       "      <td>0.038685</td>\n",
-       "      <td>-4.578419</td>\n",
-       "      <td>HBQ1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100131825\\217442_at</th>\n",
-       "      <td>1.476831</td>\n",
-       "      <td>2.112839</td>\n",
-       "      <td>0.039036</td>\n",
-       "      <td>-4.578494</td>\n",
-       "      <td>LOC100131825</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IL17B\\220273_at</th>\n",
-       "      <td>1.360296</td>\n",
-       "      <td>2.111163</td>\n",
-       "      <td>0.039186</td>\n",
-       "      <td>-4.578527</td>\n",
-       "      <td>IL17B</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAGEB4\\207580_at</th>\n",
-       "      <td>-1.415009</td>\n",
-       "      <td>-2.104162</td>\n",
-       "      <td>0.039817</td>\n",
-       "      <td>-4.578660</td>\n",
-       "      <td>MAGEB4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PEX26\\235098_at</th>\n",
-       "      <td>1.422767</td>\n",
-       "      <td>2.094647</td>\n",
-       "      <td>0.040689</td>\n",
-       "      <td>-4.578842</td>\n",
-       "      <td>PEX26</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>POFUT2\\207448_at</th>\n",
-       "      <td>-0.987136</td>\n",
-       "      <td>-2.091314</td>\n",
-       "      <td>0.040998</td>\n",
-       "      <td>-4.578905</td>\n",
-       "      <td>POFUT2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ART1\\1570480_s_at</th>\n",
-       "      <td>-1.162461</td>\n",
-       "      <td>-2.081568</td>\n",
-       "      <td>0.041915</td>\n",
-       "      <td>-4.579091</td>\n",
-       "      <td>ART1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CIT\\242872_at</th>\n",
-       "      <td>1.527711</td>\n",
-       "      <td>2.080893</td>\n",
-       "      <td>0.041979</td>\n",
-       "      <td>-4.579103</td>\n",
-       "      <td>CIT</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SSX2\\210497_x_at</th>\n",
-       "      <td>-1.218773</td>\n",
-       "      <td>-2.079931</td>\n",
-       "      <td>0.042070</td>\n",
-       "      <td>-4.579122</td>\n",
-       "      <td>SSX2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C20orf94\\236390_at</th>\n",
-       "      <td>1.607248</td>\n",
-       "      <td>2.070293</td>\n",
-       "      <td>0.042997</td>\n",
-       "      <td>-4.579304</td>\n",
-       "      <td>C20orf94</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC17A1\\1560885_x_at</th>\n",
-       "      <td>-1.133660</td>\n",
-       "      <td>-2.066863</td>\n",
-       "      <td>0.043331</td>\n",
-       "      <td>-4.579369</td>\n",
-       "      <td>SLC17A1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PCP4\\205549_at</th>\n",
-       "      <td>-1.410662</td>\n",
-       "      <td>-2.061366</td>\n",
-       "      <td>0.043871</td>\n",
-       "      <td>-4.579472</td>\n",
-       "      <td>PCP4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GOLM1\\1558248_at</th>\n",
-       "      <td>1.361249</td>\n",
-       "      <td>2.046192</td>\n",
-       "      <td>0.045392</td>\n",
-       "      <td>-4.579757</td>\n",
-       "      <td>GOLM1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RNASE1\\217093_at</th>\n",
-       "      <td>1.136094</td>\n",
-       "      <td>2.037896</td>\n",
-       "      <td>0.046243</td>\n",
-       "      <td>-4.579913</td>\n",
-       "      <td>RNASE1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZNRD1-AS\\234457_at</th>\n",
-       "      <td>-1.297711</td>\n",
-       "      <td>-2.036670</td>\n",
-       "      <td>0.046369</td>\n",
-       "      <td>-4.579935</td>\n",
-       "      <td>ZNRD1-AS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>METTL6\\1557991_at</th>\n",
-       "      <td>1.328631</td>\n",
-       "      <td>2.034147</td>\n",
-       "      <td>0.046631</td>\n",
-       "      <td>-4.579982</td>\n",
-       "      <td>METTL6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC389634\\1560119_at</th>\n",
-       "      <td>1.716840</td>\n",
-       "      <td>2.032055</td>\n",
-       "      <td>0.046850</td>\n",
-       "      <td>-4.580021</td>\n",
-       "      <td>LOC389634</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IL2\\207849_at</th>\n",
-       "      <td>-1.448060</td>\n",
-       "      <td>-2.030678</td>\n",
-       "      <td>0.046994</td>\n",
-       "      <td>-4.580047</td>\n",
-       "      <td>IL2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRLR\\211917_s_at</th>\n",
-       "      <td>1.410709</td>\n",
-       "      <td>2.029950</td>\n",
-       "      <td>0.047070</td>\n",
-       "      <td>-4.580061</td>\n",
-       "      <td>PRLR</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRIK2\\1555375_at</th>\n",
-       "      <td>-1.422374</td>\n",
-       "      <td>-2.029393</td>\n",
-       "      <td>0.047129</td>\n",
-       "      <td>-4.580071</td>\n",
-       "      <td>GRIK2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RGS20\\210138_at</th>\n",
-       "      <td>1.453221</td>\n",
-       "      <td>2.029172</td>\n",
-       "      <td>0.047152</td>\n",
-       "      <td>-4.580075</td>\n",
-       "      <td>RGS20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GP5\\211525_s_at</th>\n",
-       "      <td>-1.216566</td>\n",
-       "      <td>-2.027948</td>\n",
-       "      <td>0.047281</td>\n",
-       "      <td>-4.580098</td>\n",
-       "      <td>GP5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TSC2\\215624_at</th>\n",
-       "      <td>1.636716</td>\n",
-       "      <td>2.024535</td>\n",
-       "      <td>0.047642</td>\n",
-       "      <td>-4.580161</td>\n",
-       "      <td>TSC2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PDE6A\\206623_at</th>\n",
-       "      <td>1.567774</td>\n",
-       "      <td>2.023391</td>\n",
-       "      <td>0.047763</td>\n",
-       "      <td>-4.580183</td>\n",
-       "      <td>PDE6A</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FAM84A\\228459_at</th>\n",
-       "      <td>1.097656</td>\n",
-       "      <td>2.022142</td>\n",
-       "      <td>0.047896</td>\n",
-       "      <td>-4.580206</td>\n",
-       "      <td>FAM84A</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC283868\\1564683_at</th>\n",
-       "      <td>1.313171</td>\n",
-       "      <td>2.021121</td>\n",
-       "      <td>0.048005</td>\n",
-       "      <td>-4.580225</td>\n",
-       "      <td>LOC283868</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>BEND6\\1568820_a_at</th>\n",
-       "      <td>-0.943036</td>\n",
-       "      <td>-2.019456</td>\n",
-       "      <td>0.048183</td>\n",
-       "      <td>-4.580256</td>\n",
-       "      <td>BEND6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C21orf94\\1553519_at</th>\n",
-       "      <td>-1.175958</td>\n",
-       "      <td>-2.016891</td>\n",
-       "      <td>0.048458</td>\n",
-       "      <td>-4.580303</td>\n",
-       "      <td>C21orf94</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ACTL9\\243208_x_at</th>\n",
-       "      <td>1.103029</td>\n",
-       "      <td>2.010967</td>\n",
-       "      <td>0.049099</td>\n",
-       "      <td>-4.580413</td>\n",
-       "      <td>ACTL9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EFCAB6\\234732_s_at</th>\n",
-       "      <td>1.412526</td>\n",
-       "      <td>2.006627</td>\n",
-       "      <td>0.049574</td>\n",
-       "      <td>-4.580493</td>\n",
-       "      <td>EFCAB6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>KDSR\\222359_x_at</th>\n",
-       "      <td>1.343963</td>\n",
-       "      <td>2.006528</td>\n",
-       "      <td>0.049585</td>\n",
-       "      <td>-4.580495</td>\n",
-       "      <td>KDSR</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100506920\\237659_at</th>\n",
-       "      <td>0.776889</td>\n",
-       "      <td>2.005503</td>\n",
-       "      <td>0.049697</td>\n",
-       "      <td>-4.580514</td>\n",
-       "      <td>LOC100506920</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SHMT1\\231701_s_at</th>\n",
-       "      <td>-1.117987</td>\n",
-       "      <td>-2.004808</td>\n",
-       "      <td>0.049774</td>\n",
-       "      <td>-4.580527</td>\n",
-       "      <td>SHMT1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                            log_fc         t   p_value         b     gene_name\n",
-       "probe                                                                         \n",
-       "IL1F8\\224230_at          -1.546104 -3.449570  0.001067 -4.548413         IL1F8\n",
-       "LOC400590\\1560992_at      2.197704  3.434648  0.001117 -4.548785     LOC400590\n",
-       "ANGEL1\\244685_at         -1.178030 -2.807717  0.006833 -4.563804        ANGEL1\n",
-       "GRK7\\1552929_at           1.679992  2.562875  0.013065 -4.569267          GRK7\n",
-       "FLJ33996\\237790_at        1.203864  2.546120  0.013639 -4.569630      FLJ33996\n",
-       "POSTN\\214981_at           2.156220  2.520897  0.014548 -4.570174         POSTN\n",
-       "LOC100507153\\1568762_at   1.538902  2.507401  0.015056 -4.570464  LOC100507153\n",
-       "GPR17\\206190_at           1.318751  2.456309  0.017129 -4.571554         GPR17\n",
-       "TTC39A\\217101_at          1.249650  2.448672  0.017460 -4.571715        TTC39A\n",
-       "RNF141\\1565546_at         1.546828  2.437364  0.017960 -4.571954        RNF141\n",
-       "MAF\\1566323_at           -1.440637 -2.433496  0.018134 -4.572036           MAF\n",
-       "DPF3\\235357_at           -1.212370 -2.400648  0.019676 -4.572725          DPF3\n",
-       "METAP1D\\1565755_at        1.510195  2.399407  0.019736 -4.572750       METAP1D\n",
-       "ZNF780B\\214899_at         1.644326  2.396825  0.019863 -4.572804       ZNF780B\n",
-       "RUNX1T1\\216831_s_at       2.096988  2.390294  0.020185 -4.572940       RUNX1T1\n",
-       "GFRA2\\205722_s_at         1.386836  2.371531  0.021139 -4.573330         GFRA2\n",
-       "LOC100288139\\234426_x_at  1.580194  2.351281  0.022214 -4.573749  LOC100288139\n",
-       "C2orf14\\224278_at        -1.270161 -2.346501  0.022474 -4.573847       C2orf14\n",
-       "LOXL4\\1570219_at         -1.320024 -2.322838  0.023805 -4.574333         LOXL4\n",
-       "IGHG1\\216892_at          -1.353338 -2.304121  0.024907 -4.574714         IGHG1\n",
-       "PKLR\\210451_at           -0.951392 -2.302312  0.025016 -4.574751          PKLR\n",
-       "TRAF5\\1569861_at         -1.419547 -2.296200  0.025387 -4.574875         TRAF5\n",
-       "DNAH14\\1567861_at         1.368343  2.294568  0.025487 -4.574908        DNAH14\n",
-       "GRIA3\\230144_at           1.585759  2.250786  0.028300 -4.575791         GRIA3\n",
-       "SLC38A10\\1563226_at       1.611960  2.246147  0.028613 -4.575883      SLC38A10\n",
-       "MARCH7\\1557703_at         1.264078  2.235305  0.029358 -4.576100        MARCH7\n",
-       "NCOA3\\1562439_at          1.279497  2.219504  0.030475 -4.576414         NCOA3\n",
-       "LOC100287689\\243665_s_at  1.315087  2.217997  0.030583 -4.576444  LOC100287689\n",
-       "MAGIX\\219965_s_at         1.666859  2.213778  0.030888 -4.576528         MAGIX\n",
-       "LOC643763\\1558387_at     -1.716835 -2.193242  0.032413 -4.576933     LOC643763\n",
-       "UBR4\\231889_at            1.342234  2.188355  0.032785 -4.577029          UBR4\n",
-       "GTPBP10\\230684_at         1.667459  2.178850  0.033520 -4.577215       GTPBP10\n",
-       "ADCYAP1\\230237_at        -1.768758 -2.173114  0.033971 -4.577328       ADCYAP1\n",
-       "CRYBA2\\220136_s_at        0.787749  2.155419  0.035394 -4.577673        CRYBA2\n",
-       "LMTK2\\235307_at          -1.246947 -2.145262  0.036235 -4.577870         LMTK2\n",
-       "PRO2949\\1553374_at        1.496370  2.143200  0.036408 -4.577910       PRO2949\n",
-       "C9orf130\\234429_at        1.169090  2.132408  0.037324 -4.578118      C9orf130\n",
-       "DNM3\\1558502_s_at         1.823855  2.131027  0.037442 -4.578145          DNM3\n",
-       "HBQ1\\220807_at           -0.815548 -2.116788  0.038685 -4.578419          HBQ1\n",
-       "LOC100131825\\217442_at    1.476831  2.112839  0.039036 -4.578494  LOC100131825\n",
-       "IL17B\\220273_at           1.360296  2.111163  0.039186 -4.578527         IL17B\n",
-       "MAGEB4\\207580_at         -1.415009 -2.104162  0.039817 -4.578660        MAGEB4\n",
