Entity extraction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import spacy\n",
    "import nltk\n",
    "import pprint\n",
    "\n",
    "nlp = spacy.load('en_core_web_sm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: en_core_web_sm==2.0.0 from https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.0.0/en_core_web_sm-2.0.0.tar.gz#egg=en_core_web_sm==2.0.0 in /usr/local/lib/python3.7/site-packages (2.0.0)\n",
      "\n",
      "\u001b[93m    Linking successful\u001b[0m\n",
      "    /usr/local/lib/python3.7/site-packages/en_core_web_sm -->\n",
      "    /Users/erdmann/Library/Python/3.7/lib/python/site-packages/spacy/data/en_core_web_sm\n",
      "\n",
      "    You can now load the model via spacy.load('en_core_web_sm')\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Install a pip package in the current Jupyter kernel\n",
    "import sys\n",
    "#!{sys.executable} -m pip install spacy\n",
    "!{sys.executable} -m spacy download en_core_web_sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Eingabe: Eine Zeile der Liste mit den Metadaten, so wie in der Beispieldatei\n",
    "\n",
    "def get_ConflictsOfInterests(metadata):\n",
    "    #angenommen, der Conflict-of-interest parameter steht an der dritten Stelle, sonst hier anpassen\n",
    "    #hier wird der Parsetree mit Spacy gebaut\n",
    "    doc = nlp(metadata[3])\n",
    "    candidates=[]\n",
    "    \n",
    "    #geht jeden Satz (und dabei auch jedes Verb) durch\n",
    "    for token in doc:\n",
    "        \n",
    "        #Wurzel (verb) finden\n",
    "        if token.head.text == token.text and token.pos_ == 'VERB':\n",
    "            \n",
    "            \n",
    "            #Autor wird gefunden, glücklicherweise sind die Sätze fast alle so strukturiert, dass der gesponserte links steht\n",
    "            left_side = [' '.join([t.text for t in token.subtree]) for token in token.lefts if token.pos_ in ['PROPN','NOUN','PRON']]\n",
    "            \n",
    "            #wenn kein neues Subjekt da ist (oder er/sie), behalten wir einfach das vorherige\n",
    "            if len(left_side)==1 and left_side[0].lower() not in ['he','she']:\n",
    "                candidate_left = left_side[0]\n",
    "                    \n",
    "        \n",
    "                \n",
    "            #findet die Relation (was supported, was funded etc), eigentlich unnötig for now, deswegen auskommentiert       \n",
    "            #verbterm = ' '.join([' '.join([t.text for t in token.subtree]) for token in token.lefts if not token.pos_ in ['PROPN','NOUN','PRON']])+' '+token.text\n",
    "                \n",
    "            \n",
    "            #findet die sponsornenden Firmen\n",
    "            #weil nicht immer eindeutig nehmen wir erstmal alle möglichen Teilstrings hier auf, das kann man vllt hinterher noch schöner machen aber für die Suche ist dann zumindest alles da drin\n",
    "            right_side = [' '.join([t.text for t in token.subtree]) for token in token.rights]\n",
    "            candidates_right = []\n",
    "                \n",
    "            #fängt an mit allen Wurzeln rechts des Verbs und iteriert dann durch\n",
    "            children = [c for c in token.rights]\n",
    "            while children!=[]:\n",
    "                c = children.pop()\n",
    "                    \n",
    "                #wenn es ein Eigenname ist wird der Substring aufgenommen\n",
    "                if c.pos_=='PROPN':\n",
    "                    candidates_right.append(' '.join([t.text for t in c.subtree]))\n",
    "                        \n",
    "                #in jedem Fall werden alle Kinder weiter verarbeitet\n",
    "                children=children+[d for d in c.children]\n",
    "                    \n",
    "            #die Kandidatenliste für mögliche Interessenskonflikte wird dann erstellt\n",
    "            candidates = candidates+[[candidate_left, c] for c in candidates_right]\n",
    "            \n",
    "            \n",
    "            \n",
    "            \n",
    "        ########'TODOS'##############\n",
    "        #die linken Seiten auflösen, so dass geschaut wird, ob es einer der Autoren aus der Autorenliste ist und wenn nicht für jeden Autor einen Interessenskonflikt erstellen\n",
    "        #es werden noch viel zu viele Unternehmenskandidaten erstellt, vllt kann man das noch ein wenig verbessern  \n",
    "            \n",
    "            \n",
    "            \n",
    "    return(candidates)\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['The ALFSG', 'the National Institutes of Health ( National Institute of Diabetes , Digestive and Kidney Disease )']\n",
      "['The ALFSG', 'National Institute of Diabetes , Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Digestive and Kidney Disease']\n",
      "['The ALFSG', 'Kidney Disease']\n",
      "['The ALFSG', 'Kidney']\n",
      "['The ALFSG', 'Diabetes']\n",
      "['The ALFSG', 'National']\n",
      "['The ALFSG', 'Health']\n",
      "['The ALFSG', 'National']\n",
      "\n",
      "['Laura E. Targownik', 'Takeda Canada , Janssen Canada , Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Janssen Canada , Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Mallinkrodt']\n",
      "['Laura E. Targownik', 'Pfizer']\n",
      "['Laura E. Targownik', 'Janssen']\n",
      "['Laura E. Targownik', 'Takeda']\n",
      "['Charles N. Bernstein', 'the Bi gham Chair in Gastroenterology']\n",
      "['Charles N. Bernstein', 'Gastroenterology']\n",
      "['Charles N. Bernstein', 'gham']\n",
      "['Charles N. Bernstein', 'Bi']\n",
      "['Charles N. Bernstein', 'Mylan Pharmaceuticals']\n",
      "['Charles N. Bernstein', 'Mylan']\n",
      "['Charles N. Bernstein', 'Abbvie Canada , Ferring Canada , Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Ferring Canada , Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Pfizer']\n",
