VisualizingDataNEW.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "familiar-exclusive",
   "metadata": {},
   "source": [
    "# HATCH -- `Domo Arigato Mr. Roboto`\n",
    "\n",
    "In this hackathon I designed a model that will predict the `history_class` of a user based on multiple differnt criteria. I tried many differnet models before landing on this **sequiental** model. There are many process which I went throught which is explained on the public github --> https://github.com/Kunal2341/HatchHackathon/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "residential-track",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import Libaries\n",
    "import os\n",
    "import time\n",
    "import json\n",
    "import ast\n",
    "from pprint import pprint\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import statistics\n",
    "import numpy as np\n",
    "import random\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "committed-arlington",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir('..')\n",
    "#Data files stored in parent directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "amazing-tattoo",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".ipynb_checkpoints\n",
      "Bullshit.ipynb\n",
      "checkpoints\n",
      "DomArigatoCategoryKey.pdf\n",
      "DomoArigatoData.txt\n",
      "DomoArigatoSurvey.pdf\n",
      "DomoArigatoSurveyNew.pdf\n",
      "Dom_Arigato_Challenge_Description.pdf\n",
      "ethnicities.txt\n",
      "Ignore.ipynb\n",
      "key.json\n",
      "lol.ipynb\n",
      "output.xlsx\n",
      "Poppler\n",
      "streamlit.py\n",
      "testIMG.png\n",
      "testIMG2.png\n",
      "Untitled.ipynb\n",
      "Untitled1.ipynb\n",
      "VisualizingData .ipynb\n",
      "VisualizingDataNEW.ipynb\n"
     ]
    }
   ],
   "source": [
    "os.chdir(\"/Users/kunal/Documents/AAPersonalAIPROJECT/HATCH\")\n",
    "for i in os.listdir(\".\"):\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "peripheral-promise",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import both ethnicity and data files stores in 2d arrays\n",
    "ethnicities = []\n",
    "f = open(\"ethnicities.txt\", \"r\", encoding=\"utf8\")\n",
    "for x in f:\n",
    "    ethnicities.append(x[:-1].lower().strip())\n",
    "arryStrings = []\n",
    "f = open(\"DomoArigatoData.txt\", \"r\")\n",
    "for x in f:\n",
    "    arryStrings.append(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "invisible-employment",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Quick Check for data  ** Nothing Prints **\n",
    "for i in arryStrings[1:]:\n",
    "    if not (i[0:5] == \"FALSE\" or i[0:4] == \"TRUE\"):\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "declared-living",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Extract Gene from row if exists -- NOT USES\n",
    "def gene(line, value):\n",
    "    ct = 0\n",
    "    while ct < 10:\n",
    "        if line[ct] == \"\\t\" and line[ct+1] == \"\\t\":\n",
    "            val= False\n",
    "            return(\"No Gene\")\n",
    "            break\n",
    "        ct+=1\n",
    "    ct2=0\n",
    "    string = \"\"\n",
    "    while ct2 < 15:\n",
    "        if line[ct2] == \"\\t\":\n",
    "            for i in line[ct2+1:]:\n",
    "                string+=i\n",
    "                if i ==\"\\t\":\n",
    "                    return(string.replace(\"\\t\",\"\"))\n",
    "                    break\n",
    "        ct2+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "refined-aberdeen",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extracts first 3 columsn of pathognic, gene, and history_class\n",
    "def calc(line):\n",
    "    ct = 0\n",
    "    string1 = \"\"\n",
    "    while ct < 30:\n",
    "        if line[ct] == \"\\t\" and line[ct+1] == \"\\t\":\n",
    "            #print(\"No Gene\")\n",
    "            #print(line[ct+2:])\n",
    "            for i in line[ct+2:]:\n",
    "                string1+=i\n",
    "                if i ==\"\\t\":\n",
    "                    #print(string.replace(\"\\t\",\"\"))\n",
    "                    return \"No Gene\", string1.replace(\"\\t\",\"\").strip()\n",
    "                    break\n",
    "            break\n",
    "        ct+=1\n",
    "    ct2=0\n",
    "    string = \"\"\n",
    "    stringNew = \"\"\n",
    "    while ct2 < 15:\n",
    "        if line[ct2] == \"\\t\":\n",
    "            ctNew = 0\n",
    "            for i in line[ct2+1:]:\n",
    "                string+=i\n",
    "                if i ==\"\\t\":\n",
    "                    #print(string.replace(\"\\t\",\"\"))\n",
    "                    break\n",
    "                ctNew+=1\n",
    "            #print(line[ct2+ctNew+2:])\n",
    "            for j in line[ct2+ctNew+2:]:\n",
    "                #print(j)\n",
    "                stringNew += j\n",
    "                if j ==\"\\t\":\n",
    "                    #print(stringNew.replace(\"\\t\",\"\"))\n",
    "                    return string.replace(\"\\t\",\"\").strip(), stringNew.replace(\"\\t\",\"\").strip()\n",
    "                    break\n",
    "        ct2+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "loose-childhood",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "UsageError: Line magic function `%%time` not found.\n"
     ]
    }
   ],
   "source": [
    "#Imports Data\n",
    "%%time\n",
    "convertArray = []\n",
    "for line in arryStrings[1:]:\n",
    "    tempArray = []\n",
    "    if line[0:5].strip().upper() == \"FALSE\":\n",
    "        tempArray.append([\"Pathogenic\", \"False\"])  \n",
    "    elif line[0:4].strip().upper() == \"TRUE\":\n",
    "        tempArray.append([\"Pathogenic\", \"True\"])  \n",
    "    else:\n",
    "        raise Exception(\"Invalid first Value\\\"{}\\\"\".format(str(line)))\n",
    "    geneVal, history_classVal = calc(line)\n",
    "    tempArray.append([\"Gene\",geneVal])\n",
    "    tempArray.append([\"History_class\", history_classVal])\n",
    "    if not line.find(\"\\\"\") == -1:\n",
    "        runOther = line[line.find(\"\\\"\")+1:len(line)-1]\n",
    "    for i in runOther.split(\";\"):\n",
    "        i = i[:-5] if i.endswith(\"\\t\\t\\t\\t\") else i\n",
    "        details = i.strip().split(\":\")\n",
    "        try:\n",
    "            details[1] = details[1][:-1] if details[1].endswith(\"\\\"\") else details[1]\n",
    "            details[1] = json.loads(details[1].replace(\"\\\"\\\"\",\"\\\"\"))\n",
    "        except:\n",
    "            pass\n",
    "        tempArray.append(details)\n",
    "    convertArray.append(tempArray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "fancy-gilbert",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11 different entities due to bad data format out of 2181\n"
     ]
    }
   ],
   "source": [
    "# Quick remove of all the rows that don't follow any sort of order\n",
    "ctRemoved = 0\n",
    "pointsRemoved = []\n",
    "possible = ['Pathogenic','Gene','History_class','consent_approval','ethnicity','cancer_dx','cancer_dx_type','relationships',\n",
    "            'cancer_dx_age','known_brca','known_cancer','rel_relation','rel_cancer','rel_age', '_method', 'other_cancer']\n",
    "for singleEntity in convertArray:\n",
    "    for criteria in singleEntity:\n",
    "        if not criteria[0] in possible:\n",
    "            pointsRemoved.append([\"Title Wrong\", ctPointRemovePointer])\n",
    "            #print(criteria)\n",
    "            #print(singleEntity, end=\"\\n\\n\")\n",
    "            #convertArray.remove(singleEntity)\n",
    "            ctRemoved +=1\n",
    "print(\"{} different entities due to bad data format out of {}\".format(ctRemoved, len(convertArray)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "burning-range",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in pointsRemoved:\n",
    "    del convertArray[i[1]]\n",
    "pointsRemoved = []"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dietary-fiction",
   "metadata": {},
   "source": [
    "# Cleaning up data\n",
    "\n",
    "Since a lot of the data isn't formatted correctly, there needs a lot of clean up to be done. Each groups for their criteria"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "viral-repeat",
   "metadata": {},
   "source": [
    "### `Pathogenic`\n",
    "\n",
    "There isn't anything wrong with the `Pathogenic` part of the data so its just a visualization of the **distribution** of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "forbidden-essence",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.63 94.37\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total = len(convertArray)\n",
    "cttrue = 0\n",
    "ctfalse = 0\n",
    "for i in convertArray:\n",
    "    cttrue += 1 if i[0][1] == 'True' else 0\n",
    "    ctfalse += 1 if i[0][1] == 'False' else 0\n",
    "print(round(cttrue/total * 100,2),round(ctfalse/total * 100,2))\n",
    "plt.title(\"Pathogenic\")\n",
    "plt.pie([cttrue, ctfalse], labels = [\"True \" + str(round(cttrue/total * 100,3)), \n",
    "                                     \"False \" + str(round(ctfalse/total * 100,3))])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "boring-encyclopedia",
   "metadata": {},
   "source": [
    "### `Gene`\n",
    "\n",
    "This wasn't used in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "parallel-kansas",
   "metadata": {},
   "outputs": [],
   "source": [
    "possibleGene = [\"NCCN\", \"HBOC\", \"MEN2\", \"PTEN\", \"MEN1\", \"ACMG\", \"FAMMM\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "stupid-occurrence",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26 different Genes with total 7 gene locations\n"
     ]
    }
   ],
   "source": [
    "ctGene = 0\n",
    "for i in possibleGene: \n",
    "    if i != 'No Gene': ctGene+=1\n",
    "lstOfGene = []\n",
    "for i in convertArray:\n",
    "    #if i[1][1] != \"No Gene\": print(i[1][1]) \n",
    "    lstOfGene.append(i[1][1])\n",
    "#print(\"-\"*20)\n",
    "print(\"{} different Genes with total {} gene locations\".format(len(set(lstOfGene)), ctGene))"
   ]
  },
  {
   "cell_type": "raw",
   "id": "generous-blake",
   "metadata": {},
   "source": [
    "possible = ['Pathogenic','Gene','History_class','consent_approval','ethnicity','cancer_dx','cancer_dx_type','relationships',\n",
    "            'cancer_dx_age','known_brca','known_cancer','rel_relation','rel_cancer','rel_age', '_method', 'other_cancer']\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if not (j[0] in possible):\n",
    "            print(j)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "clear-swedish",
   "metadata": {},
   "source": [
    "### ```consent_approval```\n",
    "\n",
    "There are only 2 possible options for this criteria, `yes` and `no` so adjusting all of them to that"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "organized-madness",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"consent_approval\":\n",
    "            j[1] = j[1].lower().strip()\n",
    "            #Printing all possible wrong points\n",
    "            if j[1] != \"yes\" and j[1] != \"no\":\n",
    "                print(j[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "equivalent-youth",
   "metadata": {},
   "source": [
    "### ```ethnicity```\n",
    "\n",
    "Imports a list of all possible ethnicities and clean up all the incorrect formatting of text and finally spell check if needed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "departmental-recording",
   "metadata": {},
   "outputs": [],
   "source": [
    "from spellchecker import SpellChecker\n",
    "spell = SpellChecker()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "progressive-folder",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ethnicityChange(listofVals):\n",
    "    listofVals = listofVals.lower().replace(\"/\",\",\").replace(\"caucasion\",\"caucasian\").replace(\"american\",\"america\").replace(\"-\",\",\").replace(\"and\",\",\").replace(\"&\",\",\").replace(\"english\", \"\").replace(\"white\", \"caucasian\").strip().split(\",\")\n",
    "    #print(listofVals)\n",
    "    updated = listofVals\n",
    "    ct = 0\n",
    "    for i in listofVals:\n",
    "        if \"not\" in i or \"non\" in i:\n",
    "            try:\n",
    "                updated.remove(listofVals[ct+1])\n",
    "            except:\n",
    "                pass\n",
    "        ct+=1\n",
    "\n",
    "    lst = [value for value in updated if value != \"\"]\n",
    "    #print(lst)\n",
    "    ct = 0\n",
    "    for j in lst:\n",
    "        if j != spell.correction(j):\n",
    "            lst[ct] = spell.correction(j)\n",
    "            #print(j, spell.correction(j))\n",
    "        ct+=1\n",
    "    #print(lst)\n",
    "    final = []\n",
    "    for i in lst:\n",
    "        if i in ethnicities:\n",
    "            final.append(i)\n",
    "        else:\n",
    "            splitFinalVal = i.split(\" \")\n",
    "            for j in splitFinalVal:\n",
    "                #print(j)\n",
    "                if j in ethnicities:\n",
    "                    final.append(j)\n",
    "        #else:\n",
    "            #print(\"Removed: \", i)\n",
    "    return final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "familiar-thing",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"ethnicity\":\n",
    "            answers = ethnicityChange(j[1])\n",
    "            j[1] = answers"
   ]
  },
  {
   "cell_type": "raw",
   "id": "protecting-fiber",
   "metadata": {},
   "source": [
    "lst = []\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"ethnicity\":\n",
    "            for i in j[1]:\n",
    "                lst.append(i)\n",
    "A = Counter(lst)\n",
    "lst = list(set(lst))"
   ]
  },
  {
   "cell_type": "raw",
   "id": "honest-apollo",
   "metadata": {},
   "source": [
    "r=0\n",
    "for key, value in A.items():\n",
    "    if value < 50:\n",
    "        print(key + \"\\t\" + str(value))\n",
    "    else:\n",
    "        r+=1"
   ]
  },
  {
   "cell_type": "raw",
   "id": "enabling-standing",
   "metadata": {},
   "source": [
    "def removeNon(string):\n",
    "    lst = string.split()\n",
    "    updated = lst\n",
    "    ct = 0\n",
    "    for i in lst:\n",
    "        if \"not\" in i or \"non\" in i:\n",
    "            updated.remove(lst[ct+1])\n",
    "        ct+=1\n",
    "    return lst"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "administrative-killing",
   "metadata": {},
   "source": [
    "### ```cancer_dx```\n",
    "\n",
    "Only yes or no answer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "suspected-zimbabwe",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"cancer_dx\":\n",
    "            j[1] = j[1].lower().strip()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "chief-librarian",
   "metadata": {},
   "source": [
    "### ```cancer_dx_type```\n",
    "\n",
    "\n",
    "Due to so less data points we removing this"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "curious-comment",
   "metadata": {},
   "outputs": [],
   "source": [
    "lstOfCancerDxType = []\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"cancer_dx_type\":\n",
    "            lstOfCancerDxType.append(j[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "greater-canon",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Counter(lstOfCancerDxType)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "residential-expert",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['cancer_dx_type', 'pre-cancer vulvar due to hpv']\n",
      "['cancer_dx_type', 'pre-cancer vulvar due to hpv']\n",
      "['cancer_dx_type', 'melanoma']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'prostate']\n",
      "['cancer_dx_type', 'uterine']\n",
      "['cancer_dx_type', 'triple negative breast cancer']\n",
      "['cancer_dx_type', 'kidney']\n",
      "['cancer_dx_type', 'uterine']\n",
      "['cancer_dx_type', 'melanoma']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breat']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'colon']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'kidney']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'dcis']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'n/a']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'hodgkins lymphoma']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'scc`']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'prostate']\n",
      "['cancer_dx_type', 'pre-cancer uterine']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'thyroid']\n",
      "['cancer_dx_type', 'thyroid']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', 'endometrial, breast, squamus  2 times']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'basal cell carcinoma']\n",
      "['cancer_dx_type', 'basal cell']\n",
      "['cancer_dx_type', 'pre cervical dysplasia']\n",
      "['cancer_dx_type', 'na']\n",
      "['cancer_dx_type', 'hodgkins lymphoma']\n",
      "['cancer_dx_type', 'cervical']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'basel cell']\n",
      "['cancer_dx_type', 'cervical']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'basal cell carcinoma']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'ductal carcinoma']\n",
      "['cancer_dx_type', 'only small spot basel cell carcinoma']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'melanoma']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'thyroid']\n",
      "['cancer_dx_type', 'squamous cell carcenoma of the cervix']\n",
      "['cancer_dx_type', 'squamous cell']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', 'cervical']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'basal cell']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'thymoma']\n",
      "['cancer_dx_type', 'adeno carcinoma also melanoma']\n",
      "['cancer_dx_type', 'melanoma']\n",
      "['cancer_dx_type', 'melanoma']\n",
      "['cancer_dx_type', 'breast invasive ducal carcinoma']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', 'dcis']\n",
      "['cancer_dx_type', 'basel cell']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'invasive ductal carcinoma']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'basal cell carcinoma']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'melanoma']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'prostate']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'breast']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'precancer in breast duct, precancer in colon polop']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'prostate']\n",
      "['cancer_dx_type', 'dcis']\n",
      "['cancer_dx_type', 'basal cell']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
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      "['cancer_dx_type', '-']\n",
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      "['cancer_dx_type', '-']\n",
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      "['cancer_dx_type', '-']\n",
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      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'squamous cell carcinoma']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', 'prostate']\n",
      "['cancer_dx_type', 'kidney']\n",
      "['cancer_dx_type', 'invasive lobular carcinoma']\n",
      "['cancer_dx_type', 'breast and skin']\n",
      "['cancer_dx_type', 'basil cell squamus cell']\n",
      "['cancer_dx_type', 'vulvar']\n",
      "['cancer_dx_type', 'testicular, melanoma']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', 'melanoma']\n",
      "['cancer_dx_type', 'melanima']\n",
      "['cancer_dx_type', 'dysplasia']\n",
      "['cancer_dx_type', 'colon']\n",
      "['cancer_dx_type', 'cervical cancer']\n",
      "['cancer_dx_type', 'cervical - only precancerous cells']\n",
      "['cancer_dx_type', 'cervical']\n",
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      "['cancer_dx_type', '-']\n",
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      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'carcinosarcoma']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', 'prostate']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'skin']\n",
      "['cancer_dx_type', 'melanoma']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', 'cervical carcinoma in situ']\n",
      "['cancer_dx_type', '-']\n",
      "['cancer_dx_type', '-']\n"
     ]
    }
   ],
   "source": [
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"cancer_dx_type\":\n",
    "            j[1] = j[1].lower().strip()\n",
    "            if j[1] == \"\":\n",
    "                j[1] = \"-\"\n",
    "            print(j)"
   ]
  },
  {
   "cell_type": "raw",
   "id": "southern-stockholm",
   "metadata": {},
   "source": [
    "lst = []\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"cancer_dx_type\":\n",
    "            lst.append(j[1])\n",
    "A = Counter(lst)\n",
    "lst = list(set(lst))"
   ]
  },
  {
   "cell_type": "raw",
   "id": "effective-exposure",
   "metadata": {},
   "source": [
    "r=0\n",
    "for key, value in A.items():\n",
    "    if value < 30:\n",
    "        print(key + \"\\t\" + str(value))\n",
    "    else:\n",
    "        r+=1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "twelve-algebra",
   "metadata": {},
   "source": [
    "### ```relationships```\n",
    "Invalid Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "alleged-netscape",
   "metadata": {},
   "outputs": [],
   "source": [
    "ctPointDelete = 0\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"relationships\":\n",
    "            #j[1] = j[1].lower().strip()\n",
    "            pointsRemoved.append([\"Relationships\",ctPointDelete])\n",
    "            #print(j[1])\n",
    "    ctPointDelete+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "liberal-notification",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in pointsRemoved:\n",
    "    del convertArray[i[1]]\n",
    "pointsRemoved = []"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "experimental-slide",
   "metadata": {},
   "source": [
    "### ```cancer_dx_age```\n",
    "Make sure age can be turned into a int and average if multiple points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "possible-retailer",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Deleted 7\n"
     ]
    }
   ],
   "source": [
    "ctRemovedAge = 0\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"cancer_dx_age\":\n",
    "            #j[1] = j[1].replace()\n",
    "            if type(j[1]) != int and j[1] != '':\n",
    "                r = j[1].strip().replace(\"and\",\",\").split(\",\")\n",
    "                r = [s.strip() for s in r]\n",
    "                dele = False\n",
    "                for vla in r:\n",
    "                    try:\n",