-       "PEX26\\235098_at           1.422767  2.094647  0.040689 -4.578842         PEX26\n",
-       "POFUT2\\207448_at         -0.987136 -2.091314  0.040998 -4.578905        POFUT2\n",
-       "ART1\\1570480_s_at        -1.162461 -2.081568  0.041915 -4.579091          ART1\n",
-       "CIT\\242872_at             1.527711  2.080893  0.041979 -4.579103           CIT\n",
-       "SSX2\\210497_x_at         -1.218773 -2.079931  0.042070 -4.579122          SSX2\n",
-       "C20orf94\\236390_at        1.607248  2.070293  0.042997 -4.579304      C20orf94\n",
-       "SLC17A1\\1560885_x_at     -1.133660 -2.066863  0.043331 -4.579369       SLC17A1\n",
-       "PCP4\\205549_at           -1.410662 -2.061366  0.043871 -4.579472          PCP4\n",
-       "GOLM1\\1558248_at          1.361249  2.046192  0.045392 -4.579757         GOLM1\n",
-       "RNASE1\\217093_at          1.136094  2.037896  0.046243 -4.579913        RNASE1\n",
-       "ZNRD1-AS\\234457_at       -1.297711 -2.036670  0.046369 -4.579935      ZNRD1-AS\n",
-       "METTL6\\1557991_at         1.328631  2.034147  0.046631 -4.579982        METTL6\n",
-       "LOC389634\\1560119_at      1.716840  2.032055  0.046850 -4.580021     LOC389634\n",
-       "IL2\\207849_at            -1.448060 -2.030678  0.046994 -4.580047           IL2\n",
-       "PRLR\\211917_s_at          1.410709  2.029950  0.047070 -4.580061          PRLR\n",
-       "GRIK2\\1555375_at         -1.422374 -2.029393  0.047129 -4.580071         GRIK2\n",
-       "RGS20\\210138_at           1.453221  2.029172  0.047152 -4.580075         RGS20\n",
-       "GP5\\211525_s_at          -1.216566 -2.027948  0.047281 -4.580098           GP5\n",
-       "TSC2\\215624_at            1.636716  2.024535  0.047642 -4.580161          TSC2\n",
-       "PDE6A\\206623_at           1.567774  2.023391  0.047763 -4.580183         PDE6A\n",
-       "FAM84A\\228459_at          1.097656  2.022142  0.047896 -4.580206        FAM84A\n",
-       "LOC283868\\1564683_at      1.313171  2.021121  0.048005 -4.580225     LOC283868\n",
-       "BEND6\\1568820_a_at       -0.943036 -2.019456  0.048183 -4.580256         BEND6\n",
-       "C21orf94\\1553519_at      -1.175958 -2.016891  0.048458 -4.580303      C21orf94\n",
-       "ACTL9\\243208_x_at         1.103029  2.010967  0.049099 -4.580413         ACTL9\n",
-       "EFCAB6\\234732_s_at        1.412526  2.006627  0.049574 -4.580493        EFCAB6\n",
-       "KDSR\\222359_x_at          1.343963  2.006528  0.049585 -4.580495          KDSR\n",
-       "LOC100506920\\237659_at    0.776889  2.005503  0.049697 -4.580514  LOC100506920\n",
-       "SHMT1\\231701_s_at        -1.117987 -2.004808  0.049774 -4.580527         SHMT1"
-      ]
-     },
-     "execution_count": 58,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "def get_gene_name(probe):\n",
     "    return probe.split('\\\\')[0]\n",
@@ -9338,838 +500,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true,
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>log_fc</th>\n",
-       "      <th>t</th>\n",
-       "      <th>p_value</th>\n",
-       "      <th>b</th>\n",
-       "      <th>gene_name</th>\n",
-       "      <th>gene_id</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>probe</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>IL1F8\\224230_at</th>\n",
-       "      <td>-1.546104</td>\n",
-       "      <td>-3.449570</td>\n",
-       "      <td>0.001067</td>\n",
-       "      <td>-4.548413</td>\n",
-       "      <td>IL1F8</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC400590\\1560992_at</th>\n",
-       "      <td>2.197704</td>\n",
-       "      <td>3.434648</td>\n",
-       "      <td>0.001117</td>\n",
-       "      <td>-4.548785</td>\n",
-       "      <td>LOC400590</td>\n",
-       "      <td>400590</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ANGEL1\\244685_at</th>\n",
-       "      <td>-1.178030</td>\n",
-       "      <td>-2.807717</td>\n",
-       "      <td>0.006833</td>\n",
-       "      <td>-4.563804</td>\n",
-       "      <td>ANGEL1</td>\n",
-       "      <td>23357</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRK7\\1552929_at</th>\n",
-       "      <td>1.679992</td>\n",
-       "      <td>2.562875</td>\n",
-       "      <td>0.013065</td>\n",
-       "      <td>-4.569267</td>\n",
-       "      <td>GRK7</td>\n",
-       "      <td>131890</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FLJ33996\\237790_at</th>\n",
-       "      <td>1.203864</td>\n",
-       "      <td>2.546120</td>\n",
-       "      <td>0.013639</td>\n",
-       "      <td>-4.569630</td>\n",
-       "      <td>FLJ33996</td>\n",
-       "      <td>283401</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>POSTN\\214981_at</th>\n",
-       "      <td>2.156220</td>\n",
-       "      <td>2.520897</td>\n",
-       "      <td>0.014548</td>\n",
-       "      <td>-4.570174</td>\n",
-       "      <td>POSTN</td>\n",
-       "      <td>10631</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100507153\\1568762_at</th>\n",
-       "      <td>1.538902</td>\n",
-       "      <td>2.507401</td>\n",
-       "      <td>0.015056</td>\n",
-       "      <td>-4.570464</td>\n",
-       "      <td>LOC100507153</td>\n",
-       "      <td>100507153</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GPR17\\206190_at</th>\n",
-       "      <td>1.318751</td>\n",
-       "      <td>2.456309</td>\n",
-       "      <td>0.017129</td>\n",
-       "      <td>-4.571554</td>\n",
-       "      <td>GPR17</td>\n",
-       "      <td>2840</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TTC39A\\217101_at</th>\n",
-       "      <td>1.249650</td>\n",
-       "      <td>2.448672</td>\n",
-       "      <td>0.017460</td>\n",
-       "      <td>-4.571715</td>\n",
-       "      <td>TTC39A</td>\n",
-       "      <td>22996</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RNF141\\1565546_at</th>\n",
-       "      <td>1.546828</td>\n",
-       "      <td>2.437364</td>\n",
-       "      <td>0.017960</td>\n",
-       "      <td>-4.571954</td>\n",
-       "      <td>RNF141</td>\n",
-       "      <td>50862</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAF\\1566323_at</th>\n",
-       "      <td>-1.440637</td>\n",
-       "      <td>-2.433496</td>\n",
-       "      <td>0.018134</td>\n",
-       "      <td>-4.572036</td>\n",
-       "      <td>MAF</td>\n",
-       "      <td>4094</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DPF3\\235357_at</th>\n",
-       "      <td>-1.212370</td>\n",
-       "      <td>-2.400648</td>\n",
-       "      <td>0.019676</td>\n",
-       "      <td>-4.572725</td>\n",
-       "      <td>DPF3</td>\n",
-       "      <td>8110</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>METAP1D\\1565755_at</th>\n",
-       "      <td>1.510195</td>\n",
-       "      <td>2.399407</td>\n",
-       "      <td>0.019736</td>\n",
-       "      <td>-4.572750</td>\n",
-       "      <td>METAP1D</td>\n",
-       "      <td>254042</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZNF780B\\214899_at</th>\n",
-       "      <td>1.644326</td>\n",
-       "      <td>2.396825</td>\n",
-       "      <td>0.019863</td>\n",
-       "      <td>-4.572804</td>\n",
-       "      <td>ZNF780B</td>\n",
-       "      <td>163131</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RUNX1T1\\216831_s_at</th>\n",
-       "      <td>2.096988</td>\n",
-       "      <td>2.390294</td>\n",
-       "      <td>0.020185</td>\n",
-       "      <td>-4.572940</td>\n",
-       "      <td>RUNX1T1</td>\n",
-       "      <td>862</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GFRA2\\205722_s_at</th>\n",
-       "      <td>1.386836</td>\n",
-       "      <td>2.371531</td>\n",
-       "      <td>0.021139</td>\n",
-       "      <td>-4.573330</td>\n",
-       "      <td>GFRA2</td>\n",
-       "      <td>2675</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100288139\\234426_x_at</th>\n",
-       "      <td>1.580194</td>\n",
-       "      <td>2.351281</td>\n",
-       "      <td>0.022214</td>\n",
-       "      <td>-4.573749</td>\n",
-       "      <td>LOC100288139</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C2orf14\\224278_at</th>\n",
-       "      <td>-1.270161</td>\n",
-       "      <td>-2.346501</td>\n",
-       "      <td>0.022474</td>\n",
-       "      <td>-4.573847</td>\n",
-       "      <td>C2orf14</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOXL4\\1570219_at</th>\n",
-       "      <td>-1.320024</td>\n",
-       "      <td>-2.322838</td>\n",
-       "      <td>0.023805</td>\n",
-       "      <td>-4.574333</td>\n",
-       "      <td>LOXL4</td>\n",
-       "      <td>84171</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IGHG1\\216892_at</th>\n",
-       "      <td>-1.353338</td>\n",
-       "      <td>-2.304121</td>\n",
-       "      <td>0.024907</td>\n",
-       "      <td>-4.574714</td>\n",
-       "      <td>IGHG1</td>\n",
-       "      <td>3500</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PKLR\\210451_at</th>\n",
-       "      <td>-0.951392</td>\n",
-       "      <td>-2.302312</td>\n",
-       "      <td>0.025016</td>\n",
-       "      <td>-4.574751</td>\n",
-       "      <td>PKLR</td>\n",
-       "      <td>5313</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TRAF5\\1569861_at</th>\n",
-       "      <td>-1.419547</td>\n",
-       "      <td>-2.296200</td>\n",
-       "      <td>0.025387</td>\n",
-       "      <td>-4.574875</td>\n",
-       "      <td>TRAF5</td>\n",
-       "      <td>7188</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DNAH14\\1567861_at</th>\n",
-       "      <td>1.368343</td>\n",
-       "      <td>2.294568</td>\n",
-       "      <td>0.025487</td>\n",
-       "      <td>-4.574908</td>\n",
-       "      <td>DNAH14</td>\n",
-       "      <td>127602</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRIA3\\230144_at</th>\n",
-       "      <td>1.585759</td>\n",
-       "      <td>2.250786</td>\n",
-       "      <td>0.028300</td>\n",
-       "      <td>-4.575791</td>\n",
-       "      <td>GRIA3</td>\n",
-       "      <td>2892</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC38A10\\1563226_at</th>\n",
-       "      <td>1.611960</td>\n",
-       "      <td>2.246147</td>\n",
-       "      <td>0.028613</td>\n",
-       "      <td>-4.575883</td>\n",
-       "      <td>SLC38A10</td>\n",
-       "      <td>124565</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MARCH7\\1557703_at</th>\n",
-       "      <td>1.264078</td>\n",
-       "      <td>2.235305</td>\n",
-       "      <td>0.029358</td>\n",
-       "      <td>-4.576100</td>\n",
-       "      <td>MARCH7</td>\n",
-       "      <td>64844</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NCOA3\\1562439_at</th>\n",
-       "      <td>1.279497</td>\n",
-       "      <td>2.219504</td>\n",
-       "      <td>0.030475</td>\n",
-       "      <td>-4.576414</td>\n",
-       "      <td>NCOA3</td>\n",
-       "      <td>8202</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100287689\\243665_s_at</th>\n",
-       "      <td>1.315087</td>\n",
-       "      <td>2.217997</td>\n",
-       "      <td>0.030583</td>\n",
-       "      <td>-4.576444</td>\n",
-       "      <td>LOC100287689</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAGIX\\219965_s_at</th>\n",
-       "      <td>1.666859</td>\n",
-       "      <td>2.213778</td>\n",
-       "      <td>0.030888</td>\n",
-       "      <td>-4.576528</td>\n",
-       "      <td>MAGIX</td>\n",
-       "      <td>79917</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC643763\\1558387_at</th>\n",
-       "      <td>-1.716835</td>\n",
-       "      <td>-2.193242</td>\n",
-       "      <td>0.032413</td>\n",
-       "      <td>-4.576933</td>\n",
-       "      <td>LOC643763</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>UBR4\\231889_at</th>\n",
-       "      <td>1.342234</td>\n",
-       "      <td>2.188355</td>\n",
-       "      <td>0.032785</td>\n",
-       "      <td>-4.577029</td>\n",
-       "      <td>UBR4</td>\n",
-       "      <td>23352</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GTPBP10\\230684_at</th>\n",
-       "      <td>1.667459</td>\n",
-       "      <td>2.178850</td>\n",
-       "      <td>0.033520</td>\n",
-       "      <td>-4.577215</td>\n",
-       "      <td>GTPBP10</td>\n",
-       "      <td>85865</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ADCYAP1\\230237_at</th>\n",