      "['Charles N. Bernstein', 'Napo']\n",
      "['Charles N. Bernstein', 'Janssen']\n",
      "['Charles N. Bernstein', 'Ferring']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Charles N. Bernstein', 'Mylan Pharmaceuticals']\n",
      "['Charles N. Bernstein', 'Mylan']\n",
      "['Charles N. Bernstein', 'Abbvie Canada , Janssen Canada , Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Janssen Canada , Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Janssen']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Charles N. Bernstein', 'Ferring Canada and Shire Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Ferring']\n",
      "['Charles N. Bernstein', 'Abbvie Canada']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Harminder Singh', 'Merck Canada']\n",
      "['Harminder Singh', 'Merck']\n",
      "['Harminder Singh', 'Pendopharm and Ferring Canada']\n",
      "['Harminder Singh', 'Ferring Canada']\n",
      "['Harminder Singh', 'Ferring']\n",
      "\n",
      "['This research', 'Crohn ’s and Colitis Canada']\n",
      "['This research', 'Colitis Canada']\n",
      "['This research', 'Colitis']\n",
      "['This research', 'Crohn']\n",
      "\n",
      "['Laura E. Targownik', 'Takeda Canada , Janssen Canada , Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Janssen Canada , Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Mallinkrodt']\n",
      "['Laura E. Targownik', 'Pfizer']\n",
      "['Laura E. Targownik', 'Janssen']\n",
      "['Laura E. Targownik', 'Takeda']\n",
      "['Charles N. Bernstein', 'the Bi gham Chair in Gastroenterology']\n",
      "['Charles N. Bernstein', 'Gastroenterology']\n",
      "['Charles N. Bernstein', 'gham']\n",
      "['Charles N. Bernstein', 'Bi']\n",
      "['Charles N. Bernstein', 'Mylan Pharmaceuticals']\n",
      "['Charles N. Bernstein', 'Mylan']\n",
      "['Charles N. Bernstein', 'Abbvie Canada , Ferring Canada , Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Ferring Canada , Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Pfizer']\n",
      "['Charles N. Bernstein', 'Napo']\n",
      "['Charles N. Bernstein', 'Janssen']\n",
      "['Charles N. Bernstein', 'Ferring']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Charles N. Bernstein', 'Mylan Pharmaceuticals']\n",
      "['Charles N. Bernstein', 'Mylan']\n",
      "['Charles N. Bernstein', 'Abbvie Canada , Janssen Canada , Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Janssen Canada , Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Janssen']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Charles N. Bernstein', 'Ferring Canada and Shire Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Ferring']\n",
      "['Charles N. Bernstein', 'Abbvie Canada']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Harminder Singh', 'Merck Canada']\n",
      "['Harminder Singh', 'Merck']\n",
      "['Harminder Singh', 'Pendopharm and Ferring Canada']\n",
      "['Harminder Singh', 'Ferring Canada']\n",
      "['Harminder Singh', 'Ferring']\n",
      "\n",
      "['This research', 'Crohn ’s and Colitis Canada']\n",
      "['This research', 'Colitis Canada']\n",
      "['This research', 'Colitis']\n",
      "['This research', 'Crohn']\n",
      "\n",
      "['Laura E. Targownik', 'Takeda Canada , Janssen Canada , Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Janssen Canada , Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Mallinkrodt']\n",
      "['Laura E. Targownik', 'Pfizer']\n",
      "['Laura E. Targownik', 'Janssen']\n",
      "['Laura E. Targownik', 'Takeda']\n",
      "['Charles N. Bernstein', 'the Bi gham Chair in Gastroenterology']\n",
      "['Charles N. Bernstein', 'Gastroenterology']\n",
      "['Charles N. Bernstein', 'gham']\n",
      "['Charles N. Bernstein', 'Bi']\n",
      "['Charles N. Bernstein', 'Mylan Pharmaceuticals']\n",
      "['Charles N. Bernstein', 'Mylan']\n",
      "['Charles N. Bernstein', 'Abbvie Canada , Ferring Canada , Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Ferring Canada , Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Pfizer']\n",
      "['Charles N. Bernstein', 'Napo']\n",
      "['Charles N. Bernstein', 'Janssen']\n",
      "['Charles N. Bernstein', 'Ferring']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Charles N. Bernstein', 'Mylan Pharmaceuticals']\n",
      "['Charles N. Bernstein', 'Mylan']\n",
      "['Charles N. Bernstein', 'Abbvie Canada , Janssen Canada , Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Janssen Canada , Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Janssen']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Charles N. Bernstein', 'Ferring Canada and Shire Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Ferring']\n",
      "['Charles N. Bernstein', 'Abbvie Canada']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Harminder Singh', 'Merck Canada']\n",
      "['Harminder Singh', 'Merck']\n",
      "['Harminder Singh', 'Pendopharm and Ferring Canada']\n",
      "['Harminder Singh', 'Ferring Canada']\n",
      "['Harminder Singh', 'Ferring']\n",
      "\n",
      "['This research', 'Crohn ’s and Colitis Canada']\n",
      "['This research', 'Colitis Canada']\n",
      "['This research', 'Colitis']\n",
      "['This research', 'Crohn']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Laura E. Targownik', 'Takeda Canada , Janssen Canada , Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Janssen Canada , Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Mallinkrodt']\n",
      "['Laura E. Targownik', 'Pfizer']\n",
      "['Laura E. Targownik', 'Janssen']\n",
      "['Laura E. Targownik', 'Takeda']\n",
      "['Charles N. Bernstein', 'the Bi gham Chair in Gastroenterology']\n",