    "                        vla = int(vla)\n",
    "                    except:\n",
    "                        dele = True\n",
    "                        convertArray.remove(i)\n",
    "                        ctRemovedAge+=1\n",
    "                if not dele: j[1] = int(statistics.mean(map(int, r)) )\n",
    "print(\"Deleted {}\".format(ctRemovedAge))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "special-measure",
   "metadata": {},
   "source": [
    "### ```known_brca```\n",
    "Nothing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "vocational-dream",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"known_brca\":\n",
    "            j[1] = j[1].replace(\"U\",\"unknown\").lower().strip()\n",
    "            #print(j)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "similar-opera",
   "metadata": {},
   "source": [
    "### ```rel_relation```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "enormous-somalia",
   "metadata": {},
   "outputs": [],
   "source": [
    "import string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "atmospheric-seattle",
   "metadata": {},
   "outputs": [],
   "source": [
    "from spellchecker import SpellChecker\n",
    "spell = SpellChecker()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "periodic-cutting",
   "metadata": {},
   "outputs": [],
   "source": [
    "CounterList = []\n",
    "exclude = set(string.punctuation + string.digits)\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"rel_relation\":\n",
    "            #print(j)\n",
    "            newList = []         \n",
    "            for valr in j[1]:\n",
    "                value = valr.lower().replace(\"paternal\",\"\").replace(\"mom\",\"mother\").replace(\"grandpa\",\"grandfather\")\n",
    "                value = value.replace(\"grandma\",\"grandmother\").replace(\"first\",\"\").replace(\"dad\",\"father\").replace(\"1st\",\"\")\n",
    "                value = value.replace(\"maternal\",\"\").replace(\"greatgrandmother\", \"great grandmother\")\n",
    "                value = value.replace(\"mothers side\",\"\").replace(\"fathers side\",\"\").replace(\"mother side\",\"\").replace(\"father side\",\"\")\n",
    "                value = value.replace(\"female\",\"\").replace(\"male\",\"\")\n",
    "                value = value.replace(\"  \", \" \").replace(\"p \", \"\").replace(\"m \", \"\").replace(\"f \", \"\")\n",
    "                value = ''.join(ch for ch in value if ch not in exclude) \n",
    "                value = value[:-1] if value.endswith(\"s\") else value\n",
    "                newList.append(value.strip())\n",
    "            if len(newList) > 1 and \"\" in newList:\n",
    "                newList.remove(\"\")\n",
    "            j[1] = list(set(newList))\n",
    "            CounterList.extend(list(set(newList)))\n",
    "            #print(j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "literary-strengthening",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4674 different points that have invalid out of 4941\n"
     ]
    }
   ],
   "source": [
    "A = Counter(CounterList)\n",
    "r=0\n",
    "lol = 0\n",
    "removeLst = []\n",
    "for key, value in A.items():\n",
    "    if value > 10:\n",
    "        #print(key, \"\\t\", value)\n",
    "        lol+=value\n",
    "    else:\n",
    "        r+=1\n",
    "print(\"{} different points that have invalid out of {}\".format(lol, len(CounterList)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "impaired-oklahoma",
   "metadata": {},
   "outputs": [],
   "source": [
    "possibleRelationship = [\"brother\", \"sister\", \n",
    "                        \"mother\",\"father\",\n",
    "                        \"aunt\",\"uncle\",\n",
    "                        \"grandfather\", \"grandmother\", \n",
    "                        \"great aunt\", \"great uncle\",\n",
    "                        \"great grandfather\", \"great grandmother\",\n",
    "                        \"cousin\",\"niece\",\"daughter\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "southern-biology",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removed\t \n",
      "Removed\t uncle fathers brother\n",
      "Removed\t cousin halcousin\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t son\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t breast\n",
      "Removed\t kidney\n",
      "Removed\t ovarian\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandmother pancreatic\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t greatgrandfarher\n",
      "Removed\t grandmither\n",
      "Removed\t \n",
      "Removed\t aunts\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t halaunt\n",
      "Removed\t \n",
      "Removed\t grandmothers mother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandfathers brother\n",
      "Removed\t grandmothers sister\n",
      "Removed\t grandfathers only sisters oldest daughter\n",
      "Removed\t grandmothers mother\n",
      "Removed\t grandfathers sister\n",
      "Removed\t grandfathers only sisters younger daughter\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t mamaw\n",
      "Removed\t \n",
      "Removed\t aunt mothers sister\n",
      "Removed\t \n",
      "Removed\t son\n",
      "Removed\t \n",
      "Removed\t cousinmothers side\n",
      "Removed\t auntmothers sister\n",
      "Removed\t mothersister\n",
      "Removed\t cousin  side\n",
      "Removed\t \n",
      "Removed\t fraternal uncle\n",
      "Removed\t grand mother\n",
      "Removed\t greatgrandmother\n",
      "Removed\t faternal cousin\n",
      "Removed\t faternal grandmother\n",
      "Removed\t faternal great aunt\n",
      "Removed\t grandmother mothers side\n",
      "Removed\t aunts all omy mothers sister\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t nephew\n",
      "Removed\t uncle my mothers brother\n",
      "Removed\t nephew\n",
      "Removed\t great aunt mothers side\n",
      "Removed\t uncle  wally\n",
      "Removed\t uncle  raymond\n",
      "Removed\t aunt  dorothy\n",
      "Removed\t uncle  eddie\n",
      "Removed\t cousin paula   o\n",
      "Removed\t aunt  wanda\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t halfsister\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandfatherrent\n",
      "Removed\t grand niece\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t granfather\n",
      "Removed\t uncles\n",
      "Removed\t granmother\n",
      "Removed\t grandaunt\n",
      "Removed\t halfbrother\n",
      "Removed\t child\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t halsister\n",
      "Removed\t \n",
      "Removed\t grandmothrr\n",
      "Removed\t greatgrandfather\n",
      "Removed\t halsister\n",
      "Removed\t halaunt\n",
      "Removed\t cousin our mothers are identical twin\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandkither\n",
      "Removed\t grand mother\n",
      "Removed\t full brother\n",
      "Removed\t uncle on\n",
      "Removed\t grandmother on\n",
      "Removed\t \n",
      "Removed\t uncles\n",
      "Removed\t grandmother matriarchal\n",
      "Removed\t aunt patriarchal\n",
      "Removed\t grandfather patriarchal\n",
      "Removed\t greatgrandmother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t autn\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t aunt mothers side\n",
      "Removed\t aunt fathers side\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t sistet\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t fathers cousin\n",
      "Removed\t older sister\n",
      "Removed\t grandfather on\n",
      "Removed\t different cousin\n",
      "Removed\t grandmother on\n",
      "Removed\t fraternal twin sister\n",
      "Removed\t grandfathers cousin\n",
      "Removed\t mothers uncle\n",
      "Removed\t fathers uncle\n",
      "Removed\t mothers aunt\n",
      "Removed\t mothers cousin\n",
      "Removed\t fathers aunt\n",
      "Removed\t grandfathermothers side\n",
      "Removed\t grandfatherfathers side\n",
      "Removed\t nd cousinmothers side\n",
      "Removed\t \n",
      "Removed\t twin\n",
      "Removed\t \n",
      "Removed\t unknown\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t aunt mothers side\n",
      "Removed\t grandmothers sister\n",
      "Removed\t \n",
      "Removed\t halbrother\n",
      "Removed\t halsister\n",
      "Removed\t melanoma\n",
      "Removed\t \n",
      "Removed\t halsister\n",
      "Removed\t neice\n",
      "Removed\t halbrother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t son\n",
      "Removed\t mat grandfather\n",
      "Removed\t mat aunt\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t aunt fathers side\n",
      "Removed\t uncle  fathers side\n",
      "Removed\t uncle  mothers side\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t aunt uncle\n",
      "Removed\t \n",
      "Removed\t mgrandmother\n",
      "Removed\t paunt\n",
      "Removed\t pgrandmother\n",
      "Removed\t greatgrandmother\n",
      "Removed\t aunt breast\n",
      "Removed\t cousin son omothers twin brother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t greatgrandmother\n",
      "Removed\t gr\n",
      "Removed\t gm\n",
      "Removed\t gf\n",
      "Removed\t halbrother\n",
      "Removed\t uncles multiple\n",
      "Removed\t \n",
      "Removed\t grandmotherfraternal\n",
      "Removed\t auntfraternal\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t aunt  side\n",
      "Removed\t grandfather  side\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t both grandfatherrents  uncle\n",
      "Removed\t halfaunt\n",
      "Removed\t nd cousin\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t halaunt\n",
      "Removed\t nephew\n",
      "Removed\t haluncle\n",
      "Removed\t halsister\n",
      "Removed\t aunt father\n",
      "Removed\t great aunt mother\n",
      "Removed\t great aunt father\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t nephew\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t parental grandmother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t fraternal uncle\n",
      "Removed\t grandmother  mothers side\n",
      "Removed\t great grandmother  mothers side\n",
      "Removed\t uncle  mothers side\n",
      "Removed\t aunt  mothers side\n",
      "Removed\t brother sister  overie\n",
      "Removed\t grandmother fromother\n",
      "Removed\t grandfather fromother\n",
      "Removed\t great uncle frofather\n",
      "Removed\t great aunt frofather\n",
      "Removed\t grandfather frofather\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandmother mothers side\n",
      "Removed\t grandfather mothers side\n",
      "Removed\t halsister\n",
      "Removed\t grandmothwr\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t nephew\n",
      "Removed\t son\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t unknown\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t cousin on mothers side\n",
      "Removed\t cousin on\n",
      "Removed\t mgm\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grand father\n",
      "Removed\t two aunt\n",
      "Removed\t grandfathet\n",
      "Removed\t greatgrandfather\n",
      "Removed\t mggm\n",
      "Removed\t mgm\n",
      "Removed\t uncle mothers brother\n",
      "Removed\t great grandmother my mothers fathers mother\n",
      "Removed\t st daughter\n",
      "Removed\t grandmother fathers side\n",
      "Removed\t fathers aunt\n",
      "Removed\t \n",
      "Removed\t greatgrandfather\n",
      "Removed\t \n",
      "Removed\t grandfather fraternal\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandmother fathers mother\n",
      "Removed\t grandfather mothers father\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t two omy mothers aunt\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandmother other\n",
      "Removed\t grandmoter\n",
      "Removed\t halaunt\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t greatgrandmother\n",
      "Removed\t full brother\n",
      "Removed\t fatherdy\n",
      "Removed\t \n",
      "Removed\t marvin owen\n",
      "Removed\t joyce taylor\n",
      "Removed\t michael barcus sr\n",
      "Removed\t odell barcu\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandmother  mothers mother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t st cousin\n",
      "Removed\t gmother\n",
      "Removed\t gfather\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t halfbrother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandmother othet\n",
      "Removed\t \n",
      "Removed\t unknown\n",
      "Removed\t son\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t cousin  side\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t nephew\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t great great grandmother\n",
      "Removed\t grandmother  mothers side\n",
      "Removed\t granfather  fathers side\n",
      "Removed\t \n",
      "Removed\t uncle scott  fathers side\n",
      "Removed\t great aunt ruby  mothers side\n",
      "Removed\t grandfather fathers side\n",
      "Removed\t \n",
      "Removed\t uncle mothers sister\n",
      "Removed\t uncle married to my mothers sister\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t same grandmother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t greargrandmother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandfathf er\n",
      "Removed\t halbrother\n",
      "Removed\t grand parent\n",
      "Removed\t nd cousin\n",
      "Removed\t \n",
      "Removed\t grand aunt\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t halfbrother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t gandfather\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t aunt monthers side\n",
      "Removed\t uncle fathers side\n",
      "Removed\t uncle  greatuncle\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandmother fathers mother\n",
      "Removed\t grandmother mothers mother\n",
      "Removed\t \n",
      "Removed\t grandmother sister\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t motherõs family\n",
      "Removed\t two great aunts\n",
      "Removed\t great grandmother grandmothers mother\n",
      "Removed\t great grandmother grandfathers mother\n",
      "Removed\t cousin and her daughter\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t fathers side grandmother\n",
      "Removed\t mothers side grandmother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t greataunt\n",
      "Removed\t my grandfather\n",
      "Removed\t my grandmothers sister\n",
      "Removed\t my grandmother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t nephew\n",
      "Removed\t halfsister\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandmother fathers side\n",
      "Removed\t grandfather mothers side\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t franternal grandfather\n",
      "Removed\t \n",
      "Removed\t greatgrandmother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t greatgrandmother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t aunts  uncle\n",
      "Removed\t uncle  aunt\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t greatgrandmother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t aunf\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t fraternal grandmother\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandfatherrent\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandmim\n",
      "Removed\t fathet\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t both great grandmothers\n",
      "Removed\t aunt fathers sister\n",
      "Removed\t unlce\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandmother fathers side\n",
      "Removed\t grandfather mothers side\n",
      "Removed\t son\n",
      "Removed\t \n",
      "Removed\t grandmother agnes levaa\n",
      "Removed\t aunt marian barbuto\n",
      "Removed\t john levaas father\n",
      "Removed\t sister halfsibling\n",
      "Removed\t \n",
      "Removed\t twin brother\n",
      "Removed\t \n",
      "Removed\t geandfather\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t grandfater\n",
      "Removed\t grandfaher\n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
      "Removed\t \n",
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    {
     "name": "stdout",
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     ]
    }
   ],
   "source": [
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"rel_relation\":\n",
    "            newList = []\n",
    "            for valr in j[1]:\n",
    "                if not valr in possibleRelationship:\n",
    "                    print(\"Removed\\t\", valr)\n",
    "                    newList.append(\"\")\n",
    "                else:\n",
    "                    newList.append(valr)\n",
    "            newList = list(set(newList))\n",
    "            if (\"\" in newList) and (not \"\" in newList) and len(newList) != 1:\n",
    "                newList.remove(\"\")\n",
    "            j[1] = newList\n",
    "            #print(j)\n",
    "#possibleRelationship.append(\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "honey-sense",
   "metadata": {},
   "source": [
    "### ```rel_cancer```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "subsequent-degree",
   "metadata": {},
   "outputs": [],
   "source": [
    "def findObject(string):\n",
    "    import spacy\n",
    "    nlp = spacy.load(\"en_core_web_sm\")\n",
    "    doc =nlp('not sure what kind of  she had')\n",
    "    lst = []\n",
    "    for np in doc.noun_chunks:\n",
    "        lst.append(np.text)\n",
    "    return lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "current-holmes",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['Ovarian', 'Leukemia CML', 'Bladder ', 'Squamous Cell Carcinoa', 'Breast Cancer', 'Liver Cancer', 'Breast']]\n",
      "['rel_cancer', ['Ovarian', 'Leukemia CML', 'Bladder ', 'Squamous Cell Carcinoa', 'Breast Cancer', 'Liver Cancer', 'Breast']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Colon', 'Uterine ', 'Colon']]\n",
      "['rel_cancer', ['he died of lymphoma at 86', 'prostae', '']]\n",
      "['rel_cancer', ['colon', 'colon', 'colon', 'breast', 'brain', 'brain']]\n",
      "['rel_cancer', ['lung', 'breast/bladder', 'breast', 'pancreatic ', 'lymphoma ', 'bladder', 'lung']]\n",
      "['rel_cancer', ['Lung', 'Breast', 'Skin']]\n",
      "['rel_cancer', ['Uterine Cancer', 'Uterine Cancer', 'Colon, prostate, liver']]\n",
      "['rel_cancer', ['salivary gland', 'leukemia', 'colon']]\n",
      "['rel_cancer', ['tonsil', 'larynx/tongue', 'colon', 'skin (nose)', 'breast', 'brain']]\n",
      "['rel_cancer', ['Squamous Cell Carcinoma', 'Prostate', 'Breast Cancer']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Bile Duct', '']]\n",
      "['rel_cancer', ['adenocarcinoma', 'lung ', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['breast, ovarian', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['breast', 'prostate', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'uterine', 'cervical?', 'breast']]\n",
      "['rel_cancer', ['lung ', 'cervical ', 'stomach', 'leukemia', 'lung', 'brain', 'colon', 'lung', 'throat', 'blood', 'throat', 'ovarian', 'lung and brain', 'ovarian', 'ovarian', 'stomach', 'brain', 'breast', 'lung', 'not sure what kind of cancer she had', '', '', '']]\n",
      "['rel_cancer', ['breast', 'neuro blastoma on adrenal gland', 'pre-cancerous polyps', 'breast cancer']]\n",
      "['rel_cancer', ['pancreatic cancer ', '', '']]\n",
      "['rel_cancer', ['Pancreatic cancer', 'Breast ', '']]\n",
      "['rel_cancer', ['ovarian', '', '']]\n",
      "['rel_cancer', ['ovarian', '', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate, Lung', 'Prostate ', 'Prostate', 'Prostate', 'Skin', 'Prostate', 'Skin', 'Colon', 'Prostate', 'Prostate', 'Prostate', 'Prostate']]\n",
      "['rel_cancer', ['Pancreas', 'Non hodgkins lymphoma', 'Colon', 'Lung', 'Lung', 'Lung', '?', 'Lung', '?', '?']]\n",
      "['rel_cancer', ['Breast', 'Prostate ', 'Cervical ']]\n",
      "['rel_cancer', ['Pancreatic', 'Cervical CA insitu', '']]\n",
      "['rel_cancer', ['Thyroid', 'Pancreatic', '']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Cervical', 'Breast', '']]\n",
      "['rel_cancer', ['pancreatic', '', '']]\n",
      "['rel_cancer', ['cousin', 'grandmother', 'grandmother']]\n",
      "['rel_cancer', ['pancreatic ', 'breast', '']]\n",
      "['rel_cancer', ['Prostate', 'Prostate', 'Prostate', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['Colon', 'Uterus', '']]\n",
      "['rel_cancer', ['BREAST', 'BREAST', '']]\n",
      "['rel_cancer', ['Breast ', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['OVARIAN', 'COLON', '']]\n",
      "['rel_cancer', ['Breast', 'lymphoma, leukemia', 'lymphoma']]\n",
      "['rel_cancer', ['Uterine', '', '']]\n",
      "['rel_cancer', ['Pancreatic', 'Lung', 'Uterian']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['colon', 'breast', 'prostate']]\n",
      "['rel_cancer', ['Bone', 'Lung', 'Stomach', 'Pancreatic ']]\n",
      "['rel_cancer', ['Pancreatic', 'Pancreatic', '']]\n",
      "['rel_cancer', ['ovarian', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['ovarian', '', '']]\n",
      "['rel_cancer', ['Pancreatic', 'Pancreatic', 'Esophagus ']]\n",
      "['rel_cancer', ['Thyroid, Breast', '', '']]\n",
      "['rel_cancer', ['breast', 'breast', '?']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Colon, breast', 'Skin', 'Lung']]\n",
      "['rel_cancer', ['Pancreas', 'Brain', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Pancreatic ']]\n",
      "['rel_cancer', ['Skin', 'Ovarian', 'Breat']]\n",
      "['rel_cancer', ['breast', 'breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Ovarian ', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Colin ', 'Lung']]\n",
      "['rel_cancer', ['MELANOMA', 'LYMPHOMA', 'PANCREATIC', 'MELANOMA', 'BREAST, LIVER', 'BREAST', 'BREAST', 'LYMPHOMA', 'LUNG', 'BRAIN', 'MELANOMA', 'LYMPHOMA', 'MELANOMA', 'MOUTH LUNG', 'LYMPHOMA', 'NASAL', 'PROSTATE', 'PROSTATE']]\n",
      "['rel_cancer', ['breast', 'testicular', 'breast']]\n",
      "['rel_cancer', ['ovarian', 'lung', 'breast', 'breast']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Ovarian']]\n",
      "['rel_cancer', ['colon', 'colon', 'colon/breast']]\n",
      "['rel_cancer', ['Colon', 'Pancreatic', 'Melanoma', 'Melanoma']]\n",
      "['rel_cancer', ['Colon', 'Ovarian tumor', 'Unknown']]\n",
      "['rel_cancer', ['breast', 'lung, skin, thyroid', 'lung', 'lung', 'lung', 'pancreatic, stomach']]\n",
      "['rel_cancer', ['Colon', 'Breast', '']]\n",
      "['rel_cancer', ['ovarian', 'prostate', '']]\n",
      "['rel_cancer', ['Breast', 'Leukemia', '']]\n",
      "['rel_cancer', ['Breast ', 'Breast, thyroid', 'Colon']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Lung ', 'Ovarian', '']]\n",