-       "      <td>-1.768758</td>\n",
-       "      <td>-2.173114</td>\n",
-       "      <td>0.033971</td>\n",
-       "      <td>-4.577328</td>\n",
-       "      <td>ADCYAP1</td>\n",
-       "      <td>116</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CRYBA2\\220136_s_at</th>\n",
-       "      <td>0.787749</td>\n",
-       "      <td>2.155419</td>\n",
-       "      <td>0.035394</td>\n",
-       "      <td>-4.577673</td>\n",
-       "      <td>CRYBA2</td>\n",
-       "      <td>1412</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LMTK2\\235307_at</th>\n",
-       "      <td>-1.246947</td>\n",
-       "      <td>-2.145262</td>\n",
-       "      <td>0.036235</td>\n",
-       "      <td>-4.577870</td>\n",
-       "      <td>LMTK2</td>\n",
-       "      <td>22853</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRO2949\\1553374_at</th>\n",
-       "      <td>1.496370</td>\n",
-       "      <td>2.143200</td>\n",
-       "      <td>0.036408</td>\n",
-       "      <td>-4.577910</td>\n",
-       "      <td>PRO2949</td>\n",
-       "      <td>55412</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C9orf130\\234429_at</th>\n",
-       "      <td>1.169090</td>\n",
-       "      <td>2.132408</td>\n",
-       "      <td>0.037324</td>\n",
-       "      <td>-4.578118</td>\n",
-       "      <td>C9orf130</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DNM3\\1558502_s_at</th>\n",
-       "      <td>1.823855</td>\n",
-       "      <td>2.131027</td>\n",
-       "      <td>0.037442</td>\n",
-       "      <td>-4.578145</td>\n",
-       "      <td>DNM3</td>\n",
-       "      <td>26052</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HBQ1\\220807_at</th>\n",
-       "      <td>-0.815548</td>\n",
-       "      <td>-2.116788</td>\n",
-       "      <td>0.038685</td>\n",
-       "      <td>-4.578419</td>\n",
-       "      <td>HBQ1</td>\n",
-       "      <td>3049</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100131825\\217442_at</th>\n",
-       "      <td>1.476831</td>\n",
-       "      <td>2.112839</td>\n",
-       "      <td>0.039036</td>\n",
-       "      <td>-4.578494</td>\n",
-       "      <td>LOC100131825</td>\n",
-       "      <td>100131825</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IL17B\\220273_at</th>\n",
-       "      <td>1.360296</td>\n",
-       "      <td>2.111163</td>\n",
-       "      <td>0.039186</td>\n",
-       "      <td>-4.578527</td>\n",
-       "      <td>IL17B</td>\n",
-       "      <td>27190</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAGEB4\\207580_at</th>\n",
-       "      <td>-1.415009</td>\n",
-       "      <td>-2.104162</td>\n",
-       "      <td>0.039817</td>\n",
-       "      <td>-4.578660</td>\n",
-       "      <td>MAGEB4</td>\n",
-       "      <td>4115</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PEX26\\235098_at</th>\n",
-       "      <td>1.422767</td>\n",
-       "      <td>2.094647</td>\n",
-       "      <td>0.040689</td>\n",
-       "      <td>-4.578842</td>\n",
-       "      <td>PEX26</td>\n",
-       "      <td>55670</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>POFUT2\\207448_at</th>\n",
-       "      <td>-0.987136</td>\n",
-       "      <td>-2.091314</td>\n",
-       "      <td>0.040998</td>\n",
-       "      <td>-4.578905</td>\n",
-       "      <td>POFUT2</td>\n",
-       "      <td>23275</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ART1\\1570480_s_at</th>\n",
-       "      <td>-1.162461</td>\n",
-       "      <td>-2.081568</td>\n",
-       "      <td>0.041915</td>\n",
-       "      <td>-4.579091</td>\n",
-       "      <td>ART1</td>\n",
-       "      <td>417</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CIT\\242872_at</th>\n",
-       "      <td>1.527711</td>\n",
-       "      <td>2.080893</td>\n",
-       "      <td>0.041979</td>\n",
-       "      <td>-4.579103</td>\n",
-       "      <td>CIT</td>\n",
-       "      <td>11113</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SSX2\\210497_x_at</th>\n",
-       "      <td>-1.218773</td>\n",
-       "      <td>-2.079931</td>\n",
-       "      <td>0.042070</td>\n",
-       "      <td>-4.579122</td>\n",
-       "      <td>SSX2</td>\n",
-       "      <td>6757</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C20orf94\\236390_at</th>\n",
-       "      <td>1.607248</td>\n",
-       "      <td>2.070293</td>\n",
-       "      <td>0.042997</td>\n",
-       "      <td>-4.579304</td>\n",
-       "      <td>C20orf94</td>\n",
-       "      <td>128710</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC17A1\\1560885_x_at</th>\n",
-       "      <td>-1.133660</td>\n",
-       "      <td>-2.066863</td>\n",
-       "      <td>0.043331</td>\n",
-       "      <td>-4.579369</td>\n",
-       "      <td>SLC17A1</td>\n",
-       "      <td>6568</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PCP4\\205549_at</th>\n",
-       "      <td>-1.410662</td>\n",
-       "      <td>-2.061366</td>\n",
-       "      <td>0.043871</td>\n",
-       "      <td>-4.579472</td>\n",
-       "      <td>PCP4</td>\n",
-       "      <td>5121</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GOLM1\\1558248_at</th>\n",
-       "      <td>1.361249</td>\n",
-       "      <td>2.046192</td>\n",
-       "      <td>0.045392</td>\n",
-       "      <td>-4.579757</td>\n",
-       "      <td>GOLM1</td>\n",
-       "      <td>51280</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RNASE1\\217093_at</th>\n",
-       "      <td>1.136094</td>\n",
-       "      <td>2.037896</td>\n",
-       "      <td>0.046243</td>\n",
-       "      <td>-4.579913</td>\n",
-       "      <td>RNASE1</td>\n",
-       "      <td>6035</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZNRD1-AS\\234457_at</th>\n",
-       "      <td>-1.297711</td>\n",
-       "      <td>-2.036670</td>\n",
-       "      <td>0.046369</td>\n",
-       "      <td>-4.579935</td>\n",
-       "      <td>ZNRD1-AS</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>METTL6\\1557991_at</th>\n",
-       "      <td>1.328631</td>\n",
-       "      <td>2.034147</td>\n",
-       "      <td>0.046631</td>\n",
-       "      <td>-4.579982</td>\n",
-       "      <td>METTL6</td>\n",
-       "      <td>131965</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC389634\\1560119_at</th>\n",
-       "      <td>1.716840</td>\n",
-       "      <td>2.032055</td>\n",
-       "      <td>0.046850</td>\n",
-       "      <td>-4.580021</td>\n",
-       "      <td>LOC389634</td>\n",
-       "      <td>389634</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IL2\\207849_at</th>\n",
-       "      <td>-1.448060</td>\n",
-       "      <td>-2.030678</td>\n",
-       "      <td>0.046994</td>\n",
-       "      <td>-4.580047</td>\n",
-       "      <td>IL2</td>\n",
-       "      <td>3558</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRLR\\211917_s_at</th>\n",
-       "      <td>1.410709</td>\n",
-       "      <td>2.029950</td>\n",
-       "      <td>0.047070</td>\n",
-       "      <td>-4.580061</td>\n",
-       "      <td>PRLR</td>\n",
-       "      <td>5618</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRIK2\\1555375_at</th>\n",
-       "      <td>-1.422374</td>\n",
-       "      <td>-2.029393</td>\n",
-       "      <td>0.047129</td>\n",
-       "      <td>-4.580071</td>\n",
-       "      <td>GRIK2</td>\n",
-       "      <td>2898</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RGS20\\210138_at</th>\n",
-       "      <td>1.453221</td>\n",
-       "      <td>2.029172</td>\n",
-       "      <td>0.047152</td>\n",
-       "      <td>-4.580075</td>\n",
-       "      <td>RGS20</td>\n",
-       "      <td>8601</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GP5\\211525_s_at</th>\n",
-       "      <td>-1.216566</td>\n",
-       "      <td>-2.027948</td>\n",
-       "      <td>0.047281</td>\n",
-       "      <td>-4.580098</td>\n",
-       "      <td>GP5</td>\n",
-       "      <td>2814</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TSC2\\215624_at</th>\n",
-       "      <td>1.636716</td>\n",
-       "      <td>2.024535</td>\n",
-       "      <td>0.047642</td>\n",
-       "      <td>-4.580161</td>\n",
-       "      <td>TSC2</td>\n",
-       "      <td>7249</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PDE6A\\206623_at</th>\n",
-       "      <td>1.567774</td>\n",
-       "      <td>2.023391</td>\n",
-       "      <td>0.047763</td>\n",
-       "      <td>-4.580183</td>\n",
-       "      <td>PDE6A</td>\n",
-       "      <td>5145</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FAM84A\\228459_at</th>\n",
-       "      <td>1.097656</td>\n",
-       "      <td>2.022142</td>\n",
-       "      <td>0.047896</td>\n",
-       "      <td>-4.580206</td>\n",
-       "      <td>FAM84A</td>\n",
-       "      <td>151354</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC283868\\1564683_at</th>\n",
-       "      <td>1.313171</td>\n",
-       "      <td>2.021121</td>\n",
-       "      <td>0.048005</td>\n",
-       "      <td>-4.580225</td>\n",
-       "      <td>LOC283868</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>BEND6\\1568820_a_at</th>\n",
-       "      <td>-0.943036</td>\n",
-       "      <td>-2.019456</td>\n",
-       "      <td>0.048183</td>\n",
-       "      <td>-4.580256</td>\n",
-       "      <td>BEND6</td>\n",
-       "      <td>221336</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C21orf94\\1553519_at</th>\n",
-       "      <td>-1.175958</td>\n",
-       "      <td>-2.016891</td>\n",
-       "      <td>0.048458</td>\n",
-       "      <td>-4.580303</td>\n",
-       "      <td>C21orf94</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ACTL9\\243208_x_at</th>\n",
-       "      <td>1.103029</td>\n",
-       "      <td>2.010967</td>\n",
-       "      <td>0.049099</td>\n",
-       "      <td>-4.580413</td>\n",
-       "      <td>ACTL9</td>\n",
-       "      <td>284382</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EFCAB6\\234732_s_at</th>\n",
-       "      <td>1.412526</td>\n",
-       "      <td>2.006627</td>\n",
-       "      <td>0.049574</td>\n",
-       "      <td>-4.580493</td>\n",
-       "      <td>EFCAB6</td>\n",
-       "      <td>64800</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>KDSR\\222359_x_at</th>\n",
-       "      <td>1.343963</td>\n",
-       "      <td>2.006528</td>\n",
-       "      <td>0.049585</td>\n",
-       "      <td>-4.580495</td>\n",
-       "      <td>KDSR</td>\n",
-       "      <td>2531</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100506920\\237659_at</th>\n",
-       "      <td>0.776889</td>\n",
-       "      <td>2.005503</td>\n",
-       "      <td>0.049697</td>\n",
-       "      <td>-4.580514</td>\n",
-       "      <td>LOC100506920</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SHMT1\\231701_s_at</th>\n",
-       "      <td>-1.117987</td>\n",
-       "      <td>-2.004808</td>\n",
-       "      <td>0.049774</td>\n",
-       "      <td>-4.580527</td>\n",
-       "      <td>SHMT1</td>\n",
-       "      <td>6470</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                            log_fc         t   p_value         b  \\\n",
-       "probe                                                              \n",
-       "IL1F8\\224230_at          -1.546104 -3.449570  0.001067 -4.548413   \n",
-       "LOC400590\\1560992_at      2.197704  3.434648  0.001117 -4.548785   \n",
-       "ANGEL1\\244685_at         -1.178030 -2.807717  0.006833 -4.563804   \n",
-       "GRK7\\1552929_at           1.679992  2.562875  0.013065 -4.569267   \n",
-       "FLJ33996\\237790_at        1.203864  2.546120  0.013639 -4.569630   \n",
-       "POSTN\\214981_at           2.156220  2.520897  0.014548 -4.570174   \n",
-       "LOC100507153\\1568762_at   1.538902  2.507401  0.015056 -4.570464   \n",
-       "GPR17\\206190_at           1.318751  2.456309  0.017129 -4.571554   \n",
-       "TTC39A\\217101_at          1.249650  2.448672  0.017460 -4.571715   \n",
-       "RNF141\\1565546_at         1.546828  2.437364  0.017960 -4.571954   \n",
-       "MAF\\1566323_at           -1.440637 -2.433496  0.018134 -4.572036   \n",
-       "DPF3\\235357_at           -1.212370 -2.400648  0.019676 -4.572725   \n",
-       "METAP1D\\1565755_at        1.510195  2.399407  0.019736 -4.572750   \n",
-       "ZNF780B\\214899_at         1.644326  2.396825  0.019863 -4.572804   \n",