      "['Charles N. Bernstein', 'Gastroenterology']\n",
      "['Charles N. Bernstein', 'gham']\n",
      "['Charles N. Bernstein', 'Bi']\n",
      "['Charles N. Bernstein', 'Mylan Pharmaceuticals']\n",
      "['Charles N. Bernstein', 'Mylan']\n",
      "['Charles N. Bernstein', 'Abbvie Canada , Ferring Canada , Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Ferring Canada , Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Pfizer']\n",
      "['Charles N. Bernstein', 'Napo']\n",
      "['Charles N. Bernstein', 'Janssen']\n",
      "['Charles N. Bernstein', 'Ferring']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Charles N. Bernstein', 'Mylan Pharmaceuticals']\n",
      "['Charles N. Bernstein', 'Mylan']\n",
      "['Charles N. Bernstein', 'Abbvie Canada , Janssen Canada , Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Janssen Canada , Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Janssen']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Charles N. Bernstein', 'Ferring Canada and Shire Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Ferring']\n",
      "['Charles N. Bernstein', 'Abbvie Canada']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Harminder Singh', 'Merck Canada']\n",
      "['Harminder Singh', 'Merck']\n",
      "['Harminder Singh', 'Pendopharm and Ferring Canada']\n",
      "['Harminder Singh', 'Ferring Canada']\n",
      "['Harminder Singh', 'Ferring']\n",
      "\n",
      "['This research', 'Crohn ’s and Colitis Canada']\n",
      "['This research', 'Colitis Canada']\n",
      "['This research', 'Colitis']\n",
      "['This research', 'Crohn']\n",
      "\n",
      "['Laura E. Targownik', 'Takeda Canada , Janssen Canada , Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Janssen Canada , Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Pfizer Canada , and Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Mallinkrodt USA']\n",
      "['Laura E. Targownik', 'Mallinkrodt']\n",
      "['Laura E. Targownik', 'Pfizer']\n",
      "['Laura E. Targownik', 'Janssen']\n",
      "['Laura E. Targownik', 'Takeda']\n",
      "['Charles N. Bernstein', 'the Bi gham Chair in Gastroenterology']\n",
      "['Charles N. Bernstein', 'Gastroenterology']\n",
      "['Charles N. Bernstein', 'gham']\n",
      "['Charles N. Bernstein', 'Bi']\n",
      "['Charles N. Bernstein', 'Mylan Pharmaceuticals']\n",
      "['Charles N. Bernstein', 'Mylan']\n",
      "['Charles N. Bernstein', 'Abbvie Canada , Ferring Canada , Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Ferring Canada , Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Janssen Canada , Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Napo Pharmaceuticals , Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Pfizer Canada , Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada , Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Pfizer']\n",
      "['Charles N. Bernstein', 'Napo']\n",
      "['Charles N. Bernstein', 'Janssen']\n",
      "['Charles N. Bernstein', 'Ferring']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Charles N. Bernstein', 'Mylan Pharmaceuticals']\n",
      "['Charles N. Bernstein', 'Mylan']\n",
      "['Charles N. Bernstein', 'Abbvie Canada , Janssen Canada , Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Janssen Canada , Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada , and Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda Canada']\n",
      "['Charles N. Bernstein', 'Takeda']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Janssen']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Charles N. Bernstein', 'Ferring Canada and Shire Canada']\n",
      "['Charles N. Bernstein', 'Shire Canada']\n",
      "['Charles N. Bernstein', 'Shire']\n",
      "['Charles N. Bernstein', 'Ferring']\n",
      "['Charles N. Bernstein', 'Abbvie Canada']\n",
      "['Charles N. Bernstein', 'Abbvie']\n",
      "['Harminder Singh', 'Merck Canada']\n",
      "['Harminder Singh', 'Merck']\n",
      "['Harminder Singh', 'Pendopharm and Ferring Canada']\n",
      "['Harminder Singh', 'Ferring Canada']\n",
      "['Harminder Singh', 'Ferring']\n",
      "\n",
      "['This research', 'Crohn ’s and Colitis Canada']\n",
      "['This research', 'Colitis Canada']\n",
      "['This research', 'Colitis']\n",
      "['This research', 'Crohn']\n",
      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
      "['This study', 'CA']\n",
      "['This study', 'South San Francisco ,']\n",
      "['This study', 'San']\n",
      "['This study', 'South']\n",
      "['This study', 'NGM']\n",
      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
      "['The study', 'NIH']\n",
      "['The study', 'Clinical Research']\n",
      "['The study', 'Clinical']\n",
      "['The study', 'Clinic']\n",
      "['The study', 'Mayo']\n",
      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
      "['This study', 'CA']\n",
      "['This study', 'South San Francisco ,']\n",
      "['This study', 'San']\n",
      "['This study', 'South']\n",
      "['This study', 'NGM']\n",
      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
      "['The study', 'NIH']\n",
      "['The study', 'Clinical Research']\n",
      "['The study', 'Clinical']\n",
      "['The study', 'Clinic']\n",
      "['The study', 'Mayo']\n",
      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
      "['This study', 'CA']\n",
      "['This study', 'South San Francisco ,']\n",
      "['This study', 'San']\n",
      "['This study', 'South']\n",
      "['This study', 'NGM']\n",
      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
      "['The study', 'NIH']\n",
      "['The study', 'Clinical Research']\n",
      "['The study', 'Clinical']\n",
      "['The study', 'Clinic']\n",
      "['The study', 'Mayo']\n",
      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