      "['rel_cancer', ['Breast', 'Breast ', 'Breast ']]\n",
      "['rel_cancer', ['prostate', 'ovarian', '']]\n",
      "['rel_cancer', ['Pancreatic ', '', '']]\n",
      "['rel_cancer', ['Melanoma', 'Breast Twice', 'Prostate', 'Prostate', 'Breast ']]\n",
      "['rel_cancer', ['Prostate, kidney', 'Prostate', 'Throat', 'Lung', 'Breast', 'Mesothelioma']]\n",
      "['rel_cancer', ['lung', 'pancreatic', 'breast', 'breast', 'colon', 'breast', 'breast']]\n",
      "['rel_cancer', ['Melanoma ', 'Uterine cancer', '']]\n",
      "['rel_cancer', ['Testicular', 'Breast and cervical', '']]\n",
      "['rel_cancer', ['Colon, uterine', 'Colon, breast', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Cervical']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Lung']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['osteosarcoma, leukemia', 'melanoma', 'lung', 'lung', 'cervical']]\n",
      "['rel_cancer', ['colon', 'pancreatic', 'breast']]\n",
      "['rel_cancer', ['Leukemia, colon ', 'Breast ', 'Breastb']]\n",
      "['rel_cancer', ['Breast ', 'Breast', 'Breast', 'Lung', 'Lung ', 'Lung']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Breast ', 'Pancreatic ', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Lung', '']]\n",
      "['rel_cancer', ['Lung and Luekemia', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['breast', 'breast', 'colon', 'kidney']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'thyroid', 'colorectal', 'prostate', 'metastatic bone', 'basal cell skin', 'metastatic bone', 'endrometrial', 'bone', 'prostrate', 'thyroid', 'breast']]\n",
      "['rel_cancer', ['ovarian', 'stomach', '']]\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['breast', 'breast', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Colon', 'Eye']]\n",
      "['rel_cancer', ['Breast', 'Breast, Ovarian', 'Colon', 'colon']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['breast', 'colon', 'breast']]\n",
      "['rel_cancer', ['Breast, Rectal, Lung', 'Breast', '']]\n",
      "['rel_cancer', ['Pancreatic', 'Breast', 'Colon', 'Lymphoma']]\n",
      "['rel_cancer', ['Ovarian', 'Ovarian', '']]\n",
      "['rel_cancer', ['Colon, Ovarian', 'Breast', '']]\n",
      "['rel_cancer', ['breast, leukemia', 'cervical', 'prostate, skin', 'breast']]\n",
      "['rel_cancer', ['Breast Cancer (x3)', 'Throat Cancer ', '']]\n",
      "['rel_cancer', ['Colon', 'Breast', 'Bone ', 'Thyroid']]\n",
      "['rel_cancer', ['Ovarian', 'Prostrate', 'Testicular']]\n",
      "['rel_cancer', ['cervical', 'MDS', 'breast', 'lukemia', 'ovarian']]\n",
      "['rel_cancer', ['Colon', 'Esophageal', '']]\n",
      "['rel_cancer', ['Colon', 'Eye', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Kidney', 'Renal Cell carcinoma ', 'Breast', 'Breast', 'Basil cell  carcinoma ', 'Basil cell carcinoma ']]\n",
      "['rel_cancer', ['Skin', 'Colon', 'Breast cancer ', 'Ovarian', 'Breast']]\n",
      "['rel_cancer', ['Oral sarcoma', 'Oral sarcoma', 'Lung', 'Prostate, multiple myeloma, melanoma', 'Breast', 'Lung']]\n",
      "['rel_cancer', ['Colon lung', 'Stomach', 'Lung', 'Breat', 'Lung', 'Liver gall bladder', 'Stonach esophagus', 'Lymphoma']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Breast', 'Breast', 'Prostate', 'Lung']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Ovarian Cancer', '', '']]\n",
      "['rel_cancer', ['ovarian', 'colon', 'brain', 'lung']]\n",
      "['rel_cancer', ['Colon', 'Lung', 'Lung, prostate, biliary', 'Colon']]\n",
      "['rel_cancer', ['Bladder, lung', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast canver', '', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Breast']]\n",
      "['rel_cancer', ['Pancreatic', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['ampullary cancer', \"pagett's breast cancer\", 'lung cancer', 'prostate cancer', 'Breast (died at age 33)', 'lung cancers']]\n",
      "['rel_cancer', ['Ovarian ', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Prostate', 'Ovarian ', '']]\n",
      "['rel_cancer', ['colon', 'colon', '']]\n",
      "['rel_cancer', ['Melanoma', 'Breast', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['Breast ', 'Pancreatic ', '']]\n",
      "['rel_cancer', ['Pancreatic ', 'Breast', '']]\n",
      "['rel_cancer', ['Prostate', 'Ovarian', '']]\n",
      "['rel_cancer', ['Colon', 'Breast', 'Leukemia ', 'Pancreatic ', '']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Breast ', 'Breast ', '']]\n",
      "['rel_cancer', ['lung', 'colon', 'stomach', 'breast', 'breast', 'pancreatic', '']]\n",
      "['rel_cancer', ['multiple myeloma ', 'breast', 'breast', 'colon', 'stomach ', 'breast', 'colon ', 'prostate ']]\n",
      "['rel_cancer', ['Breast', 'Skin', 'Ovarian ', 'Breast', 'Colon']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Lung, Ovarian, Colon, Bone & etc']]\n",
      "['rel_cancer', ['breast', 'breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Breast', 'Brain', 'Lung', 'Ovarian']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Ovarian ', '', '']]\n",
      "['rel_cancer', ['Pancreatic ', 'Lung, bladder, and skin', 'Cervical', 'Skin']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Leukemia', 'Ovarian ', 'Prostate ']]\n",
      "['rel_cancer', ['Stomach Cancer', 'Ovarian Cancer', '']]\n",
      "['rel_cancer', ['ovarian', '', '']]\n",
      "['rel_cancer', ['pancreatic, colon, liver (all found a few days before death)', 'pancreatic', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Skin']]\n",
      "['rel_cancer', ['Breast, bone ', '', '']]\n",
      "['rel_cancer', ['Colon, Kidney', 'Lung', 'Melanoma', 'Breast']]\n",
      "['rel_cancer', ['Colorectal ', 'Uterine', 'Breast dicta love carcinoma insitu ']]\n",
      "['rel_cancer', '[\"\"breast\"\", \"\"uterine']\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Prostate', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Skin']]\n",
      "['rel_cancer', ['Breast and colon', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['ovarian', 'poss breast', '']]\n",
      "['rel_cancer', ['Melanoma ', 'Cervical Cancer', 'Breast Cancer', 'Ovarian Cancer']]\n",
      "['rel_cancer', ['Melanoma', 'Pancreatic  ', 'Ovarian']]\n",
      "['rel_cancer', ['Breast Cancer', '', '']]\n",
      "['rel_cancer', ['colon ', '', '']]\n",
      "['rel_cancer', ['Ovarian', 'Lung', '']]\n",
      "['rel_cancer', ['Skin', 'Breast', 'Breast', 'Colon']]\n",
      "['rel_cancer', ['Breast', 'Breast (2 times)', 'Cervical Cancer/Melanoma', 'Breast', 'Endometrial Cancer', 'Breast (2 times)', 'Ovarian Cancer']]\n",
      "['rel_cancer', ['ovarian', 'uterine', '']]\n",
      "['rel_cancer', ['Thyroid', 'Pancreatic', '']]\n",
      "['rel_cancer', ['colorectal amd breast', 'breast', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'sarcoma on rib']]\n",
      "['rel_cancer', ['kidney', 'lung', '']]\n",
      "['rel_cancer', ['BREAST ', '', '']]\n",
      "['rel_cancer', ['breast', 'prostate', 'rectal', 'throat', 'skin-basal cell carcinoma ', '']]\n",
      "['rel_cancer', ['Breast and bone', 'Bone', 'Prostrate ', 'Lung', 'Stomach', 'Breast', '']]\n",
      "['rel_cancer', ['ovarian', '', '']]\n",
      "['rel_cancer', ['Ovarian Cancer', 'Lung', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Breast', 'Liver', 'Pancreas ', 'Lymph ']]\n",
      "['rel_cancer', ['Colon', 'Lung', 'Ovarian', 'Lung', 'Lung', 'Breast', 'Breast', 'Pancreas']]\n",
      "['rel_cancer', ['Lung', 'Brain', 'Ovarian ', 'Pancreatic ']]\n",
      "['rel_cancer', ['breast', 'breast', 'lymphoma']]\n",
      "['rel_cancer', '[\"\"Ovarian\"\", \"\"Breast\"\", \"\"Colon']\n",
      "['rel_cancer', ['skin', 'breast ovarian colon', 'colon kidney', 'pancrease', 'breast']]\n",
      "['rel_cancer', ['Ovarian Cancer', 'lung, lymph, brain ', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'breast']]\n",
      "['rel_cancer', ['Ovarian', 'Liver', '']]\n",
      "['rel_cancer', ['breast', 'breast ', 'breast', 'skin', 'colon', 'lung', 'lung', '']]\n",
      "['rel_cancer', ['Chronic Leukemia', 'Chronic Leukemia ', 'Breast']]\n",
      "['rel_cancer', ['prostate', 'breast and bone', 'breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['Breast', 'Skin Cancer (nose)', 'Adult age Lukemia ']]\n",
      "['rel_cancer', ['BREAST', 'BREAST', 'PANCREATIC', 'LUNG,LIVER,COLON', 'COLON', 'BRACA 1 POSITIVE']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Ovarian ', '']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Breast', 'Ovarian', '']]\n",
      "['rel_cancer', ['Breast cancer', '', '']]\n",
      "['rel_cancer', ['Breast ', 'Ovarian', 'Kidney', 'Lung']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Brain']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Colon']]\n",
      "['rel_cancer', ['ovarian', '', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Breast', 'Pancreatic', 'Breast']]\n",
      "['rel_cancer', ['pancreatic', 'breast', 'breast', 'prostate']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Skin', 'Heart']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Melanoma ', 'Melanoma', 'Merkel Cell Carcinoma', '']]\n",
      "['rel_cancer', ['Breast', 'Bone', 'Ovarian', 'Lung ', 'Unsure of type']]\n",
      "['rel_cancer', ['Colon', 'Colon', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'lung & luclymphoma', 'non-hodgkin lymphoma', 'leukemia', '']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'lung', 'throat']]\n",
      "['rel_cancer', ['throat', 'lung', 'lump on arm', 'ovarian', 'ovarian', 'colon', 'colon', 'colon', 'breast']]\n",
      "['rel_cancer', ['ovarian', 'thyroid', 'breast']]\n",
      "['rel_cancer', ['overian cancer', '', '']]\n",
      "['rel_cancer', ['Breast, Leukemia', '', '']]\n",
      "['rel_cancer', ['Stomach Cancer', 'Breast Cancer', 'Thyroid', 'Nasal/Pharyngeal ', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Liver', 'Ovarian', 'Breast', 'Breast', 'Throat', 'Brain']]\n",
      "['rel_cancer', ['Colon, Kidney', 'Colon', 'Skin, multiple types and times']]\n",
      "['rel_cancer', ['breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['Colon', 'Ovarian', 'Leukemia ']]\n",
      "['rel_cancer', [\"several. breast cancer and others i can't remember\", 'lung spread to liver', 'colon, breast, thyroid, skin(i think), ovarian, possibly others']]\n",
      "['rel_cancer', ['pancreatic', 'brain', 'breast', 'skin ']]\n",
      "['rel_cancer', ['Colon', 'Stomach Cancer', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast ', '', '']]\n",
      "['rel_cancer', ['Kidney ', 'Breast', 'Pancreas ', 'Liver']]\n",
      "['rel_cancer', ['Pancreatic ', '', '']]\n",
      "['rel_cancer', ['Colon which developed into colo-rectal which metastisized to liver ', '', '']]\n",
      "['rel_cancer', ['Acute lymphoblastic leukemia', 'colon cancer', 'colon cancer', 'skin cancer', 'throat cancer', '']]\n",
      "['rel_cancer', ['pancreatic', 'colon', 'lymph cancer', 'stomach', 'lung']]\n",
      "['rel_cancer', ['liver', 'colon', 'lung', 'cervical']]\n",
      "['rel_cancer', ['Pancreatic', 'Breast', 'Lymphoma']]\n",
      "['rel_cancer', ['breast', 'kidney', 'lung', 'breat']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['breast', 'breast', 'leukemia', 'leukemia']]\n",
      "['rel_cancer', ['Uterine', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'brain', 'breast']]\n",
      "['rel_cancer', ['Ovarian', 'Breast', 'Ovarian']]\n",
      "['rel_cancer', ['breast', 'breast', 'brain']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Breast ', 'Breast', 'Breast', 'Prostate', 'Breast', 'Cervical']]\n",
      "['rel_cancer', ['Breast', 'Pancreatic', 'Prostate']]\n",
      "['rel_cancer', ['Breast', 'Endometrial', 'Prostate ', 'Colon', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Ovarian ', '']]\n",
      "['rel_cancer', ['Breast', 'Cervical', 'Colon', 'Breast ', 'Breast', 'Cervical ', 'Melenoma ']]\n",
      "['rel_cancer', ['breast', 'breast', 'breast', 'nonhodgins lymphoma', 'lung w/ mets', 'skin melanoma & prostate ca']]\n",
      "['rel_cancer', ['Breast Cancer', 'Kidney', 'Prostate Cancer', 'Melanoma', 'Multiple Myeloma', 'Lung Cancer', '']]\n",
      "['rel_cancer', ['Breast', 'Breast ', 'Breast ', 'Ovarian']]\n",
      "['rel_cancer', ['Renal', 'Breast and Bone', 'Liver', 'Pancreatitis', 'Pancreatitis', 'Breast and uterine', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Ovarian', 'Lung', 'Breast ', 'Throat']]\n",
      "['rel_cancer', ['BREAST', 'TESTICULAR', 'THROAT', 'BREAST']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Stomach']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Prostste/colon', 'Leukemia']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Prostate', 'Melanoma']]\n",
      "['rel_cancer', ['breast', 'cancer', 'breast', 'breast']]\n",
      "['rel_cancer', ['Colon', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Stomach', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Non Hodgkin lymphoma ', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Colorectal', 'Breast ', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate', 'Lung']]\n",
      "['rel_cancer', ['Breast', 'Pancreatic', 'Colon', 'Hodgikins Disease', 'Lung', 'Colon', 'stomach', 'Esophagus', 'Bone', 'Brain', 'Brain', 'Brain', 'Lung']]\n",
      "['rel_cancer', ['uterus ', 'bone', 'unknown']]\n",
      "['rel_cancer', ['Colon', 'Prostate', 'Ovarian']]\n",
      "['rel_cancer', ['breast', 'esophageal ', 'uterine']]\n",
      "['rel_cancer', ['Brain', 'Spinal', 'Colon', 'Colon', 'Colon']]\n",
      "['rel_cancer', ['breast cancer', 'breast cancer', 'pancreative cancer', 'acute lymphocytic leukemia', 'neuroblastoma', 'ovarian cancer', 'breast cancer']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Ovarian']]\n",
      "['rel_cancer', ['Ovarian ', 'Colon', 'Prostate']]\n",
      "['rel_cancer', ['Melanoma', 'Ovarian', 'Prostate']]\n",
      "['rel_cancer', ['Ovarian ', 'Breast', 'Brain']]\n",
      "['rel_cancer', ['Colon, pancreas', 'Pancreas', '']]\n",
      "['rel_cancer', ['Uterine Cancer', 'Uterine Cancer', '']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Ovarian ', '', '']]\n",
      "['rel_cancer', ['Ovarian ', '', '']]\n",
      "['rel_cancer', ['Kidney', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Nreast', 'Sinus', 'Kidney', 'Cervical', 'Breast ']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Pancreatic', 'Lymphatic Leukemia']]\n",
      "['rel_cancer', ['Pancreatic', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Colon ']]\n",
      "['rel_cancer', ['Breast', 'Breast, cervical', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Ovarian ', 'Ovarian, esophagus ', 'Cervical, skin', '', 'Blood', 'Bone', '']]\n",
      "['rel_cancer', ['Breast', 'Ovarian', 'Ovarian breast']]\n",
      "['rel_cancer', ['Brest/liver/pancreas', 'Cervix', 'Bone']]\n",
      "['rel_cancer', ['Breast', 'Leukemia ', 'Skin', '']]\n",
      "['rel_cancer', ['Ovarian, etc.', 'Thyroid', '']]\n",
      "['rel_cancer', ['Breast', 'Bladder', '']]\n",
      "['rel_cancer', ['Lung', 'Breast', '']]\n",
      "['rel_cancer', ['Colon', 'Colon ', '']]\n",
      "['rel_cancer', ['colon', 'lung', 'breast']]\n",
      "['rel_cancer', ['Breast', 'Prostate', 'Leukemia']]\n",
      "['rel_cancer', ['Breast, ovarian', 'Colon', 'Eye, lung']]\n",
      "['rel_cancer', ['breast and uterine (unrelated)', 'colon', 'prostate', 'prostate', 'blood cancer', 'blood cancer', 'lung']]\n",
      "['rel_cancer', ['Colon', 'Pancreatic', 'Uterine', 'Skin (basal cell carcinoma)', 'Skin (basal cell carcinoma)']]\n",
      "['rel_cancer', ['pancreatic ', 'stomach', '']]\n",
      "['rel_cancer', ['Ovarian', 'Colon', '']]\n",
      "['rel_cancer', ['ovarian, bladder', 'lung, brain', '']]\n",
      "['rel_cancer', ['ovarian', 'breast', 'kidney', 'skin', '']]\n",
      "['rel_cancer', ['Ovarian', 'Prostate', 'Prostate']]\n",
      "['rel_cancer', ['Breast, lung', 'Testicular ', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast ', 'Breast ']]\n",
      "['rel_cancer', ['ovarian', 'breast', '']]\n",
      "['rel_cancer', ['overian', '', '']]\n",
      "['rel_cancer', [' Ovarian, lung', '', '']]\n",
      "['rel_cancer', ['breast, ovarian, pancreatic ', 'lung', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Breast', 'Ovarian', '']]\n",
      "['rel_cancer', ['Ovarian', 'Leukemia', 'Breast ']]\n",
      "['rel_cancer', ['Breast', 'Kidney ', '']]\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['Colon, ovarian', 'Prostate', 'Skin']]\n",
      "['rel_cancer', ['Colon', 'Prostrate ', '']]\n",
      "['rel_cancer', ['Ovarian ', 'Colon ', '']]\n",
      "['rel_cancer', ['Breast', 'Stomach, lung', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Skin, colon', 'Breast']]\n",
      "['rel_cancer', ['Colon', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Pancreatic ', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Ovarian', 'Breast', '']]\n",
      "['rel_cancer', ['Lung', 'Colon', 'Basal-cell', 'Melanoma ']]\n",
      "['rel_cancer', ['Prostate', 'Breast', '']]\n",
      "['rel_cancer', ['Kidney', 'Breast ', 'Multiple ']]\n",
      "['rel_cancer', ['Esophageal ', 'Lung, ovary', 'Stomach, throat']]\n",
      "['rel_cancer', ['Breast', 'Breast ', '']]\n",
      "['rel_cancer', ['colon cancer', 'breast cancer', 'colon cancer', 'colon cancer']]\n",
      "['rel_cancer', ['melanoma', 'colon', 'ovarian', 'lung', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Lung', 'Pancreatic ', 'Colon', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Skin', 'Colon', '']]\n",
      "['rel_cancer', ['breast cancer, colon cancer', 'breast cancer', 'colon cancer', 'leukemia', 'lung cancer', 'lung cancer']]\n",
      "['rel_cancer', ['Stomach', 'Ovarian and colon', '']]\n",
      "['rel_cancer', ['colon', 'breast (triple negative)', 'breast (estrogen reseptive)', 'melanoma']]\n",
      "['rel_cancer', ['Hairy Cell Lymphoma that metastasized from Chronic Lymphocytic Leukemia', 'Breast Cancer', 'Lung Cancer', 'Melanoma', 'Melanoma', 'Melanoma', 'Stomach cancer']]\n",
      "['rel_cancer', ['Melanoma', 'Ovarian', '']]\n",
      "['rel_cancer', ['Breast/ bladder', 'Non Hodgkins lymphoma', '']]\n",
      "['rel_cancer', ['prostate', 'stomach', 'breast, lung']]\n",
      "['rel_cancer', ['Leukemia', 'ovarian', 'colon']]\n",
      "['rel_cancer', ['colon', 'breast', 'breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['Lymphoma', 'Lung, Lymphoma, Uterine, Ovarian ', 'Uterine/Cervical', 'Breast', 'Skin']]\n",
      "['rel_cancer', ['Pancreatic', 'Breast', '']]\n",
      "['rel_cancer', ['Thyroid', 'Thyroid', 'Breast']]\n",
      "['rel_cancer', ['Colon', 'Colon, prostate, testicular', 'Breast']]\n",
      "['rel_cancer', ['Skin', 'Skin, Colon ', 'Skin', 'Lung']]\n",
      "['rel_cancer', ['skin', 'gall bladder', 'skin', 'breast', 'breast', 'pancreatic', 'pancreatic', 'lymph node', 'abdominal-unknown origin', 'lung', 'lung', 'breast', 'breast']]\n",
      "['rel_cancer', ['Prostate Cancer', 'Ovarian Cancer', 'Lymphoma', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Bladder', 'Prostate', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Pancreatic ', '', '']]\n",
      "['rel_cancer', ['Ovarian', 'Uretha ', '']]\n",
      "['rel_cancer', ['Breast', 'Uteran ', '']]\n",
      "['rel_cancer', ['Kidney', 'Breast', 'Skin']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Uterous', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Ovarian', 'Prostate', 'Breast', 'Skin']]\n",
      "['rel_cancer', ['Breast', 'Pancreatic ', 'Breast ', 'Breast']]\n",
      "['rel_cancer', ['breast', 'Hip', '']]\n",
      "['rel_cancer', ['BREAST', 'PROSTATE', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Lung', 'Lung', 'Leukemia', 'Pancreatic', 'Skin']]\n",
      "['rel_cancer', ['Uterus ', '', '']]\n",
      "['rel_cancer', ['breast cancer', 'prostate and bladder cancer', 'renal cancer', 'testicular cancer ', '', '']]\n",
      "['rel_cancer', ['brain', 'stomach tumor', 'breast', 'stomach', 'breast', 'stomach']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'prostate', 'prostrate', 'leukemia']]\n",
      "['rel_cancer', ['breast', 'breast', '']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'ovarian ']]\n",
      "['rel_cancer', ['Ovarian ', '', '']]\n",
      "['rel_cancer', ['Cervical ', 'Bone', 'Cervical ', 'Uterine ']]\n",
      "['rel_cancer', ['Ovarian', 'Cervical', 'Lung ', 'Skin ', 'Skin']]\n",
      "['rel_cancer', ['breast ', 'skin', 'prostate ', 'throat ', 'pancreatic ']]\n",
      "['rel_cancer', ['Breast', 'Breast/ovarian', 'Breast ', 'Breast', 'Colorectal ']]\n",
      "['rel_cancer', ['Melanoma ', 'Lung', 'Colon']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Breast ', 'Ovarian', '']]\n",
      "['rel_cancer', ['Uterine', 'Prostate', '']]\n",
      "['rel_cancer', ['Breast ', 'Bone', 'Lung ']]\n",
      "['rel_cancer', ['Mantle cell lymphoma', 'Skin cancer', 'Breast', 'Skin cancer ']]\n",
      "['rel_cancer', ['Breast', 'Ovarian ', 'Lung ']]\n",
      "['rel_cancer', ['Lymphoma, lung', 'Uterine, melanoma ', 'Uterine']]\n",
      "['rel_cancer', ['Squamouse Cell ', 'Pancreadic Cancer', 'Breast Cancer ', 'Ovarian Cancer', 'Breast Cancer']]\n",
      "['rel_cancer', ['Ovarian', 'Ovarian', 'breast ', 'Thyroid']]\n",
      "['rel_cancer', ['Ovarian ', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Leukemia ']]\n",
      "['rel_cancer', ['Breast', 'Pancreatic ', 'Prostate ']]\n",
      "['rel_cancer', ['Prostate Cancer', 'Uterine Cancer', 'Uterine Cancer', 'unsure (Prostate Cancer)', 'Laryngeal Cancer']]\n",
      "['rel_cancer', ['', 'Ovarian', 'Colon', 'Bone', 'Uterine ']]\n",
      "['rel_cancer', ['Breast ', 'Breast/colon', '']]\n",
      "['rel_cancer', ['AML (Leukemia)', 'Rectal Cancer', 'Breast Cancer', 'Lung Cancer(70) and Ovarian Cancer (80)', 'Melananoma', 'Melanoma', 'Colon Cancer', 'Colon Cancer', 'Breast Cancer ', 'Prostate Cancer', 'Prostate Cancer']]\n",
      "['rel_cancer', ['Breast', 'Prostate', 'Uterine', 'Breast', 'Breast', 'Lung', 'Lung', 'Brain', 'Laryngeal', 'Prostate']]\n",
      "['rel_cancer', ['Breast Cancer', 'Uterine/Ovarian Cancer', 'Lung Cancer', 'Breast Cancer', 'Colon Cancer']]\n",
      "['rel_cancer', ['breast', 'colon', 'stomach, colon']]\n",
      "['rel_cancer', ['Ovarian', 'Colon', '']]\n",
      "['rel_cancer', ['Liver Cancer and Kidney disease', 'breast cancer', 'breast cancer', 'breast cancer', 'ovarian cancer']]\n",
      "['rel_cancer', ['Colorectal, Hepatic, Lymphatic', '', '']]\n",
      "['rel_cancer', ['Breast', 'Uterine', 'Breast', 'Bone']]\n",
      "['rel_cancer', ['breast', 'bone', '']]\n",
      "['rel_cancer', ['breast cancer', '', '']]\n",
      "['rel_cancer', ['Lymphoma', 'Ovarian', 'Breast', 'Prostate']]\n",
      "['rel_cancer', ['Cervical, breast, pancreatic ', 'Breast', '']]\n",
      "['rel_cancer', ['Colon', 'Ovarian', '']]\n",