-       "RUNX1T1\\216831_s_at       2.096988  2.390294  0.020185 -4.572940   \n",
-       "GFRA2\\205722_s_at         1.386836  2.371531  0.021139 -4.573330   \n",
-       "LOC100288139\\234426_x_at  1.580194  2.351281  0.022214 -4.573749   \n",
-       "C2orf14\\224278_at        -1.270161 -2.346501  0.022474 -4.573847   \n",
-       "LOXL4\\1570219_at         -1.320024 -2.322838  0.023805 -4.574333   \n",
-       "IGHG1\\216892_at          -1.353338 -2.304121  0.024907 -4.574714   \n",
-       "PKLR\\210451_at           -0.951392 -2.302312  0.025016 -4.574751   \n",
-       "TRAF5\\1569861_at         -1.419547 -2.296200  0.025387 -4.574875   \n",
-       "DNAH14\\1567861_at         1.368343  2.294568  0.025487 -4.574908   \n",
-       "GRIA3\\230144_at           1.585759  2.250786  0.028300 -4.575791   \n",
-       "SLC38A10\\1563226_at       1.611960  2.246147  0.028613 -4.575883   \n",
-       "MARCH7\\1557703_at         1.264078  2.235305  0.029358 -4.576100   \n",
-       "NCOA3\\1562439_at          1.279497  2.219504  0.030475 -4.576414   \n",
-       "LOC100287689\\243665_s_at  1.315087  2.217997  0.030583 -4.576444   \n",
-       "MAGIX\\219965_s_at         1.666859  2.213778  0.030888 -4.576528   \n",
-       "LOC643763\\1558387_at     -1.716835 -2.193242  0.032413 -4.576933   \n",
-       "UBR4\\231889_at            1.342234  2.188355  0.032785 -4.577029   \n",
-       "GTPBP10\\230684_at         1.667459  2.178850  0.033520 -4.577215   \n",
-       "ADCYAP1\\230237_at        -1.768758 -2.173114  0.033971 -4.577328   \n",
-       "CRYBA2\\220136_s_at        0.787749  2.155419  0.035394 -4.577673   \n",
-       "LMTK2\\235307_at          -1.246947 -2.145262  0.036235 -4.577870   \n",
-       "PRO2949\\1553374_at        1.496370  2.143200  0.036408 -4.577910   \n",
-       "C9orf130\\234429_at        1.169090  2.132408  0.037324 -4.578118   \n",
-       "DNM3\\1558502_s_at         1.823855  2.131027  0.037442 -4.578145   \n",
-       "HBQ1\\220807_at           -0.815548 -2.116788  0.038685 -4.578419   \n",
-       "LOC100131825\\217442_at    1.476831  2.112839  0.039036 -4.578494   \n",
-       "IL17B\\220273_at           1.360296  2.111163  0.039186 -4.578527   \n",
-       "MAGEB4\\207580_at         -1.415009 -2.104162  0.039817 -4.578660   \n",
-       "PEX26\\235098_at           1.422767  2.094647  0.040689 -4.578842   \n",
-       "POFUT2\\207448_at         -0.987136 -2.091314  0.040998 -4.578905   \n",
-       "ART1\\1570480_s_at        -1.162461 -2.081568  0.041915 -4.579091   \n",
-       "CIT\\242872_at             1.527711  2.080893  0.041979 -4.579103   \n",
-       "SSX2\\210497_x_at         -1.218773 -2.079931  0.042070 -4.579122   \n",
-       "C20orf94\\236390_at        1.607248  2.070293  0.042997 -4.579304   \n",
-       "SLC17A1\\1560885_x_at     -1.133660 -2.066863  0.043331 -4.579369   \n",
-       "PCP4\\205549_at           -1.410662 -2.061366  0.043871 -4.579472   \n",
-       "GOLM1\\1558248_at          1.361249  2.046192  0.045392 -4.579757   \n",
-       "RNASE1\\217093_at          1.136094  2.037896  0.046243 -4.579913   \n",
-       "ZNRD1-AS\\234457_at       -1.297711 -2.036670  0.046369 -4.579935   \n",
-       "METTL6\\1557991_at         1.328631  2.034147  0.046631 -4.579982   \n",
-       "LOC389634\\1560119_at      1.716840  2.032055  0.046850 -4.580021   \n",
-       "IL2\\207849_at            -1.448060 -2.030678  0.046994 -4.580047   \n",
-       "PRLR\\211917_s_at          1.410709  2.029950  0.047070 -4.580061   \n",
-       "GRIK2\\1555375_at         -1.422374 -2.029393  0.047129 -4.580071   \n",
-       "RGS20\\210138_at           1.453221  2.029172  0.047152 -4.580075   \n",
-       "GP5\\211525_s_at          -1.216566 -2.027948  0.047281 -4.580098   \n",
-       "TSC2\\215624_at            1.636716  2.024535  0.047642 -4.580161   \n",
-       "PDE6A\\206623_at           1.567774  2.023391  0.047763 -4.580183   \n",
-       "FAM84A\\228459_at          1.097656  2.022142  0.047896 -4.580206   \n",
-       "LOC283868\\1564683_at      1.313171  2.021121  0.048005 -4.580225   \n",
-       "BEND6\\1568820_a_at       -0.943036 -2.019456  0.048183 -4.580256   \n",
-       "C21orf94\\1553519_at      -1.175958 -2.016891  0.048458 -4.580303   \n",
-       "ACTL9\\243208_x_at         1.103029  2.010967  0.049099 -4.580413   \n",
-       "EFCAB6\\234732_s_at        1.412526  2.006627  0.049574 -4.580493   \n",
-       "KDSR\\222359_x_at          1.343963  2.006528  0.049585 -4.580495   \n",
-       "LOC100506920\\237659_at    0.776889  2.005503  0.049697 -4.580514   \n",
-       "SHMT1\\231701_s_at        -1.117987 -2.004808  0.049774 -4.580527   \n",
-       "\n",
-       "                             gene_name    gene_id  \n",
-       "probe                                              \n",
-       "IL1F8\\224230_at                  IL1F8       None  \n",
-       "LOC400590\\1560992_at         LOC400590     400590  \n",
-       "ANGEL1\\244685_at                ANGEL1      23357  \n",
-       "GRK7\\1552929_at                   GRK7     131890  \n",
-       "FLJ33996\\237790_at            FLJ33996     283401  \n",
-       "POSTN\\214981_at                  POSTN      10631  \n",
-       "LOC100507153\\1568762_at   LOC100507153  100507153  \n",
-       "GPR17\\206190_at                  GPR17       2840  \n",
-       "TTC39A\\217101_at                TTC39A      22996  \n",
-       "RNF141\\1565546_at               RNF141      50862  \n",
-       "MAF\\1566323_at                     MAF       4094  \n",
-       "DPF3\\235357_at                    DPF3       8110  \n",
-       "METAP1D\\1565755_at             METAP1D     254042  \n",
-       "ZNF780B\\214899_at              ZNF780B     163131  \n",
-       "RUNX1T1\\216831_s_at            RUNX1T1        862  \n",
-       "GFRA2\\205722_s_at                GFRA2       2675  \n",
-       "LOC100288139\\234426_x_at  LOC100288139       None  \n",
-       "C2orf14\\224278_at              C2orf14       None  \n",
-       "LOXL4\\1570219_at                 LOXL4      84171  \n",
-       "IGHG1\\216892_at                  IGHG1       3500  \n",
-       "PKLR\\210451_at                    PKLR       5313  \n",
-       "TRAF5\\1569861_at                 TRAF5       7188  \n",
-       "DNAH14\\1567861_at               DNAH14     127602  \n",
-       "GRIA3\\230144_at                  GRIA3       2892  \n",
-       "SLC38A10\\1563226_at           SLC38A10     124565  \n",
-       "MARCH7\\1557703_at               MARCH7      64844  \n",
-       "NCOA3\\1562439_at                 NCOA3       8202  \n",
-       "LOC100287689\\243665_s_at  LOC100287689       None  \n",
-       "MAGIX\\219965_s_at                MAGIX      79917  \n",
-       "LOC643763\\1558387_at         LOC643763       None  \n",
-       "UBR4\\231889_at                    UBR4      23352  \n",
-       "GTPBP10\\230684_at              GTPBP10      85865  \n",
-       "ADCYAP1\\230237_at              ADCYAP1        116  \n",
-       "CRYBA2\\220136_s_at              CRYBA2       1412  \n",
-       "LMTK2\\235307_at                  LMTK2      22853  \n",
-       "PRO2949\\1553374_at             PRO2949      55412  \n",
-       "C9orf130\\234429_at            C9orf130       None  \n",
-       "DNM3\\1558502_s_at                 DNM3      26052  \n",
-       "HBQ1\\220807_at                    HBQ1       3049  \n",
-       "LOC100131825\\217442_at    LOC100131825  100131825  \n",
-       "IL17B\\220273_at                  IL17B      27190  \n",
-       "MAGEB4\\207580_at                MAGEB4       4115  \n",
-       "PEX26\\235098_at                  PEX26      55670  \n",
-       "POFUT2\\207448_at                POFUT2      23275  \n",
-       "ART1\\1570480_s_at                 ART1        417  \n",
-       "CIT\\242872_at                      CIT      11113  \n",
-       "SSX2\\210497_x_at                  SSX2       6757  \n",
-       "C20orf94\\236390_at            C20orf94     128710  \n",
-       "SLC17A1\\1560885_x_at           SLC17A1       6568  \n",
-       "PCP4\\205549_at                    PCP4       5121  \n",
-       "GOLM1\\1558248_at                 GOLM1      51280  \n",
-       "RNASE1\\217093_at                RNASE1       6035  \n",
-       "ZNRD1-AS\\234457_at            ZNRD1-AS       None  \n",
-       "METTL6\\1557991_at               METTL6     131965  \n",
-       "LOC389634\\1560119_at         LOC389634     389634  \n",
-       "IL2\\207849_at                      IL2       3558  \n",
-       "PRLR\\211917_s_at                  PRLR       5618  \n",
-       "GRIK2\\1555375_at                 GRIK2       2898  \n",
-       "RGS20\\210138_at                  RGS20       8601  \n",
-       "GP5\\211525_s_at                    GP5       2814  \n",
-       "TSC2\\215624_at                    TSC2       7249  \n",
-       "PDE6A\\206623_at                  PDE6A       5145  \n",
-       "FAM84A\\228459_at                FAM84A     151354  \n",
-       "LOC283868\\1564683_at         LOC283868       None  \n",
-       "BEND6\\1568820_a_at               BEND6     221336  \n",
-       "C21orf94\\1553519_at           C21orf94       None  \n",
-       "ACTL9\\243208_x_at                ACTL9     284382  \n",
-       "EFCAB6\\234732_s_at              EFCAB6      64800  \n",
-       "KDSR\\222359_x_at                  KDSR       2531  \n",
-       "LOC100506920\\237659_at    LOC100506920       None  \n",
-       "SHMT1\\231701_s_at                SHMT1       6470  "
-      ]
-     },
-     "execution_count": 59,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from utils import Entrez\n",
     "\n",
@@ -10193,763 +531,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true,
     "scrolled": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>log_fc</th>\n",
-       "      <th>t</th>\n",
-       "      <th>p_value</th>\n",
-       "      <th>b</th>\n",
-       "      <th>gene_name</th>\n",
-       "      <th>gene_id</th>\n",
-       "      <th>pathways_ids</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>probe</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>IL1F8\\224230_at</th>\n",
-       "      <td>-1.546104</td>\n",
-       "      <td>-3.449570</td>\n",
-       "      <td>0.001067</td>\n",
-       "      <td>-4.548413</td>\n",
-       "      <td>IL1F8</td>\n",
-       "      <td>None</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC400590\\1560992_at</th>\n",
-       "      <td>2.197704</td>\n",
-       "      <td>3.434648</td>\n",
-       "      <td>0.001117</td>\n",
-       "      <td>-4.548785</td>\n",
-       "      <td>LOC400590</td>\n",
-       "      <td>400590</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ANGEL1\\244685_at</th>\n",
-       "      <td>-1.178030</td>\n",
-       "      <td>-2.807717</td>\n",
-       "      <td>0.006833</td>\n",
-       "      <td>-4.563804</td>\n",
-       "      <td>ANGEL1</td>\n",
-       "      <td>23357</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRK7\\1552929_at</th>\n",
-       "      <td>1.679992</td>\n",
-       "      <td>2.562875</td>\n",
-       "      <td>0.013065</td>\n",
-       "      <td>-4.569267</td>\n",
-       "      <td>GRK7</td>\n",
-       "      <td>131890</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04062+131890\">hsa04062</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04144+131890\">hsa04144</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04744+131890\">hsa04744</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FLJ33996\\237790_at</th>\n",
-       "      <td>1.203864</td>\n",
-       "      <td>2.546120</td>\n",
-       "      <td>0.013639</td>\n",
-       "      <td>-4.569630</td>\n",
-       "      <td>FLJ33996</td>\n",
-       "      <td>283401</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>POSTN\\214981_at</th>\n",
-       "      <td>2.156220</td>\n",
-       "      <td>2.520897</td>\n",
-       "      <td>0.014548</td>\n",
-       "      <td>-4.570174</td>\n",
-       "      <td>POSTN</td>\n",
-       "      <td>10631</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100507153\\1568762_at</th>\n",
-       "      <td>1.538902</td>\n",
-       "      <td>2.507401</td>\n",
-       "      <td>0.015056</td>\n",
-       "      <td>-4.570464</td>\n",
-       "      <td>LOC100507153</td>\n",
-       "      <td>100507153</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GPR17\\206190_at</th>\n",