      "['This study', 'CA']\n",
      "['This study', 'South San Francisco ,']\n",
      "['This study', 'San']\n",
      "['This study', 'South']\n",
      "['This study', 'NGM']\n",
      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
      "['The study', 'NIH']\n",
      "['The study', 'Clinical Research']\n",
      "['The study', 'Clinical']\n",
      "['The study', 'Clinic']\n",
      "['The study', 'Mayo']\n",
      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
      "['This study', 'CA']\n",
      "['This study', 'South San Francisco ,']\n",
      "['This study', 'San']\n",
      "['This study', 'South']\n",
      "['This study', 'NGM']\n",
      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
      "['The study', 'NIH']\n",
      "['The study', 'Clinical Research']\n",
      "['The study', 'Clinical']\n",
      "['The study', 'Clinic']\n",
      "['The study', 'Mayo']\n",
      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
      "['This study', 'CA']\n",
      "['This study', 'South San Francisco ,']\n",
      "['This study', 'San']\n",
      "['This study', 'South']\n",
      "['This study', 'NGM']\n",
      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
      "['The study', 'NIH']\n",
      "['The study', 'Clinical Research']\n",
      "['The study', 'Clinical']\n",
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      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
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      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
      "['The study', 'NIH']\n",
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      "['The study', 'Clinical']\n",
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      "['The study', 'Mayo']\n",
      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
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      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
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      "['The study', 'Clinical']\n",
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      "['The study', 'Mayo']\n",
      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
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      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
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      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
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      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
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      "['M.C.', 'National Institutes of Health']\n",
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      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
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      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
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      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
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      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
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      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
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      "['The study', 'Clinical']\n",
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      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
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      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
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      "['The study', 'Clinical Research']\n",
      "['The study', 'Clinical']\n",
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      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
      "['This study', 'CA']\n",
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      "['This study', 'San']\n",
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      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
      "['The study', 'NIH']\n",
      "['The study', 'Clinical Research']\n",
      "['The study', 'Clinical']\n",
      "['The study', 'Clinic']\n",
      "['The study', 'Mayo']\n",
      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
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      "['This study', 'San']\n",
      "['This study', 'South']\n",
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      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
      "['The study', 'NIH']\n",
      "['The study', 'Clinical Research']\n",
      "['The study', 'Clinical']\n",
      "['The study', 'Clinic']\n",
      "['The study', 'Mayo']\n",
      "\n",
      "['K.K. and S.J.R.', 'NGM Biopharmaceuticals']\n",
      "['K.K. and S.J.R.', 'NGM']\n",
      "\n",
      "['This study', 'NGM Biopharmaceuticals , South San Francisco , CA']\n",
      "['This study', 'CA']\n",
      "['This study', 'South San Francisco ,']\n",
      "['This study', 'San']\n",
      "['This study', 'South']\n",
      "['This study', 'NGM']\n",
      "['The study drug , NGM282 ,', 'NGM Biopharmaceuticals']\n",
      "['The study drug , NGM282 ,', 'NGM']\n",
      "['M.C.', 'National Institutes of Health']\n",
      "['M.C.', 'Health']\n",
      "['M.C.', 'National']\n",
      "['M.C.', 'R01-Disha Khemani92179']\n",
      "['M.C.', 'R01-Disha']\n",
      "['The study', 'the Mayo Clinic Clinical Research Unit , which is supported by grant UL1-TR002377 from NIH']\n",
      "['The study', 'NIH']\n",
      "['The study', 'Clinical Research']\n",
      "['The study', 'Clinical']\n",
      "['The study', 'Clinic']\n",
      "['The study', 'Mayo']\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "['Fondation ARC', 'Institut National de la Santé et de la Recherche Médicale ( INSERM ) , Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Université Paris 13 .']\n",