      "['rel_cancer', ['breast', 'lung', 'prostate']]\n",
      "['rel_cancer', ['breast', 'prostate', 'positive for Brach gene', 'pancreatic']]\n",
      "['rel_cancer', ['prostate, pancreatic', 'breast', 'skin']]\n",
      "['rel_cancer', ['colon', '', '']]\n",
      "['rel_cancer', ['Breast Cancer', 'Lung', 'Ovarian']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Testicular']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Colon', 'Pancreatic', '']]\n",
      "['rel_cancer', ['breast', 'prostate', '']]\n",
      "['rel_cancer', ['Breast twice, pancreatic', 'Cervical', 'Colon']]\n",
      "['rel_cancer', ['ovarian cancer', 'small bowel cancer', 'prostate cancer', 'skin cancer/ lung cancer']]\n",
      "['rel_cancer', ['colon cancer', 'colon cancer', '']]\n",
      "['rel_cancer', ['breast', 'lung', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Lymphoma', 'Pancreatic', 'Neuroendocrine', 'Lung', 'Lung']]\n",
      "['rel_cancer', ['Breast ', 'Bone lung throat brain', 'Lung throat skin cancer']]\n",
      "['rel_cancer', ['axillary lymphnodes of unknown primary source, pleural effusion, liver, stomach', 'lung', 'breast', 'lung ']]\n",
      "['rel_cancer', ['Breast', 'Lymphoma', 'Testicular ']]\n",
      "['rel_cancer', ['breast', 'colon', 'brain', 'breast', 'brain', 'prostate', 'colon']]\n",
      "['rel_cancer', ['Colon', 'Breast', 'Colon', 'Lung']]\n",
      "['rel_cancer', ['unknown, was in abdomen', 'colon cancer', 'colon cancer', 'uterine cancer', 'prostate cancer', 'uterine cancer', 'breast cancer ']]\n",
      "['rel_cancer', ['Breast ', 'Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast cancer', '', '']]\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['Prostate', 'Lymphoma', 'Mouth', 'Pancreatic']]\n",
      "['rel_cancer', ['cervical, throat', 'cervical', 'breast ', 'breast', 'breast', 'colon', '']]\n",
      "['rel_cancer', ['Pancreatic', 'Skin', 'Breast']]\n",
      "['rel_cancer', ['Uterine, breast, pancreatic', 'Colon', 'Duct allows Breast', 'Breast', 'Ductal Breast', 'Hodgkin lymphoma', 'Thyroid, uterine- has Lynch Syndrome']]\n",
      "['rel_cancer', ['colon', 'ovarian', 'breast']]\n",
      "['rel_cancer', ['Colon', 'Breast', 'Liver']]\n",
      "['rel_cancer', ['melanoma ', 'melanoma', 'Breast Cancer (Age 60) Stomach and Ovarian (Age 83)', 'Prostate', 'Mouth']]\n",
      "['rel_cancer', ['lung, brain', 'Breast', 'Thyroid']]\n",
      "['rel_cancer', ['Uterine', 'Pancreatic', '']]\n",
      "['rel_cancer', ['colon', 'melanoma ', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'lung']]\n",
      "['rel_cancer', ['Appendix', 'Lung', 'Breast', 'Colon', 'Colon', 'Melanoma']]\n",
      "['rel_cancer', ['Colon, Kidney', 'Breast', 'Prostate', 'Breast', 'Bladder']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['breast', 'thyroid ', 'esophageal']]\n",
      "['rel_cancer', ['Breast cancer', 'Lung cancer', 'Bladder cancer', 'Pancreas']]\n",
      "['rel_cancer', ['breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['Breast', 'Lung ', 'Colon', 'Colon', 'Colon', 'Colon']]\n",
      "['rel_cancer', ['cervical', 'breast, leukemia', 'brain tumor', ' ']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'breast', 'breast']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'colon, then liver', 'cancer, not sure what type']]\n",
      "['rel_cancer', ['Uterine/Lung x 2', 'Lung', 'Ovarian/Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['COLON, KIDNEY', 'OVARIAN', '']]\n",
      "['rel_cancer', ['prostate', 'ovarian', 'brrast']]\n",
      "['rel_cancer', ['Breast cancer', '', '']]\n",
      "['rel_cancer', ['OVARIAN', 'BREAST', '']]\n",
      "['rel_cancer', ['breast', 'breast', '']]\n",
      "['rel_cancer', ['Breast', 'Cervical Cancer', 'Melanoma']]\n",
      "['rel_cancer', ['Triple Negative Breast Cancer', 'Tongue', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Neuroblastoma', '']]\n",
      "['rel_cancer', ['breast, uterine/endometrial', 'breast', 'stomach', 'colon or uterine/endometrial']]\n",
      "['rel_cancer', ['ovarian', 'colon', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Prostate']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Prostate', 'Anal/colon']]\n",
      "['rel_cancer', ['Breast', 'Endometrial', 'Pancreatic', 'Prostate', 'Hodgkins Disease', 'Kidney', 'Breast', 'Melanoma']]\n",
      "['rel_cancer', ['breast cancer twice (age 63 and age 79)', 'brain cancer ', 'liver and pancreatic ', 'skin']]\n",
      "['rel_cancer', '[\"\"Stage IV metastatic non small cell cancer']\n",
      "['rel_cancer', ['colon & ovarian', 'Throat', 'Skin cancer']]\n",
      "['rel_cancer', ['Ovarian', 'Prostate', 'Skin']]\n",
      "['rel_cancer', ['Breast', \"Hodgkin's Lymphoma\", 'Germ line cancer']]\n",
      "['rel_cancer', ['Thyroid', 'Tongue', 'Ovarian']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Colon', 'liver', 'breast, lung']]\n",
      "['rel_cancer', ['BREAST', 'leukemia', 'pancreatic', 'pancreatic', 'PROSTATE']]\n",
      "['rel_cancer', ['Colon, skin', 'Lung', 'Ovarian', 'Lymphoma']]\n",
      "['rel_cancer', ['pancreatic cancer ', 'breast cancer', 'breast cancer']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['prostate, colon', 'lung', 'prostate', 'colon', 'breast', \"Non Hodgkin's Lymphoma\", 'colon', 'ovarian']]\n",
      "['rel_cancer', ['prostate', '', '']]\n",
      "['rel_cancer', ['Breast', 'Pancreatic Cancer', '']]\n",
      "['rel_cancer', ['Breast (Bone cancer later)', '', '']]\n",
      "['rel_cancer', ['Colon', 'Breast', 'Uterine', 'Leukemia']]\n",
      "['rel_cancer', ['Breast, Basil Cell Carcinoma', 'Liver/Pancreatic Cancer', 'Liver Cancer']]\n",
      "['rel_cancer', ['ovarian', '', '']]\n",
      "['rel_cancer', ['leukemia', 'skin cancer', 'breast cancer', 'alzhiemers']]\n",
      "['rel_cancer', ['breast x2 ', 'kidney', '']]\n",
      "['rel_cancer', ['Cervical cancer', 'Prostate', 'Melanomas', 'Melanomas, prostate', 'Breast cancer']]\n",
      "['rel_cancer', ['breast', 'colon', 'lymphoma', 'thyroid']]\n",
      "['rel_cancer', ['Breast', 'ovarian', 'kidney']]\n",
      "['rel_cancer', ['Colon', 'Breast, Ureter', 'Colon', 'Breast', 'Ovarian', 'Leukemia', 'Lymphoma', 'Blood or Bone Cancer', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'skin', 'skin', 'colon', 'bone']]\n",
      "['rel_cancer', ['Non-Hodgkins Lymphoma', 'Breast', '']]\n",
      "['rel_cancer', ['Colon (removed before malignant)', 'Colon (cause of death)', 'Colon (removed before malignant)', 'Multiple Myeloma (cause of death)']]\n",
      "['rel_cancer', ['mouth', 'breast', 'breast', 'breast', 'bile duct', 'colon', 'colon', 'colon']]\n",
      "['rel_cancer', ['Leukemia, Prostate', 'Breast', 'Lung/liver/brain']]\n",
      "['rel_cancer', ['breast', 'cancer', 'Throat']]\n",
      "['rel_cancer', ['Breast', 'Breast, skin', 'Breast,lung also skin', 'Lung', 'Skin', 'Not sure of origin - deceased from metastic cancer']]\n",
      "['rel_cancer', ['Uterine-leomyosarcoma', 'Breast ', 'Pancreatic']]\n",
      "['rel_cancer', ['BREAST', 'BREAST', 'BLADDER', 'COLON', 'METASTASIZED LUNG']]\n",
      "['rel_cancer', ['Breast ', 'Ovarian', 'Leukemia - Chronic', 'Liver/Bile Duct', 'Leukemia', 'Stomach', 'Bone ']]\n",
      "['rel_cancer', ['breast', 'breast', '']]\n",
      "['rel_cancer', ['Breast', 'Ovarian', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Ovarian', 'Uterine', 'Colon', 'Breast']]\n",
      "['rel_cancer', ['breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['Lymphoma', 'Uterine and ovarian', 'Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Breast', 'Ovarian', '']]\n",
      "['rel_cancer', ['Breast-hormone induced', 'Skin, brain', 'Lung']]\n",
      "['rel_cancer', ['Melanoma', 'Colon', 'Colon']]\n",
      "['rel_cancer', ['Pancreatic', 'Pancreatic', '']]\n",
      "['rel_cancer', ['Ovarian', 'Prostate', '']]\n",
      "['rel_cancer', ['melanoma', 'pancreatic', '']]\n",
      "['rel_cancer', ['Breast', 'Uterian', 'Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Breast, Lung', 'Breast', 'Colon']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast Cancer', '', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'mouth', 'prostate', 'prostate', 'spinal', '']]\n",
      "['rel_cancer', ['ovarian cancer', 'colon cancer', 'pancreatic cancer', 'skin cancer (squamous cell carcinoma)']]\n",
      "['rel_cancer', ['Ovarian', 'breast', 'ovarian', 'ovarian', 'ovarian', 'colon']]\n",
      "['rel_cancer', ['breast, colon', 'lung, esophageal', 'Thyroid', '']]\n",
      "['rel_cancer', ['Breast', 'Lymphoma', 'Melanoma', 'Lung']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Breast and Uterine', 'Breast', 'Died from colon cancer']]\n",
      "['rel_cancer', ['colon, liver', 'breast', 'breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['Breast', 'Leukemia', 'Leukimia']]\n",
      "['rel_cancer', ['breast', 'breast', 'pancreas']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Ovarian', 'Melanoma', 'Melanoma']]\n",
      "['rel_cancer', ['Colon', 'Lymphoma', 'Pancreatic']]\n",
      "['rel_cancer', ['Breast', 'Lymphoma', 'Prostate']]\n",
      "['rel_cancer', ['Breast', 'Skin', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Colon', 'Melanoma']]\n",
      "['rel_cancer', ['breast and ovarian', 'breast', 'breast']]\n",
      "['rel_cancer', ['ovarian', '', '']]\n",
      "['rel_cancer', ['Pancreatic', 'Ovarian', '']]\n",
      "['rel_cancer', ['ovarian', 'breast', '']]\n",
      "['rel_cancer', ['Breast- Twice', 'Breast', 'Breast-Twice']]\n",
      "['rel_cancer', ['Ovarian ', 'Lung', 'Lung']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Breast', 'Ovarian', '']]\n",
      "['rel_cancer', ['Prostate, pancreatic', 'Rectal', '']]\n",
      "['rel_cancer', ['Pancreas', '', '']]\n",
      "['rel_cancer', ['Colon', 'Pancreatic ', 'Breast', 'Uterine ']]\n",
      "['rel_cancer', ['Prostate', 'Prostate', 'Prostate', 'Breast', 'Leukemia ']]\n",
      "['rel_cancer', ['lung', 'liver', 'prostrate', 'colon', 'lung', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['pancreatic', 'gallbladder', 'lung cancer']]\n",
      "['rel_cancer', ['Retinablastoma', \"Non-Hodgkin's Lymphoma \", 'Liver']]\n",
      "['rel_cancer', ['Colon', 'bladder', '']]\n",
      "['rel_cancer', ['colon', 'breast', 'breast', 'stomach']]\n",
      "['rel_cancer', ['skin', 'skin', 'colon']]\n",
      "['rel_cancer', ['Breast', 'Throat', 'Lung']]\n",
      "['rel_cancer', ['Ovarian', 'Breast', 'Lung']]\n",
      "['rel_cancer', ['Unknown', 'Brain stem tumor', '']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Prostate', 'Stomach', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast, bowel', 'Breast', 'Breast', 'Breast, uterine']]\n",
      "['rel_cancer', ['colo-rectal', 'cervical', 'testicular']]\n",
      "['rel_cancer', ['Brain', 'Breast', 'Breast ', 'Breast', 'Uterine/ ovarian', 'Thymoma', 'Breast']]\n",
      "['rel_cancer', ['Kidney', 'Colon', 'Breast', 'Ovarian ', 'Lung', 'Lung', 'Brain']]\n",
      "['rel_cancer', ['Kidney', 'Colon', 'Breast', 'Ovarian ', 'Lung', 'Lung', 'Brain']]\n",
      "['rel_cancer', ['Prostate', 'Breast', 'Unknown ']]\n",
      "['rel_cancer', ['Ovarian ', 'Breast', 'No cancer-paternal brca2', 'No cancer but check2', 'Stomach cancer', 'Colon cancer', 'Brca2 and breast cancer', 'Breast cancer', 'No cancer but brca2', 'Basal cell skin ', 'Ovarian cancer', '']]\n",
      "['rel_cancer', ['Breast', 'Ovarian', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Pancreatic ', 'Pancreatic ', 'Pancreatic ']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'skin']]\n",
      "['rel_cancer', ['Breast', 'Breat', 'Pancreatic ', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['breast - triple negative', 'lung', 'lung', 'liver', 'breast', 'skin', 'lung', 'skin', 'bladder', 'breast']]\n",
      "['rel_cancer', ['Breast,bladder', 'Lung', 'Lung,liver', 'Breast']]\n",
      "['rel_cancer', ['breast', 'Prostate', 'Prostate', 'breast']]\n",
      "['rel_cancer', ['(CHEK2) Prostate', '(CHEK2 and ATM) Breast cancer', 'CHEK2 and ATM (no cancer, but had a double mastectomy. ', 'Had genetic testing & is positive for CHEK2. No cancer ']]\n",
      "['rel_cancer', ['Ovarian', 'Uterine, breast (inflammatory) ', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast ', 'Breast', 'Leukemia', 'Lung ']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Melanoma', 'Breast', '']]\n",
      "['rel_cancer', ['ovarian', 'cervical', 'ovarian', 'ovarian', 'bone', 'melanoma', 'melanoma']]\n",
      "['rel_cancer', ['Breast', 'Non Hodskins lymphoma', 'Colon']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Testicular', 'Breast ']]\n",
      "['rel_cancer', ['triple neg Breast cancer', 'prostate cancer', 'breast cancer ', 'prostate cancer ']]\n",
      "['rel_cancer', ['Ovarian', 'Skin', 'Leukemia', 'Breast Cancer', 'Breast Cancer', 'Breast Cancer', 'Breast Cancer', 'Skin, Colon', 'Lung', '']]\n",
      "['rel_cancer', ['Breast-42 Lung-71 Pancreatic/stomach-72', 'Lung', 'Stomach', 'Breast', 'Pre-mylenoma ']]\n",
      "['rel_cancer', ['Breast', 'CML', '']]\n",
      "['rel_cancer', ['Breast/Bone ', 'Colon', '']]\n",
      "['rel_cancer', ['Cervical or ovarian - unknown', 'Colon', '']]\n",
      "['rel_cancer', ['BRCA', 'Colon', '']]\n",
      "['rel_cancer', ['Ovarian', 'Lymphoma ', '']]\n",
      "['rel_cancer', ['Uterine ', 'Prostate', 'Colon']]\n",
      "['rel_cancer', ['Lung cancer', 'pancreatic', '?', 'Metastatic, unsure where it started']]\n",
      "['rel_cancer', ['Breast', 'Skin', 'Kidney', 'Colon', 'Pancreatic', 'Breast']]\n",
      "['rel_cancer', ['breast', 'lung', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Breast']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', '']]\n",
      "['rel_cancer', ['Lung', 'Melanoma ', 'Leukemia']]\n",
      "['rel_cancer', ['Colon', 'Breast', '']]\n",
      "['rel_cancer', ['Colon cancer', '', '']]\n",
      "['rel_cancer', ['Breast cancer', 'Breast cancer', 'Colon cancer']]\n",
      "['rel_cancer', ['Uterine/ovarian cancer ', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['breast', 'colon', 'colon', 'colon', 'colon', 'colon']]\n",
      "['rel_cancer', ['breast , lymphoma', 'prostate', 'prostate', 'ALL']]\n",
      "['rel_cancer', ['colon, breast', 'pre-cancerous polyps', 'polyps', 'multiple polyps']]\n",
      "['rel_cancer', ['Lung', 'Colon', 'Colon', 'Colon', 'Throat']]\n",
      "['rel_cancer', ['Breast ', '', '']]\n",
      "['rel_cancer', ['Breast ', '', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Breast']]\n",
      "['rel_cancer', ['Breast ', 'Best/ other', '']]\n",
      "['rel_cancer', ['Pancreatic ', 'Breast', 'Colon', 'Prostate']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Lung', 'Ovarian/Uteren', 'Ovarian/Uteren', 'Prostate']]\n",
      "['rel_cancer', ['ovarian ', 'cervical ', '']]\n",
      "['rel_cancer', ['Brest', 'Breast, ovarian, pancreas ', 'Prostate', 'Prostate', 'Prostate']]\n",
      "['rel_cancer', ['Uterine/Endometrial Cancer', 'Ovarian Cancer', 'Ovarian Cancer', 'Lung Cancer', 'Prostate Cancer']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Non Hodgkin lymphoma']]\n",
      "['rel_cancer', ['breast ', '', '']]\n",
      "['rel_cancer', ['Breast, stomach', 'Colon', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Multiple Myoloma (cause of death)', 'Colon (polyps removed prior to malignancy)', 'Colon (polyps removed prior to malignancy)', 'Colon (cause of death)']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Ovarian ', 'Lung', 'Uterine']]\n",
      "['rel_cancer', ['breast', 'breast', 'prostate']]\n",
      "['rel_cancer', ['bone ', 'lung', 'breast', 'ovarian ', 'prostate']]\n",
      "['rel_cancer', ['ovarian', 'pancreatic', 'breast', 'not sure']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Colon']]\n",
      "['rel_cancer', ['breast', 'pancreatic', '']]\n",
      "['rel_cancer', ['Ovarion', 'Breast', 'Breast', 'Brain', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Prostate', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Colon']]\n",
      "['rel_cancer', ['Breast twice', 'Many types', '']]\n",
      "['rel_cancer', ['Ovarian ', '', '']]\n",
      "['rel_cancer', ['breast, cervical', 'cervical, stomach', 'stomach']]\n",
      "['rel_cancer', ['breast', 'breast', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'breast', 'stomach', 'lung', 'colon']]\n",
      "['rel_cancer', ['Colon', 'Breast', 'Colon', 'Lung']]\n",
      "['rel_cancer', ['Esophageal', 'Lymphoma', 'Breast']]\n",
      "['rel_cancer', ['Liver and pancreatic cancer', '', '']]\n",
      "['rel_cancer', ['Uterine', 'Prostate', 'Uterine', 'Non Hodgkins lymphoma', 'Uterine']]\n",
      "['rel_cancer', ['BREAST', 'ALL (ACUTE LYMPHATIC LEUKEMIA)', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Bone', 'Breast']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['colon cancer ', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Lung', 'Lung']]\n",
      "['rel_cancer', ['Pharyngeal', 'Ovarian', 'Thyroid']]\n",
      "['rel_cancer', ['Thyroid Cancer', 'Breast Cancer', 'Breast Cancer', 'Stomach Cancer', 'Not Cancer, but non-malignant tumor on spine', 'Hodgkins Disease - died at 51']]\n",
      "['rel_cancer', ['Uterine, Non-Hodgkins Lymphoma', 'Lung', 'Colon', 'Breast, Skin, Lymphoma?', 'Uterine', 'Skin', 'Skin']]\n",
      "['rel_cancer', ['Skin squamous cell', 'Breast', 'Breast', 'Kidney', 'unknown', 'ovarian']]\n",
      "['rel_cancer', ['LUNG', 'PANCREAS', 'THROAT']]\n",
      "['rel_cancer', ['Pancreas', 'Throat', 'Ovarian', 'Multiple Myeloma', 'Pancreas']]\n",
      "['rel_cancer', ['Breast', 'Brain', '']]\n",
      "['rel_cancer', ['Ovarian', '?', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Stomach', '']]\n",
      "['rel_cancer', ['Lung, Brain', 'Kidney', 'Lung', 'Liver, Lung', 'Brain']]\n",
      "['rel_cancer', ['Testicle', 'Gastric', 'Breast', 'Ovarian']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Ovarian', 'Lung', 'Breast', 'Liver', 'Breast', 'Lung', 'Ovarian', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Skin', 'Renal cell carcinoma ', 'Skin']]\n",
      "['rel_cancer', ['Uterine Cancer', '', '']]\n",
      "['rel_cancer', ['Breast, ovarian, lung', 'Cervical', '']]\n",
      "['rel_cancer', ['Colon', 'Breast', 'Cervical', 'Basal']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'rare t-cell']]\n",
      "['rel_cancer', ['Colorectal', 'Colon', 'Leukemia', 'Ovarian', '']]\n",
      "['rel_cancer', ['Pancreatic', 'Breast, stomach', 'Breast', 'Lung', 'Osteosarcoma ', 'Prostate', 'Melanoma']]\n",
      "['rel_cancer', ['Colon', 'Kidney', 'Pancreatic ']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['Vulvar', 'Kidney', 'Colorectal- TP53 and APC mutations']]\n",
      "['rel_cancer', ['Breast', 'Melanomias', 'Brain']]\n",
      "['rel_cancer', ['Uterine ', 'Breast', 'Breast', 'Ovarian ', 'Throat', 'Breast ', 'Skin', 'Prostate cancer', 'Skin Cancer ', 'Lung and kidney.  Different types', 'Liver', 'Unknown origin', 'Multiple Myeloma ', 'Adeno Carcinoma']]\n",
      "['rel_cancer', ['Cervical', 'Cervical', 'Breast', 'Colon ', 'Pancreas']]\n",
      "['rel_cancer', ['Omentum ', 'Eye tumor', '', '']]\n",
      "['rel_cancer', ['Prostate', 'Pancreatic', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'NHL', 'Skin', '']]\n",
      "['rel_cancer', ['mouth', 'breast', 'breast', 'breast', 'bile duct', 'colon', 'colon', 'colon', '']]\n",
      "['rel_cancer', ['mouth', 'breast', 'breast', 'breast', 'bile duct', 'colon', 'colon', 'colon']]\n",
      "['rel_cancer', ['Hodgkins', 'Lung Cancer', 'Breast/Skin']]\n",
      "['rel_cancer', ['Breast', 'Pancreatic ', 'Colon ', 'Breast ']]\n",
      "['rel_cancer', ['stomach', 'breast', 'breast', 'breast', 'bile duct', 'colon', 'colon', 'colon', 'breast', 'breast']]\n",
      "['rel_cancer', ['colon', 'breast', 'uterine', 'Liver', \"Hodgkin's\"]]\n",
      "['rel_cancer', ['Ovarian ', 'Breast', '']]\n",
      "['rel_cancer', ['Breast Cancer', 'Ovarian Cancer', '']]\n",
      "['rel_cancer', ['Breast ', 'Pancreatic ', 'Breast ', 'Colon', 'Liver', 'Lung ']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Skin', 'Bladder']]\n",
      "['rel_cancer', ['Kidney', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate', 'Breast']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Breast', 'Uterus ', '']]\n",
      "['rel_cancer', ['Prostate', 'Breast', 'Lung', 'Bone ']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Breast', 'Ovarian']]\n",
      "['rel_cancer', ['Melanoma', 'Lung cancer', '']]\n",
      "['rel_cancer', ['colon', 'skin', '']]\n",
      "['rel_cancer', ['melanoma', 'unknown', 'breast']]\n",
      "['rel_cancer', ['oral', 'Colan', '']]\n",
      "['rel_cancer', ['prostate', 'prostate', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['CLL', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['colon', 'lung', 'unsure']]\n",
      "['rel_cancer', ['Skin', 'Melanoma', 'Ovarian', 'Breast']]\n",
      "['rel_cancer', ['colon', 'melanoma', '']]\n",
      "['rel_cancer', ['breast and bone', 'endromentrial and bladder', '']]\n",
      "['rel_cancer', ['Lukemia', 'brain', 'testicular']]\n",
      "['rel_cancer', ['unknown', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['colon cancer', 'bile duct', 'melanoma lung cancer', 'Breast Cancer', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Lymphoma']]\n",
      "['rel_cancer', ['Breast', 'Brain Tumor', 'Lung Cancer']]\n",
      "['rel_cancer', ['Uterine Cancer', '', '']]\n",
      "['rel_cancer', ['Breast', 'Thyroid', 'Lung']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Prostate']]\n",
      "['rel_cancer', ['Brain tumor', '', '']]\n",
      "['rel_cancer', ['prostate', 'brain', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['cervical', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast ', '', '']]\n",
      "['rel_cancer', ['Glioblastoma ', '', '']]\n",
      "['rel_cancer', ['Breast ', 'Breast ', '']]\n",
      "['rel_cancer', ['breast', 'bladder', '']]\n",
      "['rel_cancer', ['brain tumor', 'multiple myleoma', '']]\n",
      "['rel_cancer', ['emphysema, colon cancer', 'colon pollops (partial colon removed)', '']]\n",
      "['rel_cancer', ['Prostate', 'Prostate', '']]\n",
      "['rel_cancer', ['colon', 'breast', 'colon-secum', 'bladder']]\n",
      "['rel_cancer', ['Colon', 'Breast', '']]\n",
      "['rel_cancer', ['Prostate', 'Prostate', '']]\n",
      "['rel_cancer', ['lung cancer (smoked most of her adult life)', 'breast cancer', '']]\n",
      "['rel_cancer', ['breast cancer', 'breast cancer', 'kidney cancer', 'lung cancer', 'uncertain']]\n",
      "['rel_cancer', ['Breast', 'Stomach', 'Breast']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['Colon', 'Breast ', 'Lung']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['HISTOCYTIC LYMPHOMA', 'HODGKINS', 'PLASMA CYTOMA, MULTMA MYALOMA', 'PROSTATE CANCER', 'ADULT LUKEMEA', 'BRAIN CANCER']]\n",