-       "      <td>1.318751</td>\n",
-       "      <td>2.456309</td>\n",
-       "      <td>0.017129</td>\n",
-       "      <td>-4.571554</td>\n",
-       "      <td>GPR17</td>\n",
-       "      <td>2840</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TTC39A\\217101_at</th>\n",
-       "      <td>1.249650</td>\n",
-       "      <td>2.448672</td>\n",
-       "      <td>0.017460</td>\n",
-       "      <td>-4.571715</td>\n",
-       "      <td>TTC39A</td>\n",
-       "      <td>22996</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RNF141\\1565546_at</th>\n",
-       "      <td>1.546828</td>\n",
-       "      <td>2.437364</td>\n",
-       "      <td>0.017960</td>\n",
-       "      <td>-4.571954</td>\n",
-       "      <td>RNF141</td>\n",
-       "      <td>50862</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAF\\1566323_at</th>\n",
-       "      <td>-1.440637</td>\n",
-       "      <td>-2.433496</td>\n",
-       "      <td>0.018134</td>\n",
-       "      <td>-4.572036</td>\n",
-       "      <td>MAF</td>\n",
-       "      <td>4094</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05202+4094\">hsa05202</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05321+4094\">hsa05321</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DPF3\\235357_at</th>\n",
-       "      <td>-1.212370</td>\n",
-       "      <td>-2.400648</td>\n",
-       "      <td>0.019676</td>\n",
-       "      <td>-4.572725</td>\n",
-       "      <td>DPF3</td>\n",
-       "      <td>8110</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>METAP1D\\1565755_at</th>\n",
-       "      <td>1.510195</td>\n",
-       "      <td>2.399407</td>\n",
-       "      <td>0.019736</td>\n",
-       "      <td>-4.572750</td>\n",
-       "      <td>METAP1D</td>\n",
-       "      <td>254042</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZNF780B\\214899_at</th>\n",
-       "      <td>1.644326</td>\n",
-       "      <td>2.396825</td>\n",
-       "      <td>0.019863</td>\n",
-       "      <td>-4.572804</td>\n",
-       "      <td>ZNF780B</td>\n",
-       "      <td>163131</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RUNX1T1\\216831_s_at</th>\n",
-       "      <td>2.096988</td>\n",
-       "      <td>2.390294</td>\n",
-       "      <td>0.020185</td>\n",
-       "      <td>-4.572940</td>\n",
-       "      <td>RUNX1T1</td>\n",
-       "      <td>862</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05200+862\">hsa05200</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05202+862\">hsa05202</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05221+862\">hsa05221</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GFRA2\\205722_s_at</th>\n",
-       "      <td>1.386836</td>\n",
-       "      <td>2.371531</td>\n",
-       "      <td>0.021139</td>\n",
-       "      <td>-4.573330</td>\n",
-       "      <td>GFRA2</td>\n",
-       "      <td>2675</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100288139\\234426_x_at</th>\n",
-       "      <td>1.580194</td>\n",
-       "      <td>2.351281</td>\n",
-       "      <td>0.022214</td>\n",
-       "      <td>-4.573749</td>\n",
-       "      <td>LOC100288139</td>\n",
-       "      <td>None</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C2orf14\\224278_at</th>\n",
-       "      <td>-1.270161</td>\n",
-       "      <td>-2.346501</td>\n",
-       "      <td>0.022474</td>\n",
-       "      <td>-4.573847</td>\n",
-       "      <td>C2orf14</td>\n",
-       "      <td>None</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOXL4\\1570219_at</th>\n",
-       "      <td>-1.320024</td>\n",
-       "      <td>-2.322838</td>\n",
-       "      <td>0.023805</td>\n",
-       "      <td>-4.574333</td>\n",
-       "      <td>LOXL4</td>\n",
-       "      <td>84171</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IGHG1\\216892_at</th>\n",
-       "      <td>-1.353338</td>\n",
-       "      <td>-2.304121</td>\n",
-       "      <td>0.024907</td>\n",
-       "      <td>-4.574714</td>\n",
-       "      <td>IGHG1</td>\n",
-       "      <td>3500</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PKLR\\210451_at</th>\n",
-       "      <td>-0.951392</td>\n",
-       "      <td>-2.302312</td>\n",
-       "      <td>0.025016</td>\n",
-       "      <td>-4.574751</td>\n",
-       "      <td>PKLR</td>\n",
-       "      <td>5313</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00010+5313\">hsa00010</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00230+5313\">hsa00230</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00620+5313\">hsa00620</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01100+5313\">hsa01100</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01130+5313\">hsa01130</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01200+5313\">hsa01200</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01230+5313\">hsa01230</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04910+5313\">hsa04910</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04930+5313\">hsa04930</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04932+5313\">hsa04932</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04950+5313\">hsa04950</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TRAF5\\1569861_at</th>\n",
-       "      <td>-1.419547</td>\n",
-       "      <td>-2.296200</td>\n",
-       "      <td>0.025387</td>\n",
-       "      <td>-4.574875</td>\n",
-       "      <td>TRAF5</td>\n",
-       "      <td>7188</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04064+7188\">hsa04064</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04668+7188\">hsa04668</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05168+7188\">hsa05168</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05169+7188\">hsa05169</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05200+7188\">hsa05200</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05203+7188\">hsa05203</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05222+7188\">hsa05222</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DNAH14\\1567861_at</th>\n",
-       "      <td>1.368343</td>\n",
-       "      <td>2.294568</td>\n",
-       "      <td>0.025487</td>\n",
-       "      <td>-4.574908</td>\n",
-       "      <td>DNAH14</td>\n",
-       "      <td>127602</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05016+127602\">hsa05016</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRIA3\\230144_at</th>\n",
-       "      <td>1.585759</td>\n",
-       "      <td>2.250786</td>\n",
-       "      <td>0.028300</td>\n",
-       "      <td>-4.575791</td>\n",
-       "      <td>GRIA3</td>\n",
-       "      <td>2892</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04024+2892\">hsa04024</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04080+2892\">hsa04080</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04713+2892\">hsa04713</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04723+2892\">hsa04723</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04724+2892\">hsa04724</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04728+2892\">hsa04728</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04730+2892\">hsa04730</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05031+2892\">hsa05031</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05033+2892\">hsa05033</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05202+2892\">hsa05202</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC38A10\\1563226_at</th>\n",
-       "      <td>1.611960</td>\n",
-       "      <td>2.246147</td>\n",
-       "      <td>0.028613</td>\n",
-       "      <td>-4.575883</td>\n",
-       "      <td>SLC38A10</td>\n",
-       "      <td>124565</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MARCH7\\1557703_at</th>\n",
-       "      <td>1.264078</td>\n",
-       "      <td>2.235305</td>\n",
-       "      <td>0.029358</td>\n",
-       "      <td>-4.576100</td>\n",
-       "      <td>MARCH7</td>\n",
-       "      <td>64844</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>NCOA3\\1562439_at</th>\n",
-       "      <td>1.279497</td>\n",
-       "      <td>2.219504</td>\n",
-       "      <td>0.030475</td>\n",
-       "      <td>-4.576414</td>\n",
-       "      <td>NCOA3</td>\n",
-       "      <td>8202</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04919+8202\">hsa04919</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100287689\\243665_s_at</th>\n",
-       "      <td>1.315087</td>\n",
-       "      <td>2.217997</td>\n",
-       "      <td>0.030583</td>\n",
-       "      <td>-4.576444</td>\n",
-       "      <td>LOC100287689</td>\n",
-       "      <td>None</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAGIX\\219965_s_at</th>\n",
-       "      <td>1.666859</td>\n",
-       "      <td>2.213778</td>\n",
-       "      <td>0.030888</td>\n",
-       "      <td>-4.576528</td>\n",
-       "      <td>MAGIX</td>\n",
-       "      <td>79917</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC643763\\1558387_at</th>\n",
-       "      <td>-1.716835</td>\n",
-       "      <td>-2.193242</td>\n",
-       "      <td>0.032413</td>\n",
-       "      <td>-4.576933</td>\n",
-       "      <td>LOC643763</td>\n",
-       "      <td>None</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>UBR4\\231889_at</th>\n",
-       "      <td>1.342234</td>\n",
-       "      <td>2.188355</td>\n",
-       "      <td>0.032785</td>\n",
-       "      <td>-4.577029</td>\n",
-       "      <td>UBR4</td>\n",
-       "      <td>23352</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05203+23352\">hsa05203</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GTPBP10\\230684_at</th>\n",
-       "      <td>1.667459</td>\n",
-       "      <td>2.178850</td>\n",
-       "      <td>0.033520</td>\n",
-       "      <td>-4.577215</td>\n",
-       "      <td>GTPBP10</td>\n",
-       "      <td>85865</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ADCYAP1\\230237_at</th>\n",
-       "      <td>-1.768758</td>\n",
-       "      <td>-2.173114</td>\n",
-       "      <td>0.033971</td>\n",
-       "      <td>-4.577328</td>\n",
-       "      <td>ADCYAP1</td>\n",
-       "      <td>116</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04911+116\">hsa04911</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04924+116\">hsa04924</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CRYBA2\\220136_s_at</th>\n",
-       "      <td>0.787749</td>\n",
-       "      <td>2.155419</td>\n",
-       "      <td>0.035394</td>\n",
-       "      <td>-4.577673</td>\n",
-       "      <td>CRYBA2</td>\n",
-       "      <td>1412</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LMTK2\\235307_at</th>\n",
-       "      <td>-1.246947</td>\n",
-       "      <td>-2.145262</td>\n",
-       "      <td>0.036235</td>\n",
-       "      <td>-4.577870</td>\n",
-       "      <td>LMTK2</td>\n",
-       "      <td>22853</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRO2949\\1553374_at</th>\n",
-       "      <td>1.496370</td>\n",
-       "      <td>2.143200</td>\n",
-       "      <td>0.036408</td>\n",
-       "      <td>-4.577910</td>\n",
-       "      <td>PRO2949</td>\n",
-       "      <td>55412</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C9orf130\\234429_at</th>\n",
-       "      <td>1.169090</td>\n",
-       "      <td>2.132408</td>\n",
-       "      <td>0.037324</td>\n",
-       "      <td>-4.578118</td>\n",
-       "      <td>C9orf130</td>\n",
-       "      <td>None</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>DNM3\\1558502_s_at</th>\n",
-       "      <td>1.823855</td>\n",
-       "      <td>2.131027</td>\n",
-       "      <td>0.037442</td>\n",
-       "      <td>-4.578145</td>\n",
-       "      <td>DNM3</td>\n",
-       "      <td>26052</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04144+26052\">hsa04144</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04721+26052\">hsa04721</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04961+26052\">hsa04961</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05100+26052\">hsa05100</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HBQ1\\220807_at</th>\n",
-       "      <td>-0.815548</td>\n",
-       "      <td>-2.116788</td>\n",
-       "      <td>0.038685</td>\n",
-       "      <td>-4.578419</td>\n",
-       "      <td>HBQ1</td>\n",