      "['Fondation ARC', 'Université']\n",
      "['Fondation ARC', '( CNAM )']\n",
      "['Fondation ARC', 'et Métiers']\n",
      "['Fondation ARC', 'des']\n",
      "['Fondation ARC', 'National']\n",
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      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Université Paris 13 .']\n",
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      "['Fondation ARC', 'Institut National de la Santé et de la Recherche Médicale ( INSERM ) , Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
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      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
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      "['Fondation ARC', 'Institut National de la Santé et de la Recherche Médicale ( INSERM ) , Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
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      "['Fondation ARC', 'Ile']\n",
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      "['Fondation ARC', 'Institut National de la Santé et de la Recherche Médicale ( INSERM ) , Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Université Paris 13 .']\n",
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      "['Fondation ARC', 'Ile']\n",
      "['Fondation ARC', 'Région']\n",
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      "['Fondation ARC', 'Institut National de la Santé et de la Recherche Médicale ( INSERM ) , Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
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      "['Fondation ARC', 'Ile']\n",
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      "['Fondation ARC', 'Institut National de la Santé et de la Recherche Médicale ( INSERM ) , Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
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      "['Fondation ARC', 'Région']\n",
      "\n"
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      "['Fondation ARC', 'Institut National de la Santé et de la Recherche Médicale ( INSERM ) , Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Université Paris 13 .']\n",
      "['Fondation ARC', 'Université']\n",
      "['Fondation ARC', '( CNAM )']\n",
      "['Fondation ARC', 'et Métiers']\n",
      "['Fondation ARC', 'des']\n",
      "['Fondation ARC', 'National']\n",
      "['Fondation ARC', 'Conservatoire']\n",
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      "['Fondation ARC', 'de']\n",
      "['Fondation ARC', 'National']\n",
      "['Fondation ARC', 'Institut']\n",
      "['Fondation ARC', 'et de la Recherche Médicale ( INSERM )']\n",
      "['Fondation ARC', 'INSERM']\n",
      "['Fondation ARC', 'Recherche']\n",
      "['Fondation ARC', 'et de la']\n",
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      "['Fondation ARC', 'Région Ile - de - France']\n",
      "['Fondation ARC', 'de']\n",
      "['Fondation ARC', 'Ile']\n",
      "['Fondation ARC', 'Région']\n",
      "\n",
      "['Fondation ARC', 'Institut National de la Santé et de la Recherche Médicale ( INSERM ) , Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Université Paris 13 .']\n",
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      "['Fondation ARC', 'et de la Recherche Médicale ( INSERM )']\n",
      "['Fondation ARC', 'INSERM']\n",
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      "['Fondation ARC', 'National']\n",
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      "['Fondation ARC', 'Région Ile - de - France']\n",
      "['Fondation ARC', 'de']\n",
      "['Fondation ARC', 'Ile']\n",
      "['Fondation ARC', 'Région']\n",
      "\n",
      "['Fondation ARC', 'Institut National de la Santé et de la Recherche Médicale ( INSERM ) , Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Institut National de la Recherche Agronomique ( INRA ) , Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Conservatoire National des Arts et Métiers ( CNAM ) , and Université Paris 13 .']\n",
      "['Fondation ARC', 'Université Paris 13 .']\n",
      "['Fondation ARC', 'Université']\n",
      "['Fondation ARC', '( CNAM )']\n",
      "['Fondation ARC', 'et Métiers']\n",
      "['Fondation ARC', 'des']\n",
      "['Fondation ARC', 'National']\n",
      "['Fondation ARC', 'Conservatoire']\n",
      "['Fondation ARC', 'INRA']\n",
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      "['Fondation ARC', 'la']\n",
      "['Fondation ARC', 'de']\n",
      "['Fondation ARC', 'National']\n",
      "['Fondation ARC', 'Institut']\n",
      "['Fondation ARC', 'et de la Recherche Médicale ( INSERM )']\n",
      "['Fondation ARC', 'INSERM']\n",
      "['Fondation ARC', 'Recherche']\n",
      "['Fondation ARC', 'et de la']\n",
      "['Fondation ARC', 'et']\n",
      "['Fondation ARC', 'Santé']\n",
      "['Fondation ARC', 'de']\n",
      "['Fondation ARC', 'National']\n",
      "['Fondation ARC', 'Institut']\n",
      "['Fondation ARC', 'Région Ile - de - France ( CORDDIM )']\n",
      "['Fondation ARC', 'Région Ile - de - France']\n",
      "['Fondation ARC', 'de']\n",
      "['Fondation ARC', 'Ile']\n",
      "['Fondation ARC', 'Région']\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
      "['This work', 'Thorsten']\n",
      "['This work', 'Felix']\n",
      "['This work', 'the Swiss National Funds ( SNF no . 310030_169196 ) and the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'Alcohol Research ( SSA']\n",
      "['This work', 'Research']\n",
      "['This work', 'Alcohol']\n",
      "['This work', 'Swiss']\n",
      "['This work', 'SNF no . 310030_169196']\n",
      "['This work', 'National']\n",
      "['This work', 'Swiss']\n",
      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n",
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