      "['rel_cancer', ['Prostrate ', 'Skin', 'Pancreatic ', 'Brain']]\n",
      "['rel_cancer', ['Oral', 'Colon', 'Colon']]\n",
      "['rel_cancer', ['Maloma ', 'Breast', '']]\n",
      "['rel_cancer', ['colon', 'melanoma', '']]\n",
      "['rel_cancer', ['breast cancer', 'ovarian cancer', 'leukemia']]\n",
      "['rel_cancer', ['Bladder', 'Breast', 'Colon', 'Colon', 'Skin', 'Skin']]\n",
      "['rel_cancer', ['Brain', 'Ovarian', 'Ovarian Brain', 'Luekemia']]\n",
      "['rel_cancer', ['Colon', 'Skin', '']]\n",
      "['rel_cancer', ['liver', 'lung, kidney, ', 'leukemia']]\n",
      "['rel_cancer', ['Breast ', 'Testicular', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'uterine', '']]\n",
      "['rel_cancer', ['breast', 'bladder', 'skin']]\n",
      "['rel_cancer', ['unknown, was in for gall balder surgery and discovered \"eaten-up\" with cancer', 'Breast cancer, both breasts', 'Stage 4 NSC lung cancer, metastasized to Brain and spine']]\n",
      "['rel_cancer', ['Esophageal', '', '']]\n",
      "['rel_cancer', ['Bladder', 'Lung', '']]\n",
      "['rel_cancer', ['Acute Myeloid Leukemia, Skin (unknown type or age)', 'Prostate ', 'Lung cancer and emphysema']]\n",
      "['rel_cancer', ['Kidney', '', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', '']]\n",
      "['rel_cancer', ['Colon', 'Basal cell skin', 'Squeamous cell skin']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Metatastic Squamous cell', '', '']]\n",
      "['rel_cancer', ['Breast', 'Brain', 'Mesothelioma ']]\n",
      "['rel_cancer', ['Stomach ', 'Lung', '']]\n",
      "['rel_cancer', ['liver, colon', '', '']]\n",
      "['rel_cancer', ['Lung', 'Breast', 'Colon']]\n",
      "['rel_cancer', ['Cervical', 'breast', '']]\n",
      "['rel_cancer', ['lung', 'prostate', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Bone Cancer, Mulitple Mylenoma', 'Skin Cancer, Mylenoma', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Intestinal', 'Breast', '']]\n",
      "['rel_cancer', ['Colon', 'Bladder', 'Melanoma', 'Breast Cancer', '']]\n",
      "['rel_cancer', ['melanoma', 'breast', '']]\n",
      "['rel_cancer', ['skin, pancreatic', '', '']]\n",
      "['rel_cancer', ['Colon', 'Breast', '']]\n",
      "['rel_cancer', ['glioblastoma', '', '']]\n",
      "['rel_cancer', ['Lung', 'Cervical', 'Bladder', 'Skin']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Colon', 'Liver', 'Prostate']]\n",
      "['rel_cancer', ['Breast', 'Cervical', 'Breast', 'Colon ']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Breast', 'Stomach', 'Prostate']]\n",
      "['rel_cancer', ['Utarine', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast ', '', '']]\n",
      "['rel_cancer', ['Breast Cancer', 'Prostate Cancer', 'Breast Cancer']]\n",
      "['rel_cancer', ['breast', 'breast', '']]\n",
      "['rel_cancer', ['breast, colon', '', '']]\n",
      "['rel_cancer', ['Lung cancer and later brain cancer', 'Breast Cancer', '']]\n",
      "['rel_cancer', ['Stomach', '', '']]\n",
      "['rel_cancer', ['Lung', 'Breast', 'Rectal ']]\n",
      "['rel_cancer', ['Skin', 'Lung', 'Lung', 'Lung', 'Pancreatic']]\n",
      "['rel_cancer', ['Skin', 'Lymphoma', 'Lymphoma', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Brest/Brain', '']]\n",
      "['rel_cancer', ['Breast', 'Nonhodgkins lymphoma', 'Muscular ']]\n",
      "['rel_cancer', ['Breast, lymphoma ', 'Leukemia', '']]\n",
      "['rel_cancer', ['Uterian', 'Lung', '']]\n",
      "['rel_cancer', ['Breast Cancer', 'Skin Cancer', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast ', '', '']]\n",
      "['rel_cancer', ['Stomach', 'Leukemia ', 'Melanoma, prostate', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['LUNG, THROAT', 'LUNG, BRAIN', '']]\n",
      "['rel_cancer', ['Colon', 'Skin', 'Lung', 'Bladder', '']]\n",
      "['rel_cancer', ['Renal', 'Liver', '']]\n",
      "['rel_cancer', ['Prostate ', '', '']]\n",
      "['rel_cancer', ['Bone ', '', '']]\n",
      "['rel_cancer', ['Colorectal', 'Brain', '']]\n",
      "['rel_cancer', ['Prostate', 'Breast', 'Colon', 'Leukemia ', 'Stomach']]\n",
      "['rel_cancer', ['Bladder', 'Colon', 'Bladder', 'Bladder']]\n",
      "['rel_cancer', ['BCell Leukemia', '', '']]\n",
      "['rel_cancer', ['Kidney', 'Breast', 'Lung', 'Skin', 'Skin']]\n",
      "['rel_cancer', ['Breast', 'Breast/mesothelioma ', 'Brain tumor', 'Melanoma', 'Throat']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Lung Cancer', '']]\n",
      "['rel_cancer', ['HERR2 Positive Breast Cancer, DCIS', 'Breast Cancer', 'Breast Cancer']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Testicular', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate, bone', 'Leukemia', 'Skin']]\n",
      "['rel_cancer', ['uterine ', '', '']]\n",
      "['rel_cancer', ['Liver', 'Breast', '']]\n",
      "['rel_cancer', ['Stomach', 'Breast', 'Lymphoma ']]\n",
      "['rel_cancer', ['breast', 'prostate', 'prostate', 'breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['Leukemia ', 'Throat/Mouth(?)', 'Colon']]\n",
      "['rel_cancer', ['Breast', 'Lung ', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Uterine ', '', '']]\n",
      "['rel_cancer', ['Breast Cancer', 'Breast Cancer', 'Breast Cancer']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Leukemia ', '', '']]\n",
      "['rel_cancer', ['Small cell', '', '']]\n",
      "['rel_cancer', ['stomach', '', '']]\n",
      "['rel_cancer', '[\"\"Invasive Lobular Carcinoma, ER/PR+ Her2-']\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['Prostate', 'Colon', '']]\n",
      "['rel_cancer', ['breast', 'Hodgkin lymphoma', 'lung', 'lung']]\n",
      "['rel_cancer', ['pancreatic', '', '']]\n",
      "['rel_cancer', ['Breast', 'Carcinoma', '']]\n",
      "['rel_cancer', ['colon', 'breast', '']]\n",
      "['rel_cancer', ['Lung', 'Breast / Lung', '']]\n",
      "['rel_cancer', ['Colon, skin', 'Prostate', 'Skin', 'Glaucoma']]\n",
      "['rel_cancer', ['Gastric Adenocarcinoma', 'Urinary Bladder Cancer', '']]\n",
      "['rel_cancer', ['Lung', 'Uterine', 'Stomach', 'Thyroid/Esophegeal']]\n",
      "['rel_cancer', ['breast', 'breast', '']]\n",
      "['rel_cancer', ['Breast', 'Unknown', 'Skin']]\n",
      "['rel_cancer', ['Breast', 'Unknown', 'Skin']]\n",
      "['rel_cancer', ['Leukemia ', 'Breast', '']]\n",
      "['rel_cancer', ['Pancreatic', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['lung', 'breast', 'breast']]\n",
      "['rel_cancer', ['Lupus', 'Breast', 'Thyroid']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Colon', 'Lung', '']]\n",
      "['rel_cancer', ['Melanoma', 'Breast', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate', '']]\n",
      "['rel_cancer', ['Stomach', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Colon and Prostate', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Bladder', 'Colon', 'Colon']]\n",
      "['rel_cancer', ['Lung', 'kidney', 'breast', 'breast']]\n",
      "['rel_cancer', ['Prostate', 'Stomach', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['voice box, lung and prostate', '', '']]\n",
      "['rel_cancer', ['voice box, lung and prostate', 'lung', 'stomach']]\n",
      "['rel_cancer', ['breast', 'colon', 'testicular', 'prostate', 'leukemia', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'colon', 'bladder']]\n",
      "['rel_cancer', ['Colon', 'Breast', 'Throat, Lung']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Eye, skin, lung ']]\n",
      "['rel_cancer', ['Prostrate', '', '']]\n",
      "['rel_cancer', ['Melanoma', 'Breast cancer', '']]\n",
      "['rel_cancer', ['Melanoma', 'Breast cancer', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', 'Neck', 'Neck, lung', 'Leukemia']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['breast', 'prostate', '']]\n",
      "['rel_cancer', ['Breast Cancer ', 'Breast Cancer ', 'Breast Cancer ', 'Colon Cancer ', 'Mouth Cancer ']]\n",
      "['rel_cancer', ['Skin, Colon', 'unknown', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Brain', 'Spine, liver, kidney ', 'Esophagus', 'Lungs, skin cancer', 'Skin cancer']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Non Hockins Limphoma', 'Colon', 'colon']]\n",
      "['rel_cancer', ['Burketts Lymphoma', 'breast cancer', 'breast cancer', 'lymphoma, leukemia ']]\n",
      "['rel_cancer', ['breast', 'skin', 'skin']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Intestinal, appendicital, colon', 'Brain, Breast', 'Brain']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Cervical', 'Ovarian']]\n",
      "['rel_cancer', ['lung', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['chronic lymphocytic leukemia ', 'leukemia', 'throat cancer', 'colon cancer']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Melenoma', 'Breast', '']]\n",
      "['rel_cancer', ['Colorectal- APC and TP53 mutations', '', '']]\n",
      "['rel_cancer', ['Lymphoma', '', '']]\n",
      "['rel_cancer', ['Breast ', 'Skin', '']]\n",
      "['rel_cancer', ['Breast', 'Thyroid ', '']]\n",
      "['rel_cancer', ['Merkle cell', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Stomach', 'Pancreatic ', 'Prostate', 'Plasma cell cancer']]\n",
      "['rel_cancer', ['Lymphoma and Lung', 'Breast', 'Renal and gland', 'Mouth']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Skin', 'Lymphoma']]\n",
      "['rel_cancer', ['Breast Cancer', 'Throat Cancer', '']]\n",
      "['rel_cancer', ['BREAST', 'LEUKEMIA', 'COLON']]\n",
      "['rel_cancer', ['cervical cancer', 'breast and bone cancer', '']]\n",
      "['rel_cancer', ['Leukemia', 'Lung', 'Lung']]\n",
      "['rel_cancer', ['colon, and others?', '', '']]\n",
      "['rel_cancer', ['Cervical/Uterine', 'Breast', 'Breast/Cervical/Uterine']]\n",
      "['rel_cancer', ['Liver', 'Lueikmea ', 'Prostate ']]\n",
      "['rel_cancer', ['GIST', 'Lung', '']]\n",
      "['rel_cancer', ['Skin', 'Lymphoma ', 'Colon', 'Leukemia ', 'Burkina lymphoma ', 'Skin']]\n",
      "['rel_cancer', ['Leukemia', '', '']]\n",
      "['rel_cancer', ['colon', 'colon', 'lung']]\n",
      "['rel_cancer', ['Breast', 'Lung', 'Prostate ']]\n",
      "['rel_cancer', ['Colon', 'Skin', '']]\n",
      "['rel_cancer', ['Lung,breast, parathyroid', '', '']]\n",
      "['rel_cancer', ['colon', 'lung', '']]\n",
      "['rel_cancer', ['skin, bladder, lung', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Leukemia', 'Skin', 'Throat']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', 'Skin', 'Skin', 'Skin', 'Skin']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['colon', '', '']]\n",
      "['rel_cancer', ['stage 4 breast and spread - under cancer drugs', '', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', '']]\n",
      "['rel_cancer', ['Colon', 'Breast', 'Breast', 'Prostate', 'Prostate', 'Colon', 'Colon', 'Colon']]\n",
      "['rel_cancer', ['Anal', 'cervical', 'bone cancer']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Colon']]\n",
      "['rel_cancer', ['breast cancer', 'prostate cancer', '']]\n",
      "['rel_cancer', ['Bone', 'Lung', '']]\n",
      "['rel_cancer', ['Brain cancer', 'Breast cancer', '']]\n",
      "['rel_cancer', ['LEUKEMIA', 'COLON, RECTAL, BLADDER, BONE', '']]\n",
      "['rel_cancer', ['Breast', 'Lung cancer', '']]\n",
      "['rel_cancer', ['Breast, Cervix', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Breast', 'Skin', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'lung']]\n",
      "['rel_cancer', ['Various', 'Breast', '']]\n",
      "['rel_cancer', ['breast', 'breast', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast cancer', 'Multiple myeloma', 'Multiple myeloma', 'Stomach cancer']]\n",
      "['rel_cancer', ['Lymphoma', 'Colon', '']]\n",
      "['rel_cancer', ['Lung', 'Breast, Lung', 'Colon']]\n",
      "['rel_cancer', ['glioblastoma (brain), skin (at younger age)', 'stage four, cancer of unknown primary', '']]\n",
      "['rel_cancer', ['Skin Cancer', 'Breast Cancer', '']]\n",
      "['rel_cancer', ['Lung, Chronic Leukemia, jaw tumor', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Colon', 'skin', 'Adenocarcinoma lung', 'skin', 'melanoma']]\n",
      "['rel_cancer', ['Prostate', 'Pancreatic ', '']]\n",
      "['rel_cancer', ['Prostate', 'Prostate', '']]\n",
      "['rel_cancer', ['Esophageal', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Colon', 'Colon', '']]\n",
      "['rel_cancer', ['Prostate', 'Prostate', '']]\n",
      "['rel_cancer', ['prostate', 'colon', 'prostate, lung', 'melanoma']]\n",
      "['rel_cancer', ['Lung cancer', 'Breast cancer', '']]\n",
      "['rel_cancer', ['Colon', 'Lung', 'Lung']]\n",
      "['rel_cancer', ['Lung cancer', 'Breast cancer', '']]\n",
      "['rel_cancer', ['Melanoma', '', '']]\n",
      "['rel_cancer', ['Pancreatic ', 'Colon', '']]\n",
      "['rel_cancer', ['cervical', 'breast', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['uterine with mats to the lungs', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Lung, Prostate, Liver', 'Melanoma', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate', '']]\n",
      "['rel_cancer', ['Lymphoma', 'Lymphoma', 'Lung cancer', 'Brain tumor', 'Prostate']]\n",
      "['rel_cancer', ['Breast', 'Melanoma', 'Lung', 'Breast']]\n",
      "['rel_cancer', ['breast cancer', 'esophageal cancer', '']]\n",
      "['rel_cancer', ['Lymphoma', 'Breast', '']]\n",
      "['rel_cancer', ['colon', 'colon', 'breast cancer', 'breast cancer', 'lung cancer, lukemia']]\n",
      "['rel_cancer', ['Breast - Triple Negative', 'Melanoma', '']]\n",
      "['rel_cancer', ['Breast CA', 'Breast CA', '']]\n",
      "['rel_cancer', ['T cell  lymphoma  ', 'Breast cancer', 'Cervical cancer']]\n",
      "['rel_cancer', ['skin cancer', 'breast cancer', 'vaginal and rectal']]\n",
      "['rel_cancer', ['Breast', 'Lukemia', 'Bladder']]\n",
      "['rel_cancer', ['Colon', 'Lung', 'Cervical', 'Cervical', 'Brain']]\n",
      "['rel_cancer', ['Colon', 'Colon', '']]\n",
      "['rel_cancer', ['Breast Cancer', 'Breast Cancer', '']]\n",
      "['rel_cancer', ['melanoma', 'brain tumor', 'lung', 'prostate', 'breast', 'brain tumor']]\n",
      "['rel_cancer', ['colon', 'Brain', 'Bone', 'Lung']]\n",
      "['rel_cancer', ['Multiple myeloma', 'Prostate', 'Breast', 'Prostate']]\n",
      "['rel_cancer', ['Thyroid', 'Prostate', '']]\n",
      "['rel_cancer', ['Skin cancer', 'Prostate Cancer', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate ', '']]\n",
      "['rel_cancer', ['Breast negative BRCA', 'Thyroid', 'Multiple Myeloma']]\n",
      "['rel_cancer', ['Uterine', '', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast Cancer', '', '']]\n",
      "['rel_cancer', ['Bile duct', '', '']]\n",
      "['rel_cancer', ['Breast', 'Liver', 'Breast']]\n",
      "['rel_cancer', ['Non Hodgkin lymphoma ', 'Brain ', '']]\n",
      "['rel_cancer', ['Bladder', 'Leukemia', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Thyroid', 'Prostate', 'Kidney']]\n",
      "['rel_cancer', ['Breast ', 'Breast', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'kidney, spread later']]\n",
      "['rel_cancer', ['Breast', 'Melanoma', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast (HER2)', '', '']]\n",
      "['rel_cancer', ['Osteosarcoma ', 'Lung and brain ', 'A blood or bone cancer unsure ']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast cancer', 'Breast cancer', 'Skin cancer']]\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['Lung', 'Breast', '']]\n",
      "['rel_cancer', ['prostate', 'breast', '']]\n",
      "['rel_cancer', ['Stomach', '', '']]\n",
      "['rel_cancer', ['Breast', 'Sarcoma', 'Colon ']]\n",
      "['rel_cancer', ['Uterine', 'Prostate', '']]\n",
      "['rel_cancer', ['Breast', 'Melanoma', 'Multiple myeloma', 'Multiple myeloma', 'Dysplasia esophageal', 'Dysplasia cervical']]\n",
      "['rel_cancer', ['Uterine ', 'Cervical ', 'Breast ', 'Large B cell Lymphoma ', 'Pancreatic cancer ', 'Colan cancer ', '']]\n",
      "['rel_cancer', ['Lung', 'Melanoma', 'Skin cancer']]\n",
      "['rel_cancer', ['Colon', 'Skin', '']]\n",
      "['rel_cancer', ['Breast', 'cholangiosarcoma', '']]\n",
      "['rel_cancer', ['Stomach ', 'Stomach ', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'IBC', '']]\n",
      "['rel_cancer', ['Breast', 'Leukemia', 'Tongue cancer']]\n",
      "['rel_cancer', ['Cervical', 'Breast, cervical', 'Prostate', 'Mole had cancer cells but removed', '']]\n",
      "['rel_cancer', ['Colon', 'Bone', 'Skin']]\n",
      "['rel_cancer', ['Breast', 'Lung', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Uterine', '']]\n",
      "['rel_cancer', ['Breast', 'Thyroid', '']]\n",
      "['rel_cancer', ['breast', 'lung', '']]\n",
      "['rel_cancer', ['Breast', 'Cervical', '']]\n",
      "['rel_cancer', ['breast', 'breast', '']]\n",
      "['rel_cancer', ['breast ', 'Lung', '']]\n",
      "['rel_cancer', ['Lung ', 'Breast', 'Throat']]\n",
      "['rel_cancer', ['colon', 'Prostate', 'prostate']]\n",
      "['rel_cancer', ['Lung', 'Thoat', 'Breast']]\n",
      "['rel_cancer', ['Breast, uterus', 'Multiple Myeloma ', 'Breast']]\n",
      "['rel_cancer', ['Thyroid/Small Cell/Lung', 'Colon/Prostate', '']]\n",
      "['rel_cancer', ['Colon', 'Skin', '']]\n",
      "['rel_cancer', ['colon', 'prostate', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate', '']]\n",
      "['rel_cancer', ['breast', 'esophageal ', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Colon', 'Melanoma', 'Cervical']]\n",
      "['rel_cancer', ['Pancreatic', 'Prostate', 'Prostate']]\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'breast']]\n",
      "['rel_cancer', ['leukemia', 'ovarian', 'breast cancer', 'colon cancer']]\n",
      "['rel_cancer', ['Breast, Skin ', 'Non Hodgkins Lymphonma', '']]\n",
      "['rel_cancer', ['Breast', 'Jaw', 'Prostate']]\n",
      "['rel_cancer', ['Breast', 'Leukemia', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Brain', 'Leukemia ', '']]\n",
      "['rel_cancer', ['Cervical', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Lung', 'Lymph nodes ']]\n",
      "['rel_cancer', ['Breast', 'Thyroid', '']]\n",
      "['rel_cancer', ['Thyroid, breast', '', '']]\n",
      "['rel_cancer', ['Gastric', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Colon, Vulvar', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['breast, lung', '', '']]\n",
      "['rel_cancer', ['Brain', '', '']]\n",
      "['rel_cancer', ['Brain', '', '']]\n",
      "['rel_cancer', ['Brain', 'Breast', 'Leukemia']]\n",
      "['rel_cancer', ['Colon ', 'Skin ', '']]\n",
      "['rel_cancer', ['Intestinal ', 'Prostate', '']]\n",
      "['rel_cancer', ['Melanoma ', 'Bladder', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', 'Caervical', 'Liver']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast ', 'Luekemia ', '']]\n",
      "['rel_cancer', ['Colon', 'Breast, pre-cancerous cells in colon at 63', '']]\n",
      "['rel_cancer', ['Lung', 'Leukemia ', '']]\n",
      "['rel_cancer', ['Leukemia', 'Breast', '']]\n",
      "['rel_cancer', ['Prostate', 'Breast', 'Lung']]\n",
      "['rel_cancer', ['Prostate', 'Lung', '']]\n",
      "['rel_cancer', ['Pancreatic ', 'Breast', '']]\n",
      "['rel_cancer', ['Prostate', 'Skin', 'Skin', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Prostate', 'Skin', 'Skin', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Colon', 'Prostate', '']]\n",
      "['rel_cancer', ['Lung', 'Breast', 'Leukemia']]\n",
      "['rel_cancer', ['Colon', 'Skin', 'Skin']]\n",
      "['rel_cancer', ['Skin cancer', '', '']]\n",
      "['rel_cancer', ['Melanoma', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Colon (maybe, it was too late when they found it so never knew for sure)', '', '']]\n",
      "['rel_cancer', ['Bone', '', '']]\n",
      "['rel_cancer', ['Lung', 'Uterine ', '']]\n",
      "['rel_cancer', ['Leukemia, bladder', 'Breast ', '']]\n",
      "['rel_cancer', ['Lung', 'Lung ', 'Brain']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Carcinoid', 'Carcinoid', 'Ovarian cancer']]\n",
      "['rel_cancer', ['HodgkinÕs disease', 'Breast', '']]\n",
      "['rel_cancer', ['basal cell carcinoma', 'breast cancer', 'pancreatic cancer', 'basal cell carcinoma']]\n",
      "['rel_cancer', ['colon', 'small cell lung ', 'breast', 'pancreas', 'leukemia', 'lung', 'lung', 'lung', 'lung', 'breast']]\n",
      "['rel_cancer', ['unknown', 'gall bladder', 'skin cancer', 'lung cancer']]\n",
      "['rel_cancer', ['Leukemia', 'Breast', '']]\n",
      "['rel_cancer', ['Prostate, Skin', 'Skin', 'Colon']]\n",
      "['rel_cancer', ['Bladder', 'Breast', 'Prostate', 'Pancreatic ', 'Colon']]\n",
      "['rel_cancer', ['Lung', 'Brain', '']]\n",
      "['rel_cancer', ['Prostate ', 'Skin', 'Colon', '']]\n",
      "['rel_cancer', ['Colon', 'Prostate', '']]\n",
      "['rel_cancer', ['Bladder', 'Breast', '']]\n",
      "['rel_cancer', ['Renal Cell Carinoma', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Brain', '', '']]\n",
      "['rel_cancer', ['breast', 'liver', 'liver']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Uterine', 'Lung']]\n",
      "['rel_cancer', ['Testicular cancer', 'Prostate cancer', 'Melanoma ']]\n",
      "['rel_cancer', ['bladder', '', '']]\n",
      "['rel_cancer', ['Lung', 'Lung', 'Glioblastoma']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Bladder/Liver']]\n",
      "['rel_cancer', ['Colon cancer', 'Bladder cancer', 'Prostate cancer']]\n",
      "['rel_cancer', ['breast', 'lung', 'breast']]\n",
      "['rel_cancer', ['Breast, skin', 'Unknown', '']]\n",
      "['rel_cancer', ['Pancreatic', '', '']]\n",
      "['rel_cancer', ['Leukemia ', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['breast and expanded to body', 'prostate', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Lung', 'Melanoma']]\n",
      "['rel_cancer', ['Thyroid', 'Prostate', '']]\n",
      "['rel_cancer', ['melanoma (leg)', 'esophageal ', 'esophageal ', 'thyroid', 'breast']]\n",
      "['rel_cancer', ['Breast', 'Leukemia', 'Bladder']]\n",
      "['rel_cancer', ['Melanoma', 'Melanoma', '']]\n",
      "['rel_cancer', ['Breast', 'Lung', 'Ovarian, Bladder']]\n",
      "['rel_cancer', ['colon', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['colon', '', '']]\n",
      "['rel_cancer', ['Colon ', 'Esophageal ', '']]\n",
      "['rel_cancer', ['Breast ', 'Lung ', '']]\n",
      "['rel_cancer', ['Cervical ', 'Breast', '']]\n",
      "['rel_cancer', ['Colon, liver, lung', 'Colon', 'Colon, breast, skin', 'Skin']]\n",
      "['rel_cancer', ['Breas', 'Lung', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['breast', 'Colon', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Colon ', 'Thyroid ', '']]\n",
      "['rel_cancer', ['Breast/lung', 'Prostate/Bone', 'Lymphoma ', 'Lung cancer']]\n",
      "['rel_cancer', ['Breast ', '', '']]\n",
      "['rel_cancer', ['breast', 'melanoma ', 'prostate ']]\n",
      "['rel_cancer', ['Colon', 'Thyroid ', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Throat', '']]\n",