-       "      <td>3049</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100131825\\217442_at</th>\n",
-       "      <td>1.476831</td>\n",
-       "      <td>2.112839</td>\n",
-       "      <td>0.039036</td>\n",
-       "      <td>-4.578494</td>\n",
-       "      <td>LOC100131825</td>\n",
-       "      <td>100131825</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IL17B\\220273_at</th>\n",
-       "      <td>1.360296</td>\n",
-       "      <td>2.111163</td>\n",
-       "      <td>0.039186</td>\n",
-       "      <td>-4.578527</td>\n",
-       "      <td>IL17B</td>\n",
-       "      <td>27190</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04060+27190\">hsa04060</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MAGEB4\\207580_at</th>\n",
-       "      <td>-1.415009</td>\n",
-       "      <td>-2.104162</td>\n",
-       "      <td>0.039817</td>\n",
-       "      <td>-4.578660</td>\n",
-       "      <td>MAGEB4</td>\n",
-       "      <td>4115</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PEX26\\235098_at</th>\n",
-       "      <td>1.422767</td>\n",
-       "      <td>2.094647</td>\n",
-       "      <td>0.040689</td>\n",
-       "      <td>-4.578842</td>\n",
-       "      <td>PEX26</td>\n",
-       "      <td>55670</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04146+55670\">hsa04146</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>POFUT2\\207448_at</th>\n",
-       "      <td>-0.987136</td>\n",
-       "      <td>-2.091314</td>\n",
-       "      <td>0.040998</td>\n",
-       "      <td>-4.578905</td>\n",
-       "      <td>POFUT2</td>\n",
-       "      <td>23275</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00514+23275\">hsa00514</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ART1\\1570480_s_at</th>\n",
-       "      <td>-1.162461</td>\n",
-       "      <td>-2.081568</td>\n",
-       "      <td>0.041915</td>\n",
-       "      <td>-4.579091</td>\n",
-       "      <td>ART1</td>\n",
-       "      <td>417</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CIT\\242872_at</th>\n",
-       "      <td>1.527711</td>\n",
-       "      <td>2.080893</td>\n",
-       "      <td>0.041979</td>\n",
-       "      <td>-4.579103</td>\n",
-       "      <td>CIT</td>\n",
-       "      <td>11113</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SSX2\\210497_x_at</th>\n",
-       "      <td>-1.218773</td>\n",
-       "      <td>-2.079931</td>\n",
-       "      <td>0.042070</td>\n",
-       "      <td>-4.579122</td>\n",
-       "      <td>SSX2</td>\n",
-       "      <td>6757</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05202+6757\">hsa05202</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C20orf94\\236390_at</th>\n",
-       "      <td>1.607248</td>\n",
-       "      <td>2.070293</td>\n",
-       "      <td>0.042997</td>\n",
-       "      <td>-4.579304</td>\n",
-       "      <td>C20orf94</td>\n",
-       "      <td>128710</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SLC17A1\\1560885_x_at</th>\n",
-       "      <td>-1.133660</td>\n",
-       "      <td>-2.066863</td>\n",
-       "      <td>0.043331</td>\n",
-       "      <td>-4.579369</td>\n",
-       "      <td>SLC17A1</td>\n",
-       "      <td>6568</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PCP4\\205549_at</th>\n",
-       "      <td>-1.410662</td>\n",
-       "      <td>-2.061366</td>\n",
-       "      <td>0.043871</td>\n",
-       "      <td>-4.579472</td>\n",
-       "      <td>PCP4</td>\n",
-       "      <td>5121</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GOLM1\\1558248_at</th>\n",
-       "      <td>1.361249</td>\n",
-       "      <td>2.046192</td>\n",
-       "      <td>0.045392</td>\n",
-       "      <td>-4.579757</td>\n",
-       "      <td>GOLM1</td>\n",
-       "      <td>51280</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RNASE1\\217093_at</th>\n",
-       "      <td>1.136094</td>\n",
-       "      <td>2.037896</td>\n",
-       "      <td>0.046243</td>\n",
-       "      <td>-4.579913</td>\n",
-       "      <td>RNASE1</td>\n",
-       "      <td>6035</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ZNRD1-AS\\234457_at</th>\n",
-       "      <td>-1.297711</td>\n",
-       "      <td>-2.036670</td>\n",
-       "      <td>0.046369</td>\n",
-       "      <td>-4.579935</td>\n",
-       "      <td>ZNRD1-AS</td>\n",
-       "      <td>None</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>METTL6\\1557991_at</th>\n",
-       "      <td>1.328631</td>\n",
-       "      <td>2.034147</td>\n",
-       "      <td>0.046631</td>\n",
-       "      <td>-4.579982</td>\n",
-       "      <td>METTL6</td>\n",
-       "      <td>131965</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC389634\\1560119_at</th>\n",
-       "      <td>1.716840</td>\n",
-       "      <td>2.032055</td>\n",
-       "      <td>0.046850</td>\n",
-       "      <td>-4.580021</td>\n",
-       "      <td>LOC389634</td>\n",
-       "      <td>389634</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>IL2\\207849_at</th>\n",
-       "      <td>-1.448060</td>\n",
-       "      <td>-2.030678</td>\n",
-       "      <td>0.046994</td>\n",
-       "      <td>-4.580047</td>\n",
-       "      <td>IL2</td>\n",
-       "      <td>3558</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04060+3558\">hsa04060</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04151+3558\">hsa04151</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04630+3558\">hsa04630</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04660+3558\">hsa04660</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04672+3558\">hsa04672</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04940+3558\">hsa04940</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05142+3558\">hsa05142</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05162+3558\">hsa05162</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05166+3558\">hsa05166</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05320+3558\">hsa05320</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05321+3558\">hsa05321</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05330+3558\">hsa05330</a>, <a target=\"_blank\" href...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRLR\\211917_s_at</th>\n",
-       "      <td>1.410709</td>\n",
-       "      <td>2.029950</td>\n",
-       "      <td>0.047070</td>\n",
-       "      <td>-4.580061</td>\n",
-       "      <td>PRLR</td>\n",
-       "      <td>5618</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04060+5618\">hsa04060</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04080+5618\">hsa04080</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04151+5618\">hsa04151</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04630+5618\">hsa04630</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04917+5618\">hsa04917</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GRIK2\\1555375_at</th>\n",
-       "      <td>-1.422374</td>\n",
-       "      <td>-2.029393</td>\n",
-       "      <td>0.047129</td>\n",
-       "      <td>-4.580071</td>\n",
-       "      <td>GRIK2</td>\n",
-       "      <td>2898</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04080+2898\">hsa04080</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04724+2898\">hsa04724</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>RGS20\\210138_at</th>\n",
-       "      <td>1.453221</td>\n",
-       "      <td>2.029172</td>\n",
-       "      <td>0.047152</td>\n",
-       "      <td>-4.580075</td>\n",
-       "      <td>RGS20</td>\n",
-       "      <td>8601</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>GP5\\211525_s_at</th>\n",
-       "      <td>-1.216566</td>\n",
-       "      <td>-2.027948</td>\n",
-       "      <td>0.047281</td>\n",
-       "      <td>-4.580098</td>\n",
-       "      <td>GP5</td>\n",
-       "      <td>2814</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04512+2814\">hsa04512</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04611+2814\">hsa04611</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04640+2814\">hsa04640</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TSC2\\215624_at</th>\n",
-       "      <td>1.636716</td>\n",
-       "      <td>2.024535</td>\n",
-       "      <td>0.047642</td>\n",
-       "      <td>-4.580161</td>\n",
-       "      <td>TSC2</td>\n",
-       "      <td>7249</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04115+7249\">hsa04115</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04150+7249\">hsa04150</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04151+7249\">hsa04151</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04152+7249\">hsa04152</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04910+7249\">hsa04910</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04919+7249\">hsa04919</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05231+7249\">hsa05231</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PDE6A\\206623_at</th>\n",
-       "      <td>1.567774</td>\n",
-       "      <td>2.023391</td>\n",
-       "      <td>0.047763</td>\n",
-       "      <td>-4.580183</td>\n",
-       "      <td>PDE6A</td>\n",
-       "      <td>5145</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00230+5145\">hsa00230</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04744+5145\">hsa04744</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>FAM84A\\228459_at</th>\n",
-       "      <td>1.097656</td>\n",
-       "      <td>2.022142</td>\n",
-       "      <td>0.047896</td>\n",
-       "      <td>-4.580206</td>\n",
-       "      <td>FAM84A</td>\n",
-       "      <td>151354</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC283868\\1564683_at</th>\n",
-       "      <td>1.313171</td>\n",
-       "      <td>2.021121</td>\n",
-       "      <td>0.048005</td>\n",
-       "      <td>-4.580225</td>\n",
-       "      <td>LOC283868</td>\n",
-       "      <td>None</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>BEND6\\1568820_a_at</th>\n",
-       "      <td>-0.943036</td>\n",
-       "      <td>-2.019456</td>\n",
-       "      <td>0.048183</td>\n",
-       "      <td>-4.580256</td>\n",
-       "      <td>BEND6</td>\n",
-       "      <td>221336</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>C21orf94\\1553519_at</th>\n",
-       "      <td>-1.175958</td>\n",
-       "      <td>-2.016891</td>\n",
-       "      <td>0.048458</td>\n",
-       "      <td>-4.580303</td>\n",
-       "      <td>C21orf94</td>\n",
-       "      <td>None</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ACTL9\\243208_x_at</th>\n",
-       "      <td>1.103029</td>\n",
-       "      <td>2.010967</td>\n",
-       "      <td>0.049099</td>\n",
-       "      <td>-4.580413</td>\n",
-       "      <td>ACTL9</td>\n",
-       "      <td>284382</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>EFCAB6\\234732_s_at</th>\n",
-       "      <td>1.412526</td>\n",
-       "      <td>2.006627</td>\n",
-       "      <td>0.049574</td>\n",
-       "      <td>-4.580493</td>\n",
-       "      <td>EFCAB6</td>\n",
-       "      <td>64800</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>KDSR\\222359_x_at</th>\n",
-       "      <td>1.343963</td>\n",
-       "      <td>2.006528</td>\n",
-       "      <td>0.049585</td>\n",
-       "      <td>-4.580495</td>\n",
-       "      <td>KDSR</td>\n",
-       "      <td>2531</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00600+2531\">hsa00600</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01100+2531\">hsa01100</a>]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>LOC100506920\\237659_at</th>\n",
-       "      <td>0.776889</td>\n",
-       "      <td>2.005503</td>\n",
-       "      <td>0.049697</td>\n",
-       "      <td>-4.580514</td>\n",
-       "      <td>LOC100506920</td>\n",
-       "      <td>None</td>\n",
-       "      <td>[]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>SHMT1\\231701_s_at</th>\n",
-       "      <td>-1.117987</td>\n",
-       "      <td>-2.004808</td>\n",
-       "      <td>0.049774</td>\n",
-       "      <td>-4.580527</td>\n",
-       "      <td>SHMT1</td>\n",
-       "      <td>6470</td>\n",