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      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n",
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
      "['This work', 'Thorsten']\n",
      "['This work', 'Felix']\n",
      "['This work', 'the Swiss National Funds ( SNF no . 310030_169196 ) and the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'Alcohol Research ( SSA']\n",
      "['This work', 'Research']\n",
      "['This work', 'Alcohol']\n",
      "['This work', 'Swiss']\n",
      "['This work', 'SNF no . 310030_169196']\n",
      "['This work', 'National']\n",
      "['This work', 'Swiss']\n",
      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n",
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
      "['This work', 'Thorsten']\n",
      "['This work', 'Felix']\n",
      "['This work', 'the Swiss National Funds ( SNF no . 310030_169196 ) and the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'Alcohol Research ( SSA']\n",
      "['This work', 'Research']\n",
      "['This work', 'Alcohol']\n",
      "['This work', 'Swiss']\n",
      "['This work', 'SNF no . 310030_169196']\n",
      "['This work', 'National']\n",
      "['This work', 'Swiss']\n",
      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n",
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
      "['This work', 'Thorsten']\n",
      "['This work', 'Felix']\n",
      "['This work', 'the Swiss National Funds ( SNF no . 310030_169196 ) and the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'Alcohol Research ( SSA']\n",
      "['This work', 'Research']\n",
      "['This work', 'Alcohol']\n",
      "['This work', 'Swiss']\n",
      "['This work', 'SNF no . 310030_169196']\n",
      "['This work', 'National']\n",
      "['This work', 'Swiss']\n",
      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n",
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
      "['This work', 'Thorsten']\n",
      "['This work', 'Felix']\n",
      "['This work', 'the Swiss National Funds ( SNF no . 310030_169196 ) and the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'Alcohol Research ( SSA']\n",
      "['This work', 'Research']\n",
      "['This work', 'Alcohol']\n",
      "['This work', 'Swiss']\n",
      "['This work', 'SNF no . 310030_169196']\n",
      "['This work', 'National']\n",
      "['This work', 'Swiss']\n",
      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n",
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
      "['This work', 'Thorsten']\n",
      "['This work', 'Felix']\n",
      "['This work', 'the Swiss National Funds ( SNF no . 310030_169196 ) and the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'Alcohol Research ( SSA']\n",
      "['This work', 'Research']\n",
      "['This work', 'Alcohol']\n",
      "['This work', 'Swiss']\n",
      "['This work', 'SNF no . 310030_169196']\n",
      "['This work', 'National']\n",
      "['This work', 'Swiss']\n",
      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n",
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
      "['This work', 'Thorsten']\n",
      "['This work', 'Felix']\n",
      "['This work', 'the Swiss National Funds ( SNF no . 310030_169196 ) and the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'Alcohol Research ( SSA']\n",
      "['This work', 'Research']\n",
      "['This work', 'Alcohol']\n",
      "['This work', 'Swiss']\n",
      "['This work', 'SNF no . 310030_169196']\n",
      "['This work', 'National']\n",
      "['This work', 'Swiss']\n",
      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n",
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
      "['This work', 'Thorsten']\n",
      "['This work', 'Felix']\n",
      "['This work', 'the Swiss National Funds ( SNF no . 310030_169196 ) and the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'Alcohol Research ( SSA']\n",
      "['This work', 'Research']\n",
      "['This work', 'Alcohol']\n",
      "['This work', 'Swiss']\n",
      "['This work', 'SNF no . 310030_169196']\n",
      "['This work', 'National']\n",
      "['This work', 'Swiss']\n",
      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
      "['This work', 'Thorsten']\n",
      "['This work', 'Felix']\n",
      "['This work', 'the Swiss National Funds ( SNF no . 310030_169196 ) and the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'Alcohol Research ( SSA']\n",
      "['This work', 'Research']\n",
      "['This work', 'Alcohol']\n",
      "['This work', 'Swiss']\n",
      "['This work', 'SNF no . 310030_169196']\n",
      "['This work', 'National']\n",
      "['This work', 'Swiss']\n",
      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n",
      "['This work', 'Felix Stickel and Thorsten Buch']\n",
      "['This work', 'Thorsten Buch']\n",
      "['This work', 'Thorsten']\n",
      "['This work', 'Felix']\n",
      "['This work', 'the Swiss National Funds ( SNF no . 310030_169196 ) and the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'the Swiss Foundation for Alcohol Research ( SSA )']\n",
      "['This work', 'Alcohol Research ( SSA']\n",
      "['This work', 'Research']\n",
      "['This work', 'Alcohol']\n",
      "['This work', 'Swiss']\n",
      "['This work', 'SNF no . 310030_169196']\n",
      "['This work', 'National']\n",
      "['This work', 'Swiss']\n",
      "['This project', 'the Liver Systems Medicine , the ERACoSysMed project DYNAFrank LammertOW and EPITrio through the German Ministry for Research and Education ( BmBF ) to Jochen Hampe']\n",
      "['This project', 'Jochen Hampe']\n",
      "['This project', 'Jochen']\n",
      "['This project', 'the German Ministry for Research and Education ( BmBF']\n",
      "['This project', 'Research and Education ( BmBF']\n",
      "['This project', 'Research and Education']\n",
      "['This project', 'Education']\n",