      "['rel_cancer', ['Breast ', 'Lung/ prostate', '']]\n",
      "['rel_cancer', ['Brain/lung', 'Colon', 'Sinus ']]\n",
      "['rel_cancer', ['Breast', 'Colon,bone,blood', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Brain cancer ', '', '']]\n",
      "['rel_cancer', ['Pancreatic ', 'Colon ', '']]\n",
      "['rel_cancer', ['Retinoblastoma', '', '']]\n",
      "['rel_cancer', ['Kidney ', 'Cervical', 'Lung ']]\n",
      "['rel_cancer', ['Breast', 'Breast', \"don't know\"]]\n",
      "['rel_cancer', ['rectal', 'skin', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Prostate', 'Melanoma ', 'Bladder']]\n",
      "['rel_cancer', ['Sarcoma', 'Lymphoma', 'Lung']]\n",
      "['rel_cancer', ['Breast, lung, spinal, & brain', 'Hotchkins', 'Brain']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['lung', 'glioblastoma', 'colon', 'lung', 'colon', 'lung']]\n",
      "['rel_cancer', ['Cervical', 'Breast', 'Cervical']]\n",
      "['rel_cancer', ['gastric cancer', 'unknown', 'unknown']]\n",
      "['rel_cancer', ['Tongue, neck', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast ', '', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate', '']]\n",
      "['rel_cancer', ['bladder', 'colon', 'colon', 'unknown', 'unknown', 'Breast', 'lymphoma', '']]\n",
      "['rel_cancer', ['Brest ', '', '']]\n",
      "['rel_cancer', ['Breast', 'Cervical', '']]\n",
      "['rel_cancer', ['breast? ', '', '']]\n",
      "['rel_cancer', ['Breast ', 'Colon Cancer ', 'Cancer unknown']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Lung']]\n",
      "['rel_cancer', ['Thyroid', 'Prostate', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast, bone', '', '']]\n",
      "['rel_cancer', ['Prostate Cancer', 'Breast Cancer', '']]\n",
      "['rel_cancer', ['testicular cancer ', 'testicular cancer', 'colon cancer ']]\n",
      "['rel_cancer', ['Non Hodgkins Lymphoma ', 'Prostate', 'Breast']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Rental cell carcinoma ', '', '']]\n",
      "['rel_cancer', ['Breast ', '', '']]\n",
      "['rel_cancer', ['Thyroid', 'Breast ', '']]\n",
      "['rel_cancer', ['Breast', 'Bone', 'brain, mouth, lung']]\n",
      "['rel_cancer', ['Skin', 'Lung', '', 'Breast']]\n",
      "['rel_cancer', ['Breast Cancer', '', '']]\n",
      "['rel_cancer', ['melanoma', 'melanoma', 'breast', 'breast', 'lung']]\n",
      "['rel_cancer', ['Breast', 'Prostate', 'Breast']]\n",
      "['rel_cancer', ['Colon, prostate', '', '']]\n",
      "['rel_cancer', ['melanoma', 'breast ', 'lymphonma']]\n",
      "['rel_cancer', ['lung', 'breast', 'kidney']]\n",
      "['rel_cancer', ['pancreatic', 'brain tumor', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Brain', 'Lymphatic ', '']]\n",
      "['rel_cancer', ['Colon', 'Lymphoma', '']]\n",
      "['rel_cancer', ['Bile Duct cancer', 'Prostate Cancer', 'H', 'Ovarian']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['colon', 'lieukemia', 'colon']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['', 'colon', 'bladder', 'colon', 'something in her hip']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Leukemia', 'Breast', 'Uterine']]\n",
      "['rel_cancer', ['Brain/sinus', 'Squamous skin ', 'Melanoma/colon', 'Breast cancer', 'Lots of colorectal ']]\n",
      "['rel_cancer', ['ovarian', 'ovarian', '']]\n",
      "['rel_cancer', ['Breast, bone', 'Bladder', 'Bone', 'Liver', 'Brain/spinal']]\n",
      "['rel_cancer', ['Prostate', 'Cervical', '']]\n",
      "['rel_cancer', ['Lung', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', 'Hpv/ovarian cysts', 'Ovarian cysts']]\n",
      "['rel_cancer', ['Colon ', 'Lung', '']]\n",
      "['rel_cancer', [\"brain stem/squamous, schmincke's\", 'breast', 'breast', 'oat cell', 'breast', 'throat']]\n",
      "['rel_cancer', ['Prostate', 'Bone', 'Pancreatic']]\n",
      "['rel_cancer', ['Lung', 'Skin', 'Lung', 'Lung']]\n",
      "['rel_cancer', ['breast', 'lung small cell', 'breast', 'penile']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['breast', 'skin', '']]\n",
      "['rel_cancer', ['Stomach Cancer', 'Colin Cancer', '5 Benign cysts removed from her breasts ', 'Prostrate Cancer']]\n",
      "['rel_cancer', ['skin', 'skin', 'leukemia', 'prostate']]\n",
      "['rel_cancer', ['gallbladder', 'esophageal', '']]\n",
      "['rel_cancer', ['colon', 'lung', 'Medullary thryoid', 'Leukemia']]\n",
      "['rel_cancer', ['colon', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', 'Lung', 'Colon']]\n",
      "['rel_cancer', ['Breast', 'Thyroid', 'Breast']]\n",
      "['rel_cancer', ['breast', 'breast', '']]\n",
      "['rel_cancer', ['Colon', 'Breast', '']]\n",
      "['rel_cancer', ['adenocarcinoma of ampulla of vate', 'breast', 'stomach']]\n",
      "['rel_cancer', ['Cervical', 'Prostate', 'Breast']]\n",
      "['rel_cancer', ['breast', 'lung', 'pancreatic', 'multiple myeloma', 'lung', 'lung']]\n",
      "['rel_cancer', ['Bile duct', '', '']]\n",
      "['rel_cancer', ['Ovarian', 'Uterine', '']]\n",
      "['rel_cancer', ['Breast', 'Multiple myeloma', 'Squamous cell cancer']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Lung', 'Breast', '']]\n",
      "['rel_cancer', ['colon', 'mesothelioma', 'Not sure what kind', 'breast cancer']]\n",
      "['rel_cancer', ['lung', 'colon', 'lukemia']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['breast cancer, metastatic bone/organs', '', '']]\n",
      "['rel_cancer', ['Breast, Leiomyosarcoma ', '', '']]\n",
      "['rel_cancer', ['leukemia', 'lung', 'breast', 'lymphona', 'melanoma']]\n",
      "['rel_cancer', ['Leukemia', 'Squamous Carcinoma', '']]\n",
      "['rel_cancer', ['Colon', 'Lung', 'Bladder']]\n",
      "['rel_cancer', ['Colorectal', '', '']]\n",
      "['rel_cancer', ['Colon cancer', '', '']]\n",
      "['rel_cancer', ['Bladder/intestinal cancer', 'Brain Cancer', '']]\n",
      "['rel_cancer', ['Anaplastic Thyroid ', 'common duct/liver due to hemachromatosis with mets', 'Colon', 'Breast']]\n",
      "['rel_cancer', ['Esophageal', 'Breast', '']]\n",
      "['rel_cancer', ['Colon Cancer', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Colon', 'Endometrial', 'Ovarian']]\n",
      "['rel_cancer', ['colon', '', '']]\n",
      "['rel_cancer', ['Leukemia (ALL)', 'Thyroid', 'Leukemia (ALL)', 'Leukemia (AML)']]\n",
      "['rel_cancer', ['Breast', 'GBM', 'GBM', 'Skin', 'Prostate', 'Bone']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['Lung', 'Cervical', 'Breast', 'Skin', 'Breast/Lung', 'Stomach/Endometrial', 'Prostate/ Stomach', 'Stomach', '']]\n",
      "['rel_cancer', ['multiple myloma', 'breast', 'lung']]\n",
      "['rel_cancer', ['Breast', 'Prostate', 'Color']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Colon cancer']]\n",
      "['rel_cancer', ['breast', 'breast', 'colon ']]\n",
      "['rel_cancer', ['melanoma', 'colon', 'prostate', 'skin cancer', 'colon', 'lung', 'skin cancer']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Lung', 'Gastroesophageal', 'Prostate', 'Breast', 'Breast', 'Kidney', 'kidney/bladder']]\n",
      "['rel_cancer', ['Breast', 'Leukemia', '']]\n",
      "['rel_cancer', ['non-Hodgkins Lymphoma', 'bladder cancer', 'prostate cancer', 'cervical cancer', 'breast cancer', 'stomach cancer', 'lung cancer']]\n",
      "['rel_cancer', ['DCIS', 'Lung', '']]\n",
      "['rel_cancer', ['Skin', 'Colon', 'Skin', 'Skin ']]\n",
      "['rel_cancer', ['Thyroid', 'Prostate', 'Leukemia']]\n",
      "['rel_cancer', ['Uterine', 'Mesothelioma ', 'Colon ', 'Lymphoma ', 'Melanoma']]\n",
      "['rel_cancer', ['Breast', 'Acute myeloid leukemia', 'Uterine, colon']]\n",
      "['rel_cancer', ['Breast, ', 'Breast', 'Testicular ', 'Melanoma ']]\n",
      "['rel_cancer', ['Skin', 'Colon', '']]\n",
      "['rel_cancer', ['Uteran ', '', '']]\n",
      "['rel_cancer', ['Sarcoma', '', '']]\n",
      "['rel_cancer', ['colon', '', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast and uterine', '', '']]\n",
      "['rel_cancer', ['skin', 'breast', '']]\n",
      "['rel_cancer', ['Brain', 'Brain', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Melanoma on retina']]\n",
      "['rel_cancer', ['colon', 'small intestine', '']]\n",
      "['rel_cancer', ['Colon', 'Lung', '']]\n",
      "['rel_cancer', ['Uteran Cancer', 'Kidney Cancer', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Ovarian', 'Multiple Myeloma', '']]\n",
      "['rel_cancer', ['Ovarian', 'Breast', '']]\n",
      "['rel_cancer', ['breast', 'prostsate', 'prostate']]\n",
      "['rel_cancer', ['Breast', 'Liver', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Melanoma', 'Testicular']]\n",
      "['rel_cancer', ['Breast', 'Skin, lymphoma', 'Leukemia']]\n",
      "['rel_cancer', ['Stomach', 'Bladder', '']]\n",
      "['rel_cancer', ['Breast', 'Throat', '']]\n",
      "['rel_cancer', ['Breast Cancer', 'Tongue Cancer', '', '', '', '']]\n",
      "['rel_cancer', ['Pancreatic, liver', 'Melanoma', '']]\n",
      "['rel_cancer', ['Skin', 'Brain', '']]\n",
      "['rel_cancer', ['lung', 'lung, brain', '']]\n",
      "['rel_cancer', ['Lung', 'Breast', '']]\n",
      "['rel_cancer', ['Sarcoma', '', '']]\n",
      "['rel_cancer', ['endometrial', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Breast, bone', '', '']]\n",
      "['rel_cancer', ['Breast ', 'Melanoma', 'Colon', 'Unknown to me but it caused her death ']]\n",
      "['rel_cancer', ['Lung', 'Breast', 'Breast']]\n",
      "['rel_cancer', ['Prostate', 'Lung', 'Skin']]\n",
      "['rel_cancer', ['leukemia', 'Prostate', 'Prostate', 'Lymph node?']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['colon', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Liver', 'Breast', 'Skin', \"can't recall\", '']]\n",
      "['rel_cancer', ['multiple myeloma', 'prostate', '']]\n",
      "['rel_cancer', ['Myelodysplastic Syndrome, Lung', 'Endometrial', 'Reproductive (origin unknown, too far gone)', 'Breast', 'Stage 0 Ductal Carcinoma In Situ']]\n",
      "['rel_cancer', ['Melanomas (skin)', 'Melanomas (skin)', '']]\n",
      "['rel_cancer', ['prostate', '', '']]\n",
      "['rel_cancer', ['Kidney', '', '']]\n",
      "['rel_cancer', ['Melanoma', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', '']]\n",
      "['rel_cancer', ['breast', 'prostate', '']]\n",
      "['rel_cancer', ['Brain', 'Brain', '']]\n",
      "['rel_cancer', ['Brain Cancer', '', '']]\n",
      "['rel_cancer', ['Colon cancer', 'Colon cancer', '']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['renal', 'b cell lymphoma', 'large cell lung cancer']]\n",
      "['rel_cancer', ['Protate', '', '']]\n",
      "['rel_cancer', ['Uterine Cancer ', '', '']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n",
      "['rel_cancer', ['breast', 'prostate', 'colon']]\n",
      "['rel_cancer', ['colon', 'colon and prostate', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Lung ', 'Colon ', '']]\n",
      "['rel_cancer', ['Skin', 'Skin', 'Prostate', 'Multiple Myeloma ', 'Colon', 'Skin', 'Skin']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Breast', 'Melanoma ', '']]\n",
      "['rel_cancer', ['lung prostrate ', 'colon ', 'prostrate ', 'breast ', 'melanoma ']]\n",
      "['rel_cancer', ['Breast', 'non-hodgkin lymphoma', '']]\n",
      "['rel_cancer', ['Breast', 'Lung', 'Mouth, bladder', 'Breast']]\n",
      "['rel_cancer', ['Breast', 'Cervical', 'Breast']]\n",
      "['rel_cancer', ['Colon', 'Colon ', '']]\n",
      "['rel_cancer', ['Breast, liver', 'Leukemia ', 'Colon']]\n",
      "['rel_cancer', ['Breast Cancer', '', '']]\n",
      "['rel_cancer', ['Throat', 'Rectal', 'Liver']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', 'Leukemia', 'Prostate']]\n",
      "['rel_cancer', ['Breast', 'Leukemia ', '']]\n",
      "['rel_cancer', ['Bladder', 'Lung', 'Stomach']]\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['Uterine ', '', '']]\n",
      "['rel_cancer', ['Uterine ', '', '']]\n",
      "['rel_cancer', ['Infiltrating ductal', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast Cancer', 'Lung Cancer', '']]\n",
      "['rel_cancer', ['Breast', 'Throat', 'Thyroid ']]\n",
      "['rel_cancer', ['Breast, bladder', 'Lung', 'Lymphoma ']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Leukemia', 'Skin']]\n",
      "['rel_cancer', ['Lung ', 'Breast', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Leukemia ', 'Tumor', 'Brain tumor', 'Prostate', 'Skin']]\n",
      "['rel_cancer', ['Breast', 'Brain', 'Breast']]\n",
      "['rel_cancer', ['Rectal', 'Lung', '']]\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['Breast', 'Lung', '']]\n",
      "['rel_cancer', ['Breast', 'Oral', 'Thyroid']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Leukemia ', 'Lymphoma', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Lymphoma ']]\n",
      "['rel_cancer', ['Breast', 'Stomach', '']]\n",
      "['rel_cancer', ['Pancreatic ', 'Prostrate ', '']]\n",
      "['rel_cancer', ['Brain', '', '']]\n",
      "['rel_cancer', ['Lung', 'Leukemia', 'Lung', 'Prostate']]\n",
      "['rel_cancer', ['Ling', 'Breast ', 'Lung']]\n",
      "['rel_cancer', ['Esophageal ', 'Lung', 'Skin', 'Esophageal', 'Stomach', 'Kidney']]\n",
      "['rel_cancer', ['Colon', 'Breast ', '']]\n",
      "['rel_cancer', ['Lung', 'Breast', '']]\n",
      "['rel_cancer', ['Lung ', 'Breast ', 'Lymphoma ']]\n",
      "['rel_cancer', ['Stomach', 'Breast', 'Lung', 'Throat']]\n",
      "['rel_cancer', ['Melanoma', '', '']]\n",
      "['rel_cancer', ['Colon cancer ', '', '']]\n",
      "['rel_cancer', ['Bladder ', 'Breast', 'Lung', 'Colon', 'Breast']]\n",
      "['rel_cancer', ['Prostate', 'Lung', 'Colon']]\n",
      "['rel_cancer', ['duodenum', 'Prostate', 'Leukemia']]\n",
      "['rel_cancer', ['Colon', 'Basal cell skin', 'Basal cell skin', 'Kidney']]\n",
      "['rel_cancer', ['Pancreatic cancer ', 'Leukemia ', 'Lymphoma ']]\n",
      "['rel_cancer', ['Bike duct', 'Liver cancer', '']]\n",
      "['rel_cancer', ['Breast', 'Prostate', 'Melanoma']]\n",
      "['rel_cancer', ['Breast', 'Skin', 'Prostate']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', 'Pituitary ', 'Brain', 'Breast', 'Ovarian ', 'Breast', 'Lung', 'Basal cell', 'Breast']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['lung', 'breast', 'throat']]\n",
      "['rel_cancer', ['Colon Cancer (Lynch Syndrome)', '', '']]\n",
      "['rel_cancer', ['Colon ', '', '']]\n",
      "['rel_cancer', ['Esophageal ', 'Multiple Myeloma and soft cell ', 'Colon ', 'Throat', 'Lung']]\n",
      "['rel_cancer', ['Leukemia', 'Colon', '']]\n",
      "['rel_cancer', ['Leukemia', 'Leukemia', '']]\n",
      "['rel_cancer', ['Breast', 'Oral', '']]\n",
      "['rel_cancer', ['Multiple Myeloma', 'Breast', '']]\n",
      "['rel_cancer', ['multiple myloma', 'stomach cancer', '']]\n",
      "['rel_cancer', ['Leukemia ', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'blood']]\n",
      "['rel_cancer', ['Colon ', 'Brain', '']]\n",
      "['rel_cancer', ['Lung', 'Breast ', '']]\n",
      "['rel_cancer', ['Multiple Myeloma', 'Breast', '']]\n",
      "['rel_cancer', ['Breast ', 'Uterine', 'Esophagus ', '']]\n",
      "['rel_cancer', ['Skin', 'Breast', 'Brain']]\n",
      "['rel_cancer', ['Lung, Throat, Bone', 'Sarcoma', 'Lymphoma']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast, lung', '', '']]\n",
      "['rel_cancer', ['Leukemia', '', '']]\n",
      "['rel_cancer', ['diffuse B cell lymphoma', 'ovarian cancer', 'lung cancer', 'cancer - unsure']]\n",
      "['rel_cancer', ['Breast', 'Prostate', 'Breast', 'Lung']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Lung']]\n",
      "['rel_cancer', ['Bladder', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['prostate', 'Prostate', 'Colon']]\n",
      "['rel_cancer', ['Colon', 'Lung', '']]\n",
      "['rel_cancer', ['bladder', '', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', '']]\n",
      "['rel_cancer', ['Colon', 'Colon', 'Colon']]\n",
      "['rel_cancer', ['Throat', 'Breast', '']]\n",
      "['rel_cancer', ['Kidney ', '', '']]\n",
      "['rel_cancer', ['Prostate ', '', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Breast']]\n",
      "['rel_cancer', ['Breast ', 'Breast ', '']]\n",
      "['rel_cancer', ['breast', 'prostate', 'chronic leukemia', 'prostate']]\n",
      "['rel_cancer', ['colon cancer polyps', 'breast, liver', '']]\n",
      "['rel_cancer', ['Breast', 'Colon', 'Brain ']]\n",
      "['rel_cancer', ['Breast', 'Kidney', 'Breast', 'Melanoma']]\n",
      "['rel_cancer', ['Breast', 'Prostate', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Cervical']]\n",
      "['rel_cancer', ['Breast ', 'Breast ', 'Breast ', 'Breast ', 'Leukemia ', 'Lung ', 'Skin ']]\n",
      "['rel_cancer', ['Vaginal melanoma', 'Breast', 'Skin']]\n",
      "['rel_cancer', ['ovarian or uterus', '', '']]\n",
      "['rel_cancer', ['Endometrial', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Lung']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Renal Cell Carcinoma', '', '']]\n",
      "['rel_cancer', ['Prostate', 'Multiple myeloma ', 'Breast', 'Breast', 'Colon']]\n",
      "['rel_cancer', ['Prostate', 'Colon', '']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['melanoma', '', '']]\n",
      "['rel_cancer', ['Breast', 'Uterine', '']]\n",
      "['rel_cancer', ['colon', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['prostate, basil cell carcinoma', 'mouth', '']]\n",
      "['rel_cancer', ['Thyroid', 'Prostate', '']]\n",
      "['rel_cancer', ['brain cancer', 'skin cancer/ ', 'unknown']]\n",
      "['rel_cancer', ['Breast', 'Breast x2', 'Multiple myeloma ']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Melanoma and prostate', 'Breast cancer ', 'Breast cancer']]\n",
      "['rel_cancer', ['Breast', 'Leukemia', 'Skin', 'Prostate', '']]\n",
      "['rel_cancer', ['Breast', 'Melanoma', '']]\n",
      "['rel_cancer', ['Breast', 'HodgkinÕs Lymphoma', '']]\n",
      "['rel_cancer', ['liver', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Breast and Colon', 'All organs- terminal when found', 'Skin']]\n",
      "['rel_cancer', ['Thyroid', 'Breast cancer', 'Melanoma ']]\n",
      "['rel_cancer', ['Colon ', 'Colon ', 'Basal cell ']]\n",
      "['rel_cancer', ['Breast', 'Prostate', '']]\n",
      "['rel_cancer', ['Metastatic breast cancer ', 'Skin cancer', 'Stomach cancer', 'Stomach cancer', 'Brain cancer', 'Leukemia ']]\n",
      "['rel_cancer', ['Breast', 'Throat', 'Throat (HPV)']]\n",
      "['rel_cancer', ['Brain, breast', 'Skin', '']]\n",
      "['rel_cancer', ['Colorectal Cancer', '', '']]\n",
      "['rel_cancer', ['prostate', 'stomach', 'pancreatic cancer']]\n",
      "['rel_cancer', ['Breast', 'Colon', '']]\n",
      "['rel_cancer', ['Melanoma', 'Lung', 'Bone', 'Brain', 'Bladder', '']]\n",
      "['rel_cancer', ['BREAST', 'BREAST', '']]\n",
      "['rel_cancer', ['Prostate that metastasized to rectum and bones', 'Lung', '']]\n",
      "['rel_cancer', ['breast', 'breast', 'bladder & colon']]\n",
      "['rel_cancer', ['Vulvar Cancer and Endometrial / Uterine', 'MGUS ', 'Lung Cancer', 'Colon and Throat']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Peripheral T-cell lymphoma', 'Lung cancer', 'Prostate cancer', 'Prostate cancer']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Breast', 'Lung', 'Lung', 'Brain', 'Lung', 'Brain']]\n",
      "['rel_cancer', ['Colon', '', '']]\n",
      "['rel_cancer', ['Breast', 'Breast', 'Leukemia ']]\n",
      "['rel_cancer', ['Cervical/colon', 'Lymphoma', 'Kidney']]\n",
      "['rel_cancer', ['Multiple Myeloma ', 'Lung', 'Unknown ']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['LUNG', '', '']]\n",
      "['rel_cancer', ['Multiple myeloma', 'Lung', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Skin', 'Skin', '']]\n",
      "['rel_cancer', ['Lung', 'Lung', '']]\n",
      "['rel_cancer', ['LUNG', 'LUNG', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Bladder', 'Bone', '']]\n",
      "['rel_cancer', ['Lung', 'Mesothelioma ', '']]\n",
      "['rel_cancer', ['Testicular', '', '']]\n",
      "['rel_cancer', ['Testicular', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Cheek/Jawbone', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Malt non hodgkins ', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Lung', 'Skin', '']]\n",
      "['rel_cancer', ['vulvar', '', '']]\n",
      "['rel_cancer', ['Lung', 'Skin', '']]\n",
      "['rel_cancer', ['Unsure', '', '']]\n",
      "['rel_cancer', [\"Non-Hodgkin's lymphoma\", '', '']]\n",
      "['rel_cancer', ['Lung', 'Lung', '']]\n",
      "['rel_cancer', ['liver', 'lymphoma', '']]\n",
      "['rel_cancer', ['lung', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['liver', '', '']]\n",
      "['rel_cancer', ['testicular', 'melanoma', '']]\n",
      "['rel_cancer', ['Melanoma', 'Lymphoma', '']]\n",
      "['rel_cancer', ['Lung', 'Skin', '']]\n",
      "['rel_cancer', ['Liver', '', '']]\n",
      "['rel_cancer', ['Bladder', '', '']]\n",
      "['rel_cancer', ['Basal Cell Carcinoma (Skin)', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['throat', 'lung', '']]\n",
      "['rel_cancer', ['Skin cancer', 'skin cancer', 'Lung cancer']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Leukemia ', 'Lung', 'Lung', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['lymphoma', 'lymphoma ', '']]\n",
      "['rel_cancer', ['LUNG', 'LIVER', 'BILE DUCT']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['cervical', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', ['Lung Cancer', 'Lung Cancer', '']]\n",
      "['rel_cancer', ['tongue', 'skin', '']]\n",
      "['rel_cancer', ['Melanoma', '', '']]\n",
      "['rel_cancer', ['Lymphoma', '', '']]\n",
      "['rel_cancer', ['Lung, Skin', 'Lung', 'Lung', 'Lung']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Lung cancer ', 'Leukemia ', '']]\n",
      "['rel_cancer', ['Non-Hodgkin Lymphoma', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Im not sure ', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['prostate', 'lung, brain, ', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Cervix', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Skin', 'Lung', '']]\n",
      "['rel_cancer', ['Tongue, throat cancer', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Thrombocytopenia, Pre-Leukemia', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Thyroid', 'Thyroid', 'Lung']]\n",
      "['rel_cancer', ['Thyroid', 'Skin', 'Leukemia']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Lymphoma ', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['lung,brain', '', '']]\n",
      "['rel_cancer', ['thyroid, cervical', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Single Cell Carcinoma, Polycythemia Vera', 'Polycythemia Vera', '']]\n",
      "['rel_cancer', ['Multiple myeloma/esophageal ', 'Lung cancer', 'Multiple myeloma', 'Lung cancer', 'Multiple myeloma', 'Lung cancer', 'Lymphoma non-Hodgkins ', 'Lung cancer']]\n",
      "['rel_cancer', ['thyroid ', '', '']]\n",