-       "      <td>[<a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00260+6470\">hsa00260</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00460+6470\">hsa00460</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00630+6470\">hsa00630</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00670+6470\">hsa00670</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01100+6470\">hsa01100</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01130+6470\">hsa01130</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01200+6470\">hsa01200</a>, <a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01230+6470\">hsa01230</a>]</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "execution_count": 60,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from utils import Kegg\n",
     "# find the pathways in KEGG that match one or more of the gene_ids:\n",
@@ -10976,127 +565,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>link to pathway</th>\n",
-       "      <th>nr genes matched</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05202+862+4094+2892+6757\">hsa05202</a></td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04080+2892+5618+2898\">hsa04080</a></td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04060+27190+5618+3558\">hsa04060</a></td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>56</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01100+5313+6470+2531\">hsa01100</a></td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>53</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04151+5618+7249+3558\">hsa04151</a></td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05200+862+7188\">hsa05200</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>62</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa00230+5145+5313\">hsa00230</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04910+5313+7249\">hsa04910</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05203+23352+7188\">hsa05203</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04630+5618+3558\">hsa04630</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04744+5145+131890\">hsa04744</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04144+131890+26052\">hsa04144</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01230+5313+6470\">hsa01230</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01130+5313+6470\">hsa01130</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa01200+5313+6470\">hsa01200</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04919+8202+7249\">hsa04919</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa04724+2892+2898\">hsa04724</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39</th>\n",
-       "      <td><a target=\"_blank\" href=\"http://www.kegg.jp/pathway/hsa05321+4094+3558\">hsa05321</a></td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "execution_count": 61,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "pathways_df = DataFrame(kegg.get_all_pathways_rows(), columns=['link to pathway', 'nr genes matched'])\n",
     "\n",
@@ -11119,7 +594,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {
     "collapsed": true,
     "deletable": true,
diff --git a/EXERCISE TranSMART REST API V2 (2017).ipynb b/EXERCISE TranSMART REST API V2 (2017).ipynb
index 8fb86bd..7a48d1a 100644
--- a/EXERCISE TranSMART REST API V2 (2017).ipynb	
+++ b/EXERCISE TranSMART REST API V2 (2017).ipynb	
@@ -2,32 +2,13 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Username:admin\n",
-      "Password:········\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'SUCCESS'"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import getpass\n",
     "from transmart_api import TransmartApi\n",
@@ -43,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {
     "collapsed": true,
     "deletable": true,
@@ -52,6 +33,7 @@
    "outputs": [],
    "source": [
     "import pandas\n",
+    "from pandas.io.json import json_normalize\n",
     "\n",
     "pandas.set_option('max_colwidth', 1000)\n",
     "pandas.set_option(\"display.max_rows\",100)"
@@ -59,662 +41,156 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "http://transmart-test.thehyve.net/v2/observations?constraint={\"type\":\"study_name\",\"studyId\":\"EHR\"}&type=clinical\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "from pandas.io.json import json_normalize\n",
-    "\n",
-    "study_id = 'EHR'\n",
-    "obs = api.get_observations(study = study_id)"
+    "studies = api.get_studies()\n",
+    "json_normalize(studies['studies'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# study_id = 'EHR'\n",
+    "study_id = None\n",
+    "patient_set = 28729"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "patients = api.get_patients(study = study_id, patientSet = patient_set)\n",
+    "json_normalize(patients['patients'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>dimensionIndexes</th>\n",
-       "      <th>inlineDimensions</th>\n",
-       "      <th>numericValue</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>[0, 0, None, 0]</td>\n",
-       "      <td>[None, None]</td>\n",
-       "      <td>30.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>[1, 0, None, 0]</td>\n",
-       "      <td>[None, None]</td>\n",
-       "      <td>52.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>[2, 1, 0, 0]</td>\n",
-       "      <td>[None, None]</td>\n",
-       "      <td>77.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>[2, 1, 1, 0]</td>\n",
-       "      <td>[None, None]</td>\n",
-       "      <td>86.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>[2, 0, None, 0]</td>\n",
-       "      <td>[None, None]</td>\n",
-       "      <td>35.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>[2, 1, 2, 0]</td>\n",
-       "      <td>[2015-12-31T23:00:01Z, 2015-12-30T22:55:00Z]</td>\n",
-       "      <td>75.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>[0, 1, 3, 0]</td>\n",
-       "      <td>[2016-03-29T08:01:00Z, 2016-03-29T08:00:00Z]</td>\n",
-       "      <td>60.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>[0, 1, 3, 0]</td>\n",
-       "      <td>[2016-03-29T08:11:00Z, 2016-03-29T08:10:00Z]</td>\n",
-       "      <td>59.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>[0, 1, 4, 0]</td>\n",
-       "      <td>[None, 2016-03-29T22:00:00Z]</td>\n",
-       "      <td>80.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>[1, 1, 5, 0]</td>\n",
-       "      <td>[2016-04-01T22:00:00Z, 2016-03-31T22:00:00Z]</td>\n",
-       "      <td>78.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>[1, 1, 5, 0]</td>\n",
-       "      <td>[None, 2016-04-02T22:00:00Z]</td>\n",
-       "      <td>56.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>[1, 1, 6, 0]</td>\n",
-       "      <td>[None, 2016-05-05T09:11:11Z]</td>\n",
-       "      <td>102.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   dimensionIndexes                              inlineDimensions  \\\n",
-       "0   [0, 0, None, 0]                                  [None, None]   \n",
-       "1   [1, 0, None, 0]                                  [None, None]   \n",
-       "2      [2, 1, 0, 0]                                  [None, None]   \n",
-       "3      [2, 1, 1, 0]                                  [None, None]   \n",
-       "4   [2, 0, None, 0]                                  [None, None]   \n",
-       "5      [2, 1, 2, 0]  [2015-12-31T23:00:01Z, 2015-12-30T22:55:00Z]   \n",
-       "6      [0, 1, 3, 0]  [2016-03-29T08:01:00Z, 2016-03-29T08:00:00Z]   \n",
-       "7      [0, 1, 3, 0]  [2016-03-29T08:11:00Z, 2016-03-29T08:10:00Z]   \n",
-       "8      [0, 1, 4, 0]                  [None, 2016-03-29T22:00:00Z]   \n",
-       "9      [1, 1, 5, 0]  [2016-04-01T22:00:00Z, 2016-03-31T22:00:00Z]   \n",
-       "10     [1, 1, 5, 0]                  [None, 2016-04-02T22:00:00Z]   \n",
-       "11     [1, 1, 6, 0]                  [None, 2016-05-05T09:11:11Z]   \n",
-       "\n",
-       "    numericValue  \n",
-       "0           30.0  \n",
-       "1           52.0  \n",
-       "2           77.0  \n",
-       "3           86.0  \n",
-       "4           35.0  \n",
-       "5           75.0  \n",
-       "6           60.0  \n",
-       "7           59.0  \n",
-       "8           80.0  \n",
-       "9           78.0  \n",
-       "10          56.0  \n",
-       "11         102.0  "
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
+   "source": [
+    "obs = api.get_observations(study = study_id, patientSet = patient_set)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false,
+    "deletable": true,
+    "editable": true
+   },
+   "outputs": [],
    "source": [
     "json_normalize(obs['cells'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>fields</th>\n",
-       "      <th>inline</th>\n",
-       "      <th>name</th>\n",
-       "      <th>type</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>True</td>\n",
-       "      <td>end time</td>\n",
-       "      <td>Timestamp</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>[{'name': 'id', 'type': 'Int'}, {'name': 'trial', 'type': 'String'}, {'name': 'inTrialId', 'type': 'String'}, {'name': 'birthDate', 'type': 'Timestamp'}, {'name': 'deathDate', 'type': 'Timestamp'}, {'name': 'age', 'type': 'Int'}, {'name': 'race', 'type': 'String'}, {'name': 'maritalStatus', 'type': 'String'}, {'name': 'religion', 'type': 'String'}, {'name': 'sexCd', 'type': 'String'}, {'name': 'sex', 'type': 'String'}]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>patient</td>\n",
-       "      <td>Object</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>True</td>\n",
-       "      <td>start time</td>\n",
-       "      <td>Timestamp</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>[{'name': 'conceptPath', 'type': 'String'}, {'name': 'conceptCode', 'type': 'String'}]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>concept</td>\n",
-       "      <td>Object</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>[{'name': 'patientInTrialId', 'type': 'String'}, {'name': 'encounterNum', 'type': 'Double'}, {'name': 'activeStatusCd', 'type': 'String'}, {'name': 'startDate', 'type': 'Timestamp'}, {'name': 'endDate', 'type': 'Timestamp'}, {'name': 'inoutCd', 'type': 'String'}, {'name': 'locationCd', 'type': 'String'}]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>visit</td>\n",
-       "      <td>Object</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>[{'name': 'name', 'type': 'String'}]</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>study</td>\n",
-       "      <td>Object</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                   fields  \\\n",
-       "0                                                                                                                                                                                                                                                                                                                                                                                                                                     NaN   \n",
-       "1  [{'name': 'id', 'type': 'Int'}, {'name': 'trial', 'type': 'String'}, {'name': 'inTrialId', 'type': 'String'}, {'name': 'birthDate', 'type': 'Timestamp'}, {'name': 'deathDate', 'type': 'Timestamp'}, {'name': 'age', 'type': 'Int'}, {'name': 'race', 'type': 'String'}, {'name': 'maritalStatus', 'type': 'String'}, {'name': 'religion', 'type': 'String'}, {'name': 'sexCd', 'type': 'String'}, {'name': 'sex', 'type': 'String'}]   \n",
-       "2                                                                                                                                                                                                                                                                                                                                                                                                                                     NaN   \n",
-       "3                                                                                                                                                                                                                                                                                                                                                  [{'name': 'conceptPath', 'type': 'String'}, {'name': 'conceptCode', 'type': 'String'}]   \n",
-       "4                                                                                                                       [{'name': 'patientInTrialId', 'type': 'String'}, {'name': 'encounterNum', 'type': 'Double'}, {'name': 'activeStatusCd', 'type': 'String'}, {'name': 'startDate', 'type': 'Timestamp'}, {'name': 'endDate', 'type': 'Timestamp'}, {'name': 'inoutCd', 'type': 'String'}, {'name': 'locationCd', 'type': 'String'}]   \n",