      "['This project', 'DYNAFrank LammertOW and EPITrio']\n",
      "['This project', 'DYNAFrank']\n",
      "['This project', 'Systems']\n",
      "['This project', 'Liver']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'the Deutsche Krebshilfe ( 70112169 )']\n",
      "['Hans Dieter Nischalke and Ulrich Spengler', 'Deutsche']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['All authors', 'JAZZ Pharmaceuticals whose product is discussed in this manuscript']\n",
      "['All authors', 'JAZZ']\n",
      "\n",
      "['Dr William D. Chey', 'Albireo , Astra - Zeneca , Forest , Ironwood , Prometheus , Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Astra - Zeneca , Forest , Ironwood , Prometheus , Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Forest , Ironwood , Prometheus , Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Ironwood , Prometheus , Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Prometheus , Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Takeda']\n",
      "['Dr William D. Chey', 'Astra']\n",
      "\n",
      "['Dr William D. Chey', 'Albireo , Astra - Zeneca , Forest , Ironwood , Prometheus , Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Astra - Zeneca , Forest , Ironwood , Prometheus , Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Forest , Ironwood , Prometheus , Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Ironwood , Prometheus , Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Prometheus , Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Salix , and Takeda']\n",
      "['Dr William D. Chey', 'Takeda']\n",
      "['Dr William D. Chey', 'Astra']\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David Katzka092217']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH R01 David']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'R01']\n",
      "['Rena Yadlapati and John E. Pandolfino', 'NIH']\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "['T Teshima', 'Novartis Oncology']\n",
      "['T Teshima', 'Novartis']\n",
      "\n",
      "['T Teshima', 'Novartis Oncology']\n",
      "['T Teshima', 'Novartis']\n",
      "\n",
      "['T Teshima', 'Novartis Oncology']\n",
      "['T Teshima', 'Novartis']\n",
      "\n",
      "['T Teshima', 'Novartis Oncology']\n",
      "['T Teshima', 'Novartis']\n",
      "\n",
      "['T Teshima', 'Novartis Oncology']\n",
      "['T Teshima', 'Novartis']\n",
      "\n",
      "['T Teshima', 'Novartis Oncology']\n",
      "['T Teshima', 'Novartis']\n",
      "\n",
      "['T Teshima', 'Novartis Oncology']\n",
      "['T Teshima', 'Novartis']\n",
      "\n",
      "['Dr Cordonnier', 'Pfizer']\n",
      "['Dr Ribaud', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "\n",
      "['Dr Cordonnier', 'Pfizer']\n",
      "['Dr Ribaud', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "\n",
      "['Dr Cordonnier', 'Pfizer']\n",
      "['Dr Ribaud', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "\n",
      "['Dr Cordonnier', 'Pfizer']\n",
      "['Dr Ribaud', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "\n",
      "['Dr Cordonnier', 'Pfizer']\n",
      "['Dr Ribaud', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "\n",
      "['Dr Cordonnier', 'Pfizer']\n",
      "['Dr Ribaud', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "\n",
      "['Dr Cordonnier', 'Pfizer']\n",
      "['Dr Ribaud', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "\n",
      "['Dr Cordonnier', 'Pfizer']\n",
      "['Dr Ribaud', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "['Dr Ljungman', 'Pfizer']\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols Pharmaceuticals']\n",
      "['Jasmohan S. Bajaj , Florence Wong , Guadalupe Garcia - TsaoT , Scott W. Biggins , JO , K. Rajender Reddy , and Puneeta Tandon', 'Grifols']\n",
      "\n",
      "['The NACSELD registry', 'Grifols Pharmaceuticals']\n",
      "['The NACSELD registry', 'Grifols']\n",
      "\n",
      "['Philippe J. Zamor', 'Merck & Co. , Inc. , Gilead , and AbbVie']\n",
      "['Philippe J. Zamor', 'Inc. , Gilead , and AbbVie']\n",
      "['Philippe J. Zamor', 'Gilead , and AbbVie']\n",
      "['Philippe J. Zamor', 'AbbVie']\n",
      "['Philippe J. Zamor', 'Co.']\n",
      "['John Vierling', 'Merck & Co. , Inc. , AbbVie , Gilead , Bristol - Myers Squibb , Roche - Genentech , and Sundise']\n",
      "['John Vierling', 'Inc. , AbbVie , Gilead , Bristol - Myers Squibb , Roche - Genentech , and Sundise']\n",
      "['John Vierling', 'AbbVie , Gilead , Bristol - Myers Squibb , Roche - Genentech , and Sundise']\n",
      "['John Vierling', 'Gilead , Bristol - Myers Squibb , Roche - Genentech , and Sundise']\n",
      "['John Vierling', 'Bristol - Myers Squibb , Roche - Genentech , and Sundise']\n",
      "['John Vierling', 'Roche - Genentech , and Sundise']\n",
      "['John Vierling', 'Sundise']\n",
      "['John Vierling', 'Roche']\n",
      "['John Vierling', 'Myers']\n",
      "['John Vierling', 'Bristol']\n",
      "['John Vierling', 'Co.']\n",
      "['John Vierling', 'Roche - Genentech']\n",
      "['John Vierling', 'Roche']\n",
      "['John Vierling', 'Merck & Co. , Inc. , AbbVie , Gilead , Bristol - Myers Squibb , and Sundise']\n",
      "['John Vierling', 'Inc. , AbbVie , Gilead , Bristol - Myers Squibb , and Sundise']\n",
      "['John Vierling', 'AbbVie , Gilead , Bristol - Myers Squibb , and Sundise']\n",
      "['John Vierling', 'Gilead , Bristol - Myers Squibb , and Sundise']\n",
      "['John Vierling', 'Bristol - Myers Squibb , and Sundise']\n",
      "['John Vierling', 'Sundise']\n",
      "['John Vierling', 'Myers']\n",
      "['John Vierling', 'Bristol']\n",
      "['John Vierling', 'Co.']\n",
      "['John Vierling', 'Roche - Genentech']\n",
      "['John Vierling', 'Roche']\n",