      "['rel_cancer', ['unknown - possible ovarian or cervical', '', '']]\n",
      "['rel_cancer', ['Hodgkins Lymphoma', '', '']]\n",
      "['rel_cancer', ['LUNG CANCER METASTASIZED TO BRAIN', 'LEUKEMIA ', '']]\n",
      "['rel_cancer', ['lung', '', '']]\n",
      "['rel_cancer', ['leukemia', '', '']]\n",
      "['rel_cancer', ['leukemia', '', '']]\n",
      "['rel_cancer', ['unknown', '', '']]\n",
      "['rel_cancer', ['Lymphoma', '', '']]\n",
      "['rel_cancer', ['LUNG ', '', '']]\n",
      "['rel_cancer', [' ', '', '']]\n",
      "['rel_cancer', ['Hodgkins lymphoma', '', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Skin', 'Liver', 'Skin']]\n",
      "['rel_cancer', ['Lung', 'Lung', '']]\n",
      "['rel_cancer', ['Thyroid', '', '']]\n",
      "['rel_cancer', ['Thyroid', '', '']]\n",
      "['rel_cancer', ['Small cell carcinoma', '', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Non-Hodgkins ', '', '']]\n",
      "['rel_cancer', ['Melanoma ', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Cervical', '', '']]\n",
      "['rel_cancer', ['Cervical', '', '']]\n",
      "['rel_cancer', ['Cervical ', '', '']]\n",
      "['rel_cancer', ['cervical  ', '', '', '']]\n",
      "['rel_cancer', ['CLL', 'Breast', 'Lung', 'Mouth']]\n",
      "['rel_cancer', ['prostate', 'esophageal', '']]\n",
      "['rel_cancer', ['Cervical ', '', '']]\n",
      "['rel_cancer', ['thyroid', 'thyroid', 'thyroid']]\n",
      "['rel_cancer', ['Breast', 'Prostrate', 'Testicular', 'Testicular']]\n",
      "['rel_cancer', ['Thyroid Cancer', 'Lung Cancer', '']]\n",
      "['rel_cancer', ['Melanoma, bone', 'Lung', '']]\n",
      "['rel_cancer', ['Lung', 'Bladder', '']]\n",
      "['rel_cancer', ['Leukemia', 'Bone', '']]\n",
      "['rel_cancer', ['Lung', 'Lymphoma', '']]\n",
      "['rel_cancer', ['Leukemia', 'lung', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Lung Cancer', '', '']]\n",
      "['rel_cancer', ['Lung', 'Leukemia ', '']]\n",
      "['rel_cancer', ['Cervical', 'Leukemia ', '']]\n",
      "['rel_cancer', ['Lung', 'Lung ', '']]\n",
      "['rel_cancer', ['Skin', 'Skin', '']]\n",
      "['rel_cancer', ['Lung', 'Lung', '']]\n",
      "['rel_cancer', ['colon', 'uterine', '']]\n",
      "['rel_cancer', ['Lung', 'Skin', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['prostate', '', '']]\n",
      "['rel_cancer', ['Prostate, skin', '', '']]\n",
      "['rel_cancer', ['prostate cancer, lung cancer', '', '']]\n",
      "['rel_cancer', ['Melanoma', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Lariangial ', '', '']]\n",
      "['rel_cancer', ['melanoma', 'leukemia', '']]\n",
      "['rel_cancer', ['Lymphoma ', '', '']]\n",
      "['rel_cancer', ['Throat', 'Lung', '']]\n",
      "['rel_cancer', ['Thyroid', '', '']]\n",
      "['rel_cancer', ['prostate', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Brain', '', '']]\n",
      "['rel_cancer', ['Multiple myeloma ', '', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Lymphoma', '', '']]\n",
      "['rel_cancer', ['Non-hodgins lymphoma', 'Cervical', '']]\n",
      "['rel_cancer', ['Bladder', 'Liver', 'Skin']]\n",
      "['rel_cancer', ['Lymphoma ', 'Skin cancer', 'Lung cancer ']]\n",
      "['rel_cancer', ['Unknown origin', 'Unknown origin', 'Lung']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Liver', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['prostate', 'giant cell', '']]\n",
      "['rel_cancer', ['Melanoma', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Breast Cancer ', 'Colon ', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Thyroid Cancer', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Thyroid ', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Cervical Cancer', 'Lung Cancer', 'Lung Cancer']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['adenovarcinoma lung', '', '']]\n",
      "['rel_cancer', ['squamous cell carcinoma (nasal septum', 'bone', '']]\n",
      "['rel_cancer', ['Throat & Sinus', 'Prostate', 'Lymphomia']]\n",
      "['rel_cancer', ['thyroid ', 'skin cancer', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Lung cancer', 'Skin cnancer', '']]\n",
      "['rel_cancer', ['lung cancer', '', '']]\n",
      "['rel_cancer', ['Unknown', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Vaginal ', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Leukemia', '', '']]\n",
      "['rel_cancer', ['Throat Cancer', 'Stomach Cancer', 'Skin Cancer']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Squamous Cell Carcinoma', 'Lung', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Lung', 'Lung', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Hodgkins Lymphoma, Vulvar Cancer', 'Skin Cancer', 'Lung Cancer']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['mouth', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Skin', 'Lung', 'Skin']]\n",
      "['rel_cancer', ['breast', '', '']]\n",
      "['rel_cancer', ['Non Hodgkins Lymphoma', 'Lung', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', [\"NON-HODGEKIN'S LYMPHOMA \", 'BREAST CANCER', 'LEUKEMIA ']]\n",
      "['rel_cancer', ['lung', 'lung', '']]\n",
      "['rel_cancer', ['unknown', '', 'non squamous cell']]\n",
      "['rel_cancer', ['leukemia', 'Melanoma', 'Unknown', 'skin cancer']]\n",
      "['rel_cancer', ['Unknown', 'Lung', '']]\n",
      "['rel_cancer', ['Testicular', '', '']]\n",
      "['rel_cancer', ['lung', '', '']]\n",
      "['rel_cancer', ['Lung', 'Lung', 'Lung', 'Skin', 'Skin', 'Lung']]\n",
      "['rel_cancer', ['Lung cancer', '', '']]\n",
      "['rel_cancer', ['Tonsil', 'Lung', '']]\n",
      "['rel_cancer', ['Thyroid ', 'Mouth', 'Cervical', 'Stomach ']]\n",
      "['rel_cancer', ['Leukemia', '', '']]\n",
      "['rel_cancer', ['Lung', 'Thyroid', '']]\n",
      "['rel_cancer', ['Mesothelioma ', '', '']]\n",
      "['rel_cancer', ['Adrenal Gland', '', '']]\n",
      "['rel_cancer', ['Multiple Mylomea', 'Lung Cancer', '']]\n",
      "['rel_cancer', ['Lung', 'Melanoma / Blood', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Multiple myeloma', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Acute Myeloid Leukemia', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['MELENOMA', 'PROSTATE', '']]\n",
      "['rel_cancer', ['Small cell lung cancer', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['melanoma', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['liver', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Long ', '', '']]\n",
      "['rel_cancer', ['throat', '', '']]\n",
      "['rel_cancer', ['neuroblastoma', 'basal and squamous', 'basal and squamous', 'soft tissue throat', 'ALL']]\n",
      "['rel_cancer', ['Breast', '', '']]\n",
      "['rel_cancer', [\"non hodgkin's lymphoma\", '', '']]\n",
      "['rel_cancer', ['Brain', '', '']]\n",
      "['rel_cancer', ['Melanoma', 'Lymphoma', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
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      "['rel_cancer', ['', '', '']]\n",
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      "['rel_cancer', ['', '', '']]\n",
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      "['rel_cancer', ['', '', '']]\n",
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      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
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      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['mesothelioma liver', 'prostate-metastatic to bone', '']]\n",
      "['rel_cancer', ['lung cancer', '', '']]\n",
      "['rel_cancer', ['Lung cancer', 'Skin Cancer', 'Skin Cancer', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Bladder', 'Polycythemia ', '']]\n",
      "['rel_cancer', ['Cervical', '', '']]\n",
      "['rel_cancer', ['Bladder', 'Polycythemia ', '']]\n",
      "['rel_cancer', ['No small cell carcinoma ', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Esophageal', '', '']]\n",
      "['rel_cancer', ['Skin', 'Lung', 'Skin']]\n",
      "['rel_cancer', ['lung', '', '']]\n",
      "['rel_cancer', ['Melanoma ', '', '']]\n",
      "['rel_cancer', ['Melanoma ', 'Lung', 'Cervical']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Bladder', '', '']]\n",
      "['rel_cancer', ['Penile ', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Testicular', '', '']]\n",
      "['rel_cancer', ['Esophageal', '', '']]\n",
      "['rel_cancer', ['Bladder', 'Cervical', 'Skin']]\n",
      "['rel_cancer', ['Melanoma', 'Leukemia ', 'Skin Cancer']]\n",
      "['rel_cancer', ['Thyroid and non hosgkins lymphoma ', '', '']]\n",
      "['rel_cancer', ['Bladder', '', '']]\n",
      "['rel_cancer', ['Liver', 'Bone', 'Throat']]\n",
      "['rel_cancer', ['Lung', 'Lung, Skin', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Lymphatic ', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['prostrate', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Lung cancer', 'Leukemia', '']]\n",
      "['rel_cancer', ['Thyroid', '', '']]\n",
      "['rel_cancer', ['Thyroid', 'Thyroid', 'Skin']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['esophageal  ', '', '']]\n",
      "['rel_cancer', ['Unknown ', 'Skin', '']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Mesothelioma', '', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['Prostate', '', '']]\n",
      "['rel_cancer', ['Skin', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Appendiceal', '', '']]\n",
      "['rel_cancer', ['Skin ', 'skin', 'ovarian']]\n",
      "['rel_cancer', ['Cervical', '', '']]\n",
      "['rel_cancer', ['Skin', 'Throat ', 'Lung']]\n",
      "['rel_cancer', ['Lung', '', '']]\n",
      "['rel_cancer', ['Brain', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Lymph node', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['', '', '']]\n",
      "['rel_cancer', ['Ovarian', '', '']]\n"
     ]
    }
   ],
   "source": [
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"rel_cancer\":\n",
    "            print(j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "mental-castle",
   "metadata": {},
   "outputs": [],
   "source": [
    "exclude = set(string.punctuation + string.digits)\n",
    "CounterListCancer = []\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"rel_cancer\":\n",
    "            tst = []\n",
    "            #print(j[1])\n",
    "            for valr in j[1]:\n",
    "                point = valr.lower().replace(\"cancer\",\"\").replace(\"prostrate\",\"prostate\").replace(\"unknown\",\"\").replace(\"multiple\",\"\").replace(\"leukemia cml\", \"leukemia\").replace(\"tumor\",\"\").strip()\n",
    "                point = ''.join(ch for ch in point if ch not in exclude)\n",
    "                tst.append(point)\n",
    "            if len(tst) > 1 and \"\" in tst:\n",
    "                tst.remove(\"\")\n",
    "            #j[1] = list(set(newList))\n",
    "            CounterListCancer.extend(list(set(tst)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "gorgeous-simulation",
   "metadata": {},
   "outputs": [],
   "source": [
    "relCancerPoss = [\"bile duct\", \"bladder\", \"bone\", \"brain\", \"breast\", \"cervical\", \"colon\", \"colorectal\", \"endometrial\", \n",
    "                 \"esophageal\", \"kidney\", \"leukemia\", \"liver\", \"lung\", \"lymphoma\", \"melanoma\", \"mesothelioma\", \"mouth\", \n",
    "                 \"myeloma\", \"non hodgkins lymphoma\", \"ovarian\", \"pancreas\", \"pancreatic\", \"prostate\", \"prostrate\", \"rectal\",\n",
    "                 \"skin\", \"stomach\", \"testicular\", \"throat\", \"thyroid\", \"uterine\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "advance-activation",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "828 different points that have invalid out of 4880\n"
     ]
    }
   ],
   "source": [
    "A = Counter(CounterListCancer)\n",
    "r=0\n",
    "lol = 0\n",
    "removeLst = []\n",
    "for key, value in A.items():\n",
    "    if value < 10:\n",
    "        #print(key, \"\\t\", value)\n",
    "        lol+=value\n",
    "    else:\n",
    "        r+=1\n",
    "print(\"{} different points that have invalid out of {}\".format(lol, len(CounterListCancer)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "boolean-distributor",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['leukemia', 'breast', 'ovarian', 'bladder', 'liver']]\n",
      "['rel_cancer', ['leukemia', 'breast', 'ovarian', 'bladder', 'liver']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['colon', 'uterine']]\n",
      "['rel_cancer', ['prostate', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung', 'bladder', 'pancreatic', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'lung', 'skin']]\n",
      "['rel_cancer', ['colon', 'uterine']]\n",
      "['rel_cancer', ['leukemia', 'colon']]\n",
      "['rel_cancer', ['', 'breast', 'brain', 'skin', 'colon']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'bile duct']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'cervical', 'uterine']]\n",
      "['rel_cancer', ['', 'stomach', 'leukemia', 'breast', 'ovarian', 'brain', 'lung', 'colon', 'throat', 'cervical']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung', 'skin', 'colon']]\n",
      "['rel_cancer', ['', 'lung', 'pancreas', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'cervical', 'prostate']]\n",
      "['rel_cancer', ['cervical', 'pancreatic']]\n",
      "['rel_cancer', ['thyroid', 'pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lymphoma']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['pancreatic', 'lung', 'sumerian']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['prostate', 'breast', 'colon']]\n",
      "['rel_cancer', ['bone', 'pancreatic', 'lung', 'stomach']]\n",
      "['rel_cancer', ['pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'lung', 'skin']]\n",
      "['rel_cancer', ['brain', 'pancreas']]\n",
      "['rel_cancer', ['colon', 'pancreatic']]\n",
      "['rel_cancer', ['ovarian', 'skin']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'brain', 'prostate', 'lung', 'pancreatic', 'lymphoma', 'melanoma']]\n",
      "['rel_cancer', ['testicular', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['colon', 'pancreatic', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'pancreatic', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['prostate', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['lung', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['prostate', 'ovarian']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'prostate', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'mesothelioma', 'prostate', 'lung', 'kidney', 'throat']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic', 'lung']]\n",
      "['rel_cancer', ['uterine', 'melanoma']]\n",
      "['rel_cancer', ['testicular', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['leukemia', 'cervical', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'kidney', 'colon']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate', 'skin', 'thyroid', 'rectal', 'endometrial', 'bone']]\n",
      "['rel_cancer', ['stomach', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic', 'lymphoma']]\n",
      "['rel_cancer', ['ovarian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'cervical', 'prostate']]\n",
      "['rel_cancer', ['breast', 'throat']]\n",
      "['rel_cancer', ['bone', 'breast', 'thyroid', 'colon']]\n",
      "['rel_cancer', ['testicular', 'prostate', 'ovarian']]\n",
      "['rel_cancer', ['leukemia', 'breast', 'ovarian', 'meds', 'cervical']]\n",
      "['rel_cancer', ['esophageal', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast', 'kidney']]\n",
      "['rel_cancer', ['breast', 'colon', 'ovarian', 'skin']]\n",
      "['rel_cancer', ['', 'breast', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['', 'stomach', 'lung', 'bladder', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['brain', 'colon', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'bladder']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['prostate', 'ovarian']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['prostate', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['stomach', 'breast', 'lung', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['stomach', 'breast', 'prostate', 'colon', 'myeloma']]\n",
      "['rel_cancer', ['breast', 'colon', 'ovarian', 'skin']]\n",
      "['rel_cancer', ['bone', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'brain', 'lung', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['cervical', 'pancreatic', 'bladder', 'skin']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'prostate', 'ovarian']]\n",
      "['rel_cancer', ['stomach', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['colon', 'pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'uterine', 'rectal']]\n",
      "['rel_cancer', ['', 'i']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'cervical', 'ovarian', 'melanoma']]\n",
      "['rel_cancer', ['pancreatic', 'ovarian', 'melanoma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon', 'skin']]\n",
      "['rel_cancer', ['endometrial', 'breast', 'cervical', 'ovarian']]\n",
      "['rel_cancer', ['uterine', 'ovarian']]\n",
      "['rel_cancer', ['thyroid', 'pancreatic']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['kidney', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate', 'skin', 'throat', 'rectal']]\n",
      "['rel_cancer', ['stomach', 'breast', 'prostate', 'lung', 'bone']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['liver', 'breast', 'pancreas']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'lung', 'pancreas', 'colon']]\n",
      "['rel_cancer', ['brain', 'pancreatic', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['', 'i']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreas', 'skin']]\n",
      "['rel_cancer', ['brain', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['liver', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung', 'skin']]\n",
      "['rel_cancer', ['leukemia', 'breast']]\n",
      "['rel_cancer', ['bone', 'breast', 'prostate']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'kidney', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['prostate', 'breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['', 'breast', 'melanoma']]\n",
      "['rel_cancer', ['bone', 'breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lung', 'lymphoma']]\n",
      "['rel_cancer', ['throat', 'breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'lung', 'colon', 'throat']]\n",
      "['rel_cancer', ['thyroid', 'breast', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['stomach', 'breast', 'thyroid', 'nasopharyngeal']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'brain', 'throat', 'liver']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'ovarian']]\n",
      "['rel_cancer', ['liver', 'breast']]\n",
      "['rel_cancer', ['brain', 'breast', 'pancreatic', 'skin']]\n",
      "['rel_cancer', ['stomach', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['liver', 'breast', 'kidney', 'pancreas']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['throat', 'leukemia', 'colon', 'skin']]\n",
      "['rel_cancer', ['stomach', 'colon', 'pancreatic', 'lung']]\n",
      "['rel_cancer', ['liver', 'cervical', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'pancreatic', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'kidney', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'cervical', 'prostate']]\n",
      "['rel_cancer', ['prostate', 'breast', 'pancreatic']]\n",
      "['rel_cancer', ['endometrial', 'breast', 'colon', 'prostate']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'cervical', 'colon', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'lung', 'melanoma', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung', 'kidney', 'melanoma', 'myeloma']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['', 'bone', 'liver', 'breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['throat', 'breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['testicular', 'breast', 'throat']]\n",
      "['rel_cancer', ['stomach', 'breast']]\n",
      "['rel_cancer', ['leukemia', 'colon']]\n",
      "['rel_cancer', ['breast', 'prostate', 'melanoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['stomach', 'breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'rectal']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung']]\n",
      "['rel_cancer', ['', 'stomach', 'breast', 'brain', 'lung', 'colon', 'pancreatic', 'bone']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['prostate', 'colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'esophageal', 'uterine']]\n",
      "['rel_cancer', ['brain', 'colon']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'pancreatic', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['prostate', 'colon', 'ovarian']]\n",
      "['rel_cancer', ['prostate', 'ovarian', 'melanoma']]\n",
      "['rel_cancer', ['brain', 'breast', 'ovarian']]\n",
      "['rel_cancer', ['colon', 'pancreas']]\n",
      "['rel_cancer', ['uterine']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'kidney']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'cervical', 'kidney']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'pancreatic']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'bone', 'cervical', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['liver', 'bone']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'skin']]\n",
      "['rel_cancer', ['thyroid', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'bladder']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['', 'breast', 'prostate', 'lung', 'colon']]\n",
      "['rel_cancer', ['skin', 'colon', 'uterine', 'pancreatic']]\n",
      "['rel_cancer', ['stomach', 'pancreatic']]\n",
      "['rel_cancer', ['colon', 'ovarian']]\n",
      "['rel_cancer', ['brain', 'bladder']]\n",
      "['rel_cancer', ['skin', 'breast', 'kidney', 'ovarian']]\n",
      "['rel_cancer', ['prostate', 'ovarian']]\n",
      "['rel_cancer', ['testicular', 'breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['leukemia', 'breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'kidney']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['prostate', 'colon', 'skin']]\n",
      "['rel_cancer', ['prostate', 'colon']]\n",
      "['rel_cancer', ['colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['colon', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'kidney']]\n",
      "['rel_cancer', ['stomach', 'esophageal', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['colon', 'lung', 'ovarian', 'melanoma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic', 'lung']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'colon', 'lung']]\n",
      "['rel_cancer', ['stomach', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon', 'melanoma']]\n",