-       "5                                                                                                                                                                                                                                                                                                                                                                                                    [{'name': 'name', 'type': 'String'}]   \n",
-       "\n",
-       "  inline        name       type  \n",
-       "0   True    end time  Timestamp  \n",
-       "1    NaN     patient     Object  \n",
-       "2   True  start time  Timestamp  \n",
-       "3    NaN     concept     Object  \n",
-       "4    NaN       visit     Object  \n",
-       "5    NaN       study     Object  "
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "json_normalize(obs['dimensionDeclarations'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>concept</th>\n",
-       "      <th>patient</th>\n",
-       "      <th>study</th>\n",
-       "      <th>visit</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>[{'conceptCode': 'EHR:DEM:AGE', 'conceptPath': '\\Public Studies\\EHR\\Demography\\Age\\'}, {'conceptCode': 'EHR:VSIGN:HR', 'conceptPath': '\\Public Studies\\EHR\\Vital Signs\\Heart Rate\\'}]</td>\n",
-       "      <td>[{'religion': None, 'inTrialId': '1', 'birthDate': None, 'id': -62, 'deathDate': None, 'sexCd': 'Male', 'race': 'Caucasian', 'age': 30, 'maritalStatus': None, 'trial': 'EHR', 'sex': 'male'}, {'religion': None, 'inTrialId': '3', 'birthDate': None, 'id': -42, 'deathDate': None, 'sexCd': 'Female', 'race': 'Caucasian', 'age': 52, 'maritalStatus': None, 'trial': 'EHR', 'sex': 'female'}, {'religion': None, 'inTrialId': '2', 'birthDate': None, 'id': -52, 'deathDate': None, 'sexCd': 'Male', 'race': 'Latino', 'age': 35, 'maritalStatus': None, 'trial': 'EHR', 'sex': 'male'}]</td>\n",
-       "      <td>[{'name': 'EHR'}]</td>\n",
-       "      <td>[{'encounterNum': -71, 'activeStatusCd': None, 'patientInTrialId': '1', 'startDate': '2016-03-29T07:00:00Z', 'endDate': '2016-03-29T09:00:00Z', 'locationCd': None, 'inoutCd': None}, {'encounterNum': -72, 'activeStatusCd': None, 'patientInTrialId': '1', 'startDate': '2016-03-29T22:00:00Z', 'endDate': None, 'locationCd': None, 'inoutCd': None}, {'encounterNum': -81, 'activeStatusCd': None, 'patientInTrialId': '2', 'startDate': None, 'endDate': None, 'locationCd': None, 'inoutCd': None}, {'encounterNum': -82, 'activeStatusCd': None, 'patientInTrialId': '2', 'startDate': '2016-05-24T22:00:00Z', 'endDate': '2016-05-27T22:00:00Z', 'locationCd': None, 'inoutCd': None}, {'encounterNum': -83, 'activeStatusCd': None, 'patientInTrialId': '2', 'startDate': '2015-12-29T23:00:00Z', 'endDate': '2015-12-31T23:00:00Z', 'locationCd': None, 'inoutCd': None}, {'encounterNum': -91, 'activeStatusCd': None, 'patientInTrialId': '3', 'startDate': '2016-03-29T22:00:00Z', 'endDate': '2016-04-03T22:00:00Z', '...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                                                                                                                                                 concept  \\\n",
-       "0  [{'conceptCode': 'EHR:DEM:AGE', 'conceptPath': '\\Public Studies\\EHR\\Demography\\Age\\'}, {'conceptCode': 'EHR:VSIGN:HR', 'conceptPath': '\\Public Studies\\EHR\\Vital Signs\\Heart Rate\\'}]   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       patient  \\\n",
-       "0  [{'religion': None, 'inTrialId': '1', 'birthDate': None, 'id': -62, 'deathDate': None, 'sexCd': 'Male', 'race': 'Caucasian', 'age': 30, 'maritalStatus': None, 'trial': 'EHR', 'sex': 'male'}, {'religion': None, 'inTrialId': '3', 'birthDate': None, 'id': -42, 'deathDate': None, 'sexCd': 'Female', 'race': 'Caucasian', 'age': 52, 'maritalStatus': None, 'trial': 'EHR', 'sex': 'female'}, {'religion': None, 'inTrialId': '2', 'birthDate': None, 'id': -52, 'deathDate': None, 'sexCd': 'Male', 'race': 'Latino', 'age': 35, 'maritalStatus': None, 'trial': 'EHR', 'sex': 'male'}]   \n",
-       "\n",
-       "               study  \\\n",
-       "0  [{'name': 'EHR'}]   \n",
-       "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     visit  \n",
-       "0  [{'encounterNum': -71, 'activeStatusCd': None, 'patientInTrialId': '1', 'startDate': '2016-03-29T07:00:00Z', 'endDate': '2016-03-29T09:00:00Z', 'locationCd': None, 'inoutCd': None}, {'encounterNum': -72, 'activeStatusCd': None, 'patientInTrialId': '1', 'startDate': '2016-03-29T22:00:00Z', 'endDate': None, 'locationCd': None, 'inoutCd': None}, {'encounterNum': -81, 'activeStatusCd': None, 'patientInTrialId': '2', 'startDate': None, 'endDate': None, 'locationCd': None, 'inoutCd': None}, {'encounterNum': -82, 'activeStatusCd': None, 'patientInTrialId': '2', 'startDate': '2016-05-24T22:00:00Z', 'endDate': '2016-05-27T22:00:00Z', 'locationCd': None, 'inoutCd': None}, {'encounterNum': -83, 'activeStatusCd': None, 'patientInTrialId': '2', 'startDate': '2015-12-29T23:00:00Z', 'endDate': '2015-12-31T23:00:00Z', 'locationCd': None, 'inoutCd': None}, {'encounterNum': -91, 'activeStatusCd': None, 'patientInTrialId': '3', 'startDate': '2016-03-29T22:00:00Z', 'endDate': '2016-04-03T22:00:00Z', '...  "
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "json_normalize(obs['dimensionElements'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>conceptCode</th>\n",
-       "      <th>conceptPath</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>EHR:DEM:AGE</td>\n",
-       "      <td>\\Public Studies\\EHR\\Demography\\Age\\</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>EHR:VSIGN:HR</td>\n",
-       "      <td>\\Public Studies\\EHR\\Vital Signs\\Heart Rate\\</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    conceptCode                                  conceptPath\n",
-       "0   EHR:DEM:AGE          \\Public Studies\\EHR\\Demography\\Age\\\n",
-       "1  EHR:VSIGN:HR  \\Public Studies\\EHR\\Vital Signs\\Heart Rate\\"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "json_normalize(obs['dimensionElements']['concept'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>age</th>\n",
-       "      <th>birthDate</th>\n",
-       "      <th>deathDate</th>\n",
-       "      <th>id</th>\n",
-       "      <th>inTrialId</th>\n",
-       "      <th>maritalStatus</th>\n",
-       "      <th>race</th>\n",
-       "      <th>religion</th>\n",
-       "      <th>sex</th>\n",
-       "      <th>sexCd</th>\n",
-       "      <th>trial</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>30</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>-62</td>\n",
-       "      <td>1</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>male</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>EHR</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>52</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>-42</td>\n",
-       "      <td>3</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Caucasian</td>\n",
-       "      <td>None</td>\n",
-       "      <td>female</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>EHR</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>35</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>-52</td>\n",
-       "      <td>2</td>\n",
-       "      <td>None</td>\n",
-       "      <td>Latino</td>\n",
-       "      <td>None</td>\n",
-       "      <td>male</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>EHR</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   age birthDate deathDate  id inTrialId maritalStatus       race religion  \\\n",
-       "0   30      None      None -62         1          None  Caucasian     None   \n",
-       "1   52      None      None -42         3          None  Caucasian     None   \n",
-       "2   35      None      None -52         2          None     Latino     None   \n",
-       "\n",
-       "      sex   sexCd trial  \n",
-       "0    male    Male   EHR  \n",
-       "1  female  Female   EHR  \n",
-       "2    male    Male   EHR  "
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "json_normalize(obs['dimensionElements']['patient'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>name</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>EHR</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  name\n",
-       "0  EHR"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "json_normalize(obs['dimensionElements']['study'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "deletable": true,
     "editable": true
    },
-   "outputs": [
-    {
-     "ename": "KeyError",
-     "evalue": "'trial visit'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-19-d6ec9e44cf8e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mjson_normalize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'dimensionElements'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'trial visit'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m: 'trial visit'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "json_normalize(obs['dimensionElements']['trial visit'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "deletable": true,
+    "editable": true
    },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>activeStatusCd</th>\n",
-       "      <th>encounterNum</th>\n",
-       "      <th>endDate</th>\n",
-       "      <th>inoutCd</th>\n",
-       "      <th>locationCd</th>\n",
-       "      <th>patientInTrialId</th>\n",
-       "      <th>startDate</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>None</td>\n",
-       "      <td>-71</td>\n",
-       "      <td>2016-03-29T09:00:00Z</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2016-03-29T07:00:00Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>None</td>\n",
-       "      <td>-72</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2016-03-29T22:00:00Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>None</td>\n",
-       "      <td>-81</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>2</td>\n",
-       "      <td>None</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>None</td>\n",
-       "      <td>-82</td>\n",
-       "      <td>2016-05-27T22:00:00Z</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2016-05-24T22:00:00Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>None</td>\n",
-       "      <td>-83</td>\n",
-       "      <td>2015-12-31T23:00:00Z</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2015-12-29T23:00:00Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>None</td>\n",
-       "      <td>-91</td>\n",
-       "      <td>2016-04-03T22:00:00Z</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2016-03-29T22:00:00Z</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>None</td>\n",
-       "      <td>-92</td>\n",
-       "      <td>2016-05-05T21:59:59Z</td>\n",
-       "      <td>None</td>\n",
-       "      <td>None</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2016-05-04T22:00:00Z</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  activeStatusCd  encounterNum               endDate inoutCd locationCd  \\\n",
-       "0           None           -71  2016-03-29T09:00:00Z    None       None   \n",
-       "1           None           -72                  None    None       None   \n",
-       "2           None           -81                  None    None       None   \n",
-       "3           None           -82  2016-05-27T22:00:00Z    None       None   \n",
-       "4           None           -83  2015-12-31T23:00:00Z    None       None   \n",
-       "5           None           -91  2016-04-03T22:00:00Z    None       None   \n",
-       "6           None           -92  2016-05-05T21:59:59Z    None       None   \n",
-       "\n",
-       "  patientInTrialId             startDate  \n",
-       "0                1  2016-03-29T07:00:00Z  \n",
-       "1                1  2016-03-29T22:00:00Z  \n",
-       "2                2                  None  \n",
-       "3                2  2016-05-24T22:00:00Z  \n",
-       "4                2  2015-12-29T23:00:00Z  \n",
-       "5                3  2016-03-29T22:00:00Z  \n",
-       "6                3  2016-05-04T22:00:00Z  "
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "json_normalize(obs['dimensionElements']['visit'])"
    ]