      "['Reem Ghalib', 'Merck & Co. , Inc. , AbbVie , Gilead , Pfizer , Conatus , Intercept , Celgene , Novartis , Bristol - Myers Squibb , Galectin , and Octeta']\n",
      "['Reem Ghalib', 'Inc. , AbbVie , Gilead , Pfizer , Conatus , Intercept , Celgene , Novartis , Bristol - Myers Squibb , Galectin , and Octeta']\n",
      "['Reem Ghalib', 'AbbVie , Gilead , Pfizer , Conatus , Intercept , Celgene , Novartis , Bristol - Myers Squibb , Galectin , and Octeta']\n",
      "['Reem Ghalib', 'Gilead , Pfizer , Conatus , Intercept , Celgene , Novartis , Bristol - Myers Squibb , Galectin , and Octeta']\n",
      "['Reem Ghalib', 'Pfizer , Conatus , Intercept , Celgene , Novartis , Bristol - Myers Squibb , Galectin , and Octeta']\n",
      "['Reem Ghalib', 'Conatus , Intercept , Celgene , Novartis , Bristol - Myers Squibb , Galectin , and Octeta']\n",
      "['Reem Ghalib', 'Intercept , Celgene , Novartis , Bristol - Myers Squibb , Galectin , and Octeta']\n",
      "['Reem Ghalib', 'Celgene , Novartis , Bristol - Myers Squibb , Galectin , and Octeta']\n",
      "['Reem Ghalib', 'Novartis , Bristol - Myers Squibb , Galectin , and Octeta']\n",
      "['Reem Ghalib', 'Bristol - Myers Squibb , Galectin , and Octeta']\n",
      "['Reem Ghalib', 'Galectin , and Octeta']\n",
      "['Reem Ghalib', 'Octeta']\n",
      "['Reem Ghalib', 'Myers']\n",
      "['Reem Ghalib', 'Bristol']\n",
      "['Reem Ghalib', 'Co.']\n",
      "['Velimir Luketic', 'Merck & Co. , Inc. , Bristol - Myers Squibb , Gilead , Idenix , and AbbVie']\n",
      "['Velimir Luketic', 'Bristol - Myers Squibb , Gilead , Idenix , and AbbVie']\n",
      "['Velimir Luketic', 'Gilead , Idenix , and AbbVie']\n",
      "['Velimir Luketic', 'Idenix , and AbbVie']\n",
      "['Velimir Luketic', 'AbbVie']\n",
      "['Velimir Luketic', 'Myers']\n",
      "['Velimir Luketic', 'Bristol']\n",
      "['Velimir Luketic', 'Inc.']\n",
      "['Velimir Luketic', 'Co.']\n",
      "['Luis Balart', 'Merck & Co. , Inc.']\n",
      "['Luis Balart', 'Inc.']\n",
      "['Luis Balart', 'Co.']\n",
      "['Michael Robertson , Peggy Hwang , George J. Hanna , Bach - Yen Nguyen , Eliav Barr , and Rohit Talwani', 'Merck & Co. , Inc.']\n",
      "['Michael Robertson , Peggy Hwang , George J. Hanna , Bach - Yen Nguyen , Eliav Barr , and Rohit Talwani', 'Merck & Co. ,']\n",
      "['Michael Robertson , Peggy Hwang , George J. Hanna , Bach - Yen Nguyen , Eliav Barr , and Rohit Talwani', 'Co.']\n",
      "['Brian Pearlman', 'Merck & Co. , Inc. , Gilead , and AbbVie']\n",
      "['Brian Pearlman', 'Inc. , Gilead , and AbbVie']\n",
      "['Brian Pearlman', 'Gilead , and AbbVie']\n",
      "['Brian Pearlman', 'AbbVie']\n",
      "['Brian Pearlman', 'Co.']\n",
      "\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "free variable 'candidate_left' referenced before assignment in enclosing scope",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-112-76b85daecc75>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      8\u001b[0m     \u001b[0mfiltered\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mr\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrows\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m!=\u001b[0m\u001b[0;34m\"The authors declare no conflict of interest.\"\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m!=\u001b[0m\u001b[0;34m''\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m!=\u001b[0m\u001b[0;34m\"None.\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mfiltered\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m         \u001b[0;32mfor\u001b[0m \u001b[0mc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mget_ConflictsOfInterests\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     11\u001b[0m             \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m         \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-106-326e18a83450>\u001b[0m in \u001b[0;36mget_ConflictsOfInterests\u001b[0;34m(metadata)\u001b[0m\n\u001b[1;32m     45\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m             \u001b[0;31m#die Kandidatenliste für mögliche Interessenskonflikte wird dann erstellt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m             \u001b[0mcandidates\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcandidates\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcandidate_left\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcandidates_right\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     49\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-106-326e18a83450>\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m     45\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m             \u001b[0;31m#die Kandidatenliste für mögliche Interessenskonflikte wird dann erstellt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m             \u001b[0mcandidates\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcandidates\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcandidate_left\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcandidates_right\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     49\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: free variable 'candidate_left' referenced before assignment in enclosing scope"
     ]
    }
   ],
   "source": [
    "with open('test_closures.csv','r') as file:\n",
    "    reader = csv.reader(file)\n",
    "    rows = [r for r in reader]\n",
    "    \n",
    "    conflicts = set([r[3] for r in rows])\n",
    "    \n",
    "    \n",
    "    filtered = [r for r in rows if r[3]!=\"The authors declare no conflict of interest.\" and r[3]!='' and r[3]!=\"None.\"]\n",
    "    for s in filtered:\n",
    "        for c in get_ConflictsOfInterests(s):\n",
    "            print(c)\n",
    "        print()\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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