      "['rel_cancer', ['stomach', 'leukemia', 'breast', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['ovarian', 'melanoma']]\n",
      "['rel_cancer', ['bladder', 'lymphoma']]\n",
      "['rel_cancer', ['stomach', 'breast', 'prostate']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung', 'skin', 'lymphoma', 'cervical']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['thyroid', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['colon', 'lung', 'skin']]\n",
      "['rel_cancer', ['', 'breast', 'lung', 'skin', 'bladder', 'pancreatic']]\n",
      "['rel_cancer', ['prostate', 'ovarian', 'lymphoma']]\n",
      "['rel_cancer', ['prostate', 'colon', 'bladder']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['urethra', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'veteran']]\n",
      "['rel_cancer', ['breast', 'kidney', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'uterus']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['skin', 'breast', 'prostate', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lung', 'skin', 'pancreatic']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'testicular', 'breast', 'bladder']]\n",
      "['rel_cancer', ['brain', 'stomach', 'breast']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'prostate', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['bone', 'cervical', 'uterine']]\n",
      "['rel_cancer', ['skin', 'cervical', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate', 'skin', 'pancreatic', 'throat']]\n",
      "['rel_cancer', ['breast', 'rectal']]\n",
      "['rel_cancer', ['colon', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['prostate', 'uterine']]\n",
      "['rel_cancer', ['bone', 'breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'skin', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['uterine', 'lung', 'melanoma']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['breast', 'pancreatic', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'thyroid', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['prostate', 'breast', 'pancreatic']]\n",
      "['rel_cancer', ['prostate', 'uterine']]\n",
      "['rel_cancer', ['bone', 'colon', 'uterine', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['leukemia', 'breast', 'prostate', 'lung', 'colon', 'rectal', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'brain', 'prostate', 'lung', 'uterine']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'kidney', 'ovarian']]\n",
      "['rel_cancer', ['', 'rectal']]\n",
      "['rel_cancer', ['bone', 'breast', 'uterine']]\n",
      "['rel_cancer', ['bone', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate', 'ovarian', 'lymphoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung']]\n",
      "['rel_cancer', ['breast', 'prostate', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'pancreatic', 'skin']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['testicular', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'cervical', 'colon']]\n",
      "['rel_cancer', ['prostate', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['pancreatic', 'lung', 'lymphoma']]\n",
      "['rel_cancer', ['bone', 'breast', 'lung']]\n",
      "['rel_cancer', ['liver', 'breast', 'lung']]\n",
      "['rel_cancer', ['testicular', 'breast', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'breast', 'colon', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['prostate', 'breast', 'colon', 'uterine']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['prostate', 'mouth', 'pancreatic', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'cervical', 'colon']]\n",
      "['rel_cancer', ['breast', 'pancreatic', 'skin']]\n",
      "['rel_cancer', ['thyroid', 'breast', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'colon', 'ovarian']]\n",
      "['rel_cancer', ['liver', 'breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'prostate', 'mouth', 'melanoma']]\n",
      "['rel_cancer', ['brain', 'breast', 'thyroid']]\n",
      "['rel_cancer', ['pancreatic', 'uterine']]\n",
      "['rel_cancer', ['colon', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['prostate', 'breast', 'colon', 'bladder']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'esophageal', 'thyroid']]\n",
      "['rel_cancer', ['breast', 'bladder', 'lung', 'pancreas']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['brain', 'breast', 'cervical']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'cervical', 'melanoma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['stomach', 'breast', 'colon']]\n",
      "['rel_cancer', ['colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon', 'prostate']]\n",
      "['rel_cancer', ['breast', 'prostate', 'kidney', 'pancreatic', 'endometrial', 'melanoma']]\n",
      "['rel_cancer', ['brain', 'liver', 'breast', 'skin']]\n",
      "['rel_cancer', ['', 'i']]\n",
      "['rel_cancer', ['skin', 'colon', 'throat']]\n",
      "['rel_cancer', ['skin', 'prostate', 'ovarian']]\n",
      "['rel_cancer', ['germline', 'breast', 'lymphoma']]\n",
      "['rel_cancer', ['thyroid', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['liver', 'breast', 'colon']]\n",
      "['rel_cancer', ['prostate', 'breast', 'leukemia', 'pancreatic']]\n",
      "['rel_cancer', ['colon', 'lung', 'ovarian', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'prostate', 'lung', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'colon', 'uterine']]\n",
      "['rel_cancer', ['liver', 'breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', [\"alzheimer's\", 'leukemia', 'breast', 'skin']]\n",
      "['rel_cancer', ['breast', 'kidney']]\n",
      "['rel_cancer', ['breast', 'cervical', 'prostate', 'melanoma']]\n",
      "['rel_cancer', ['thyroid', 'breast', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'kidney', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'ovarian', 'colon', 'lymphoma', 'bone']]\n",
      "['rel_cancer', ['bone', 'breast', 'colon', 'skin']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['colon', 'myeloma']]\n",
      "['rel_cancer', ['colon', 'breast', 'bile duct', 'mouth']]\n",
      "['rel_cancer', ['brain', 'leukemia', 'breast']]\n",
      "['rel_cancer', ['breast', 'throat']]\n",
      "['rel_cancer', ['breast', 'lung', 'skin']]\n",
      "['rel_cancer', ['breast', 'pancreatic', 'uterine']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder', 'lung']]\n",
      "['rel_cancer', ['stomach', 'breast', 'leukemia', 'ovarian', 'bile duct', 'bone']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon', 'uterine', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon', 'ovarian', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['brain', 'breast', 'lung']]\n",
      "['rel_cancer', ['colon', 'melanoma']]\n",
      "['rel_cancer', ['pancreatic']]\n",
      "['rel_cancer', ['prostate', 'ovarian']]\n",
      "['rel_cancer', ['pancreatic', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'colon', 'sumerian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['prostate', '', 'breast', 'mouth']]\n",
      "['rel_cancer', ['skin', 'colon', 'ovarian', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'esophageal', 'thyroid']]\n",
      "['rel_cancer', ['lung', 'breast', 'melanoma', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['breast', 'pancreas']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['ovarian', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'pancreatic', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['breast', 'colon', 'melanoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['pancreatic', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['lung', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['pancreatic', 'rectal']]\n",
      "['rel_cancer', ['', 'pancreas']]\n",
      "['rel_cancer', ['breast', 'colon', 'uterine', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'prostate']]\n",
      "['rel_cancer', ['ovarian', 'prostate', 'lung', 'colon', 'liver']]\n",
      "['rel_cancer', ['lung', 'pancreatic', 'bladder']]\n",
      "['rel_cancer', ['liver', 'lymphoma']]\n",
      "['rel_cancer', ['colon', 'bladder']]\n",
      "['rel_cancer', ['stomach', 'breast', 'colon']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['breast', 'lung', 'throat']]\n",
      "['rel_cancer', ['breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['stomach', 'prostate']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['testicular', 'cervical', 'rectal']]\n",
      "['rel_cancer', ['brain', 'breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'brain', 'lung', 'colon', 'kidney']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'brain', 'lung', 'colon', 'kidney']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'stomach', 'breast', 'ovarian', 'skin', 'colon']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon', 'skin']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'lung', 'skin', 'bladder', 'liver']]\n",
      "['rel_cancer', ['liver', 'breast', 'bladder', 'lung']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['bone', 'cervical', 'ovarian', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['testicular', 'breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['leukemia', 'breast', 'ovarian', 'lung', 'skin', 'colon']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['stomach', 'breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'cal']]\n",
      "['rel_cancer', ['bone', 'colon']]\n",
      "['rel_cancer', ['cervical', 'colon']]\n",
      "['rel_cancer', ['colon', 'bra']]\n",
      "['rel_cancer', ['ovarian', 'lymphoma']]\n",
      "['rel_cancer', ['colon', 'prostate', 'uterine']]\n",
      "['rel_cancer', ['', 'pancreatic', 'lung']]\n",
      "['rel_cancer', ['breast', 'skin', 'colon', 'kidney', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['leukemia', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'lung', 'throat']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['prostate', 'breast', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['cervical', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['endometrial', 'prostate', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['uterine', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'prostate', 'lung', 'bone']]\n",
      "['rel_cancer', ['notsure', 'breast', 'pancreatic', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['brain', 'breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['stomach', 'breast', 'cervical']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['stomach', 'breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'esophageal', 'lymphoma']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['prostate', 'uterine', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['bone', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['thyroid', 'ovarian']]\n",
      "['rel_cancer', ['', 'stomach', 'thyroid', 'breast']]\n",
      "['rel_cancer', ['breast', 'uterine', 'lung', 'skin', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'kidney', 'ovarian', 'skin']]\n",
      "['rel_cancer', ['lung', 'throat', 'pancreas']]\n",
      "['rel_cancer', ['ovarian', 'pancreas', 'throat', 'myeloma']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['stomach', 'breast']]\n",
      "['rel_cancer', ['brain', 'liver', 'kidney', 'lung']]\n",
      "['rel_cancer', ['', 'breast', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['liver', 'breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['skin']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['breast', 'cervical', 'colon']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'ovarian', 'rectal']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung', 'pancreatic', 'melanoma']]\n",
      "['rel_cancer', ['kidney', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['vulgar', 'kidney', 'rectal']]\n",
      "['rel_cancer', ['brain', 'breast', 'melanomas']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'prostate', 'uterine', 'skin', 'adenocarcinoma', 'kidney', 'throat', 'liver', 'myeloma']]\n",
      "['rel_cancer', ['breast', 'cervical', 'colon', 'pancreas']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['prostate', 'pancreatic']]\n",
      "['rel_cancer', ['colon', 'nil', 'skin']]\n",
      "['rel_cancer', ['colon', 'breast', 'bile duct', 'mouth']]\n",
      "['rel_cancer', ['colon', 'breast', 'bile duct', 'mouth']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['stomach', 'breast', 'bile duct', 'colon']]\n",
      "['rel_cancer', ['liver', 'breast', 'colon', 'uterine']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lung', 'colon', 'pancreatic', 'liver']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder', 'skin']]\n",
      "['rel_cancer', ['', 'kidney']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['bone', 'breast', 'prostate', 'lung']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['lung', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['', 'clan']]\n",
      "['rel_cancer', ['prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'all']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'skin', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'melanoma']]\n",
      "['rel_cancer', ['bone', 'bladder']]\n",
      "['rel_cancer', ['brain', 'testicular', 'leukemia']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['breast', 'bile duct', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'breast', 'lung']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['breast', 'thyroid', 'lung']]\n",
      "['rel_cancer', ['prostate', 'colon']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['brain', 'prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'bladder']]\n",
      "['rel_cancer', ['brain', 'myeloma']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['prostate']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['prostate']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'kidney', 'lung']]\n",
      "['rel_cancer', ['stomach', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'prostate', 'brain', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'prostate', 'skin', 'pancreatic']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'paloma']]\n",
      "['rel_cancer', ['colon', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder', 'skin']]\n",
      "['rel_cancer', ['brain', 'leukemia', 'ovarian']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['liver', 'leukemia', 'kidney']]\n",
      "['rel_cancer', ['testicular', 'breast']]\n",
      "['rel_cancer', ['breast', 'uterine']]\n",
      "['rel_cancer', ['breast', 'bladder', 'skin']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['', 'esophageal']]\n",
      "['rel_cancer', ['bladder', 'lung']]\n",
      "['rel_cancer', ['leukemia', 'prostate', 'lung']]\n",
      "['rel_cancer', ['', 'kidney']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['brain', 'breast', 'mesothelioma']]\n",
      "['rel_cancer', ['stomach', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['prostate', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['bone', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['cervical', 'bladder', 'lung', 'skin']]\n",
      "['rel_cancer', ['prostate', 'liver', 'breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'cervical', 'colon']]\n",
      "['rel_cancer', ['stomach', 'breast', 'prostate']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['', 'stomach']]\n",
      "['rel_cancer', ['breast', 'lung', 'rectal']]\n",
      "['rel_cancer', ['pancreatic', 'lung', 'skin']]\n",
      "['rel_cancer', ['breast', 'skin', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['lung', 'sumerian']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['stomach', 'leukemia', 'breast', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['brain', 'lung']]\n",
      "['rel_cancer', ['bladder', 'colon', 'lung', 'skin']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['brain', 'rectal']]\n",
      "['rel_cancer', ['stomach', 'breast', 'leukemia', 'prostate', 'colon']]\n",
      "['rel_cancer', ['colon', 'bladder']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['breast', 'kidney', 'lung', 'skin']]\n",
      "['rel_cancer', ['brain', 'breast', 'throat', 'melanoma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'testicular']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['bone', 'breast', 'leukemia', 'skin']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['liver', 'breast']]\n",
      "['rel_cancer', ['stomach', 'breast', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'mouth']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'leukemia']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'stomach']]\n",
      "['rel_cancer', ['', 'i']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['colon', 'prostate']]\n",
      "['rel_cancer', ['breast', 'lung', 'lymphoma']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['prostate', 'colon', 'skin']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['stomach', 'thyroid', 'uterine', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['leukemia', 'breast']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'thyroid']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'stomach']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'bladder']]\n",
      "['rel_cancer', ['breast', 'kidney', 'lung']]\n",
      "['rel_cancer', ['stomach', 'prostate']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['stomach', 'lung']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'prostate', 'colon', 'testicular']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon', 'mouth']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['brain', 'kidney', 'lung', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['brain', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'cervical', 'ovarian']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'throat']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['', 'rectal']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['breast', 'thyroid']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['stomach', 'breast', 'prostate', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'mouth', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'skin', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'throat']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'colon']]\n",
      "['rel_cancer', ['bone', 'cervical']]\n",
      "['rel_cancer', ['leukemia', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['liver', 'prostate']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'skin', 'lymphoma']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['throat', 'leukemia', 'skin']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['prostate', 'breast', 'colon']]\n",
      "['rel_cancer', ['bone', 'cervical']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['bone', 'lung']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['leukemia', 'bladder']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['stomach', 'breast', 'myeloma']]\n",
      "['rel_cancer', ['colon', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['leukemia', 'breast']]\n",
      "['rel_cancer', ['colon', 'lung', 'skin', 'melanoma']]\n",
      "['rel_cancer', ['prostate', 'pancreatic']]\n",
      "['rel_cancer', ['prostate']]\n",
      "['rel_cancer', ['breast', 'esophageal']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['prostate']]\n",
      "['rel_cancer', ['colon', 'prostate', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['liver', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['brain', 'prostate', 'lung', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'esophageal']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'cervical', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'skin', 'rectal']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'bladder']]\n",
      "['rel_cancer', ['brain', 'cervical', 'colon', 'lung']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'brain', 'prostate', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['brain', 'bone', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'prostate', 'myeloma']]\n",
      "['rel_cancer', ['thyroid', 'prostate']]\n",
      "['rel_cancer', ['prostate', 'skin']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'thyroid', 'myeloma']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'bile duct']]\n",
      "['rel_cancer', ['liver', 'breast']]\n",
      "['rel_cancer', ['brain', 'lymphoma']]\n",
      "['rel_cancer', ['leukemia', 'bladder']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['thyroid', 'kidney', 'prostate']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'kidney']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['brain', 'bone']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'stomach']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['prostate', 'uterine']]\n",
      "['rel_cancer', ['breast', 'esophageal', 'melanoma', 'cervical', 'myeloma']]\n",
      "['rel_cancer', ['breast', 'uterine', 'pancreatic', 'lymphoma', 'clan', 'cervical']]\n",
      "['rel_cancer', ['lung', 'skin', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['stomach']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['', 'breast', 'cervical', 'prostate']]\n",
      "['rel_cancer', ['bone', 'colon', 'skin']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'uterine']]\n",
      "['rel_cancer', ['breast', 'thyroid']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung', 'throat']]\n",
      "['rel_cancer', ['prostate', 'colon']]\n",
      "['rel_cancer', ['breast', 'that', 'lung']]\n",
      "['rel_cancer', ['breast', 'myeloma']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['prostate', 'colon']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'esophageal']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['cervical', 'colon', 'melanoma']]\n",
      "['rel_cancer', ['prostate', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'breast', 'ovarian']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['brain', 'breast', 'leukemia']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'thyroid']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['brain', 'breast', 'leukemia']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['bladder', 'melanoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['liver', 'breast', 'cervical']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['leukemia', 'lung']]\n",
      "['rel_cancer', ['leukemia', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung']]\n",
      "['rel_cancer', ['prostate', 'lung']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'prostate', 'skin']]\n",
      "['rel_cancer', ['breast', 'prostate', 'skin']]\n",
      "['rel_cancer', ['prostate', 'colon']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lung']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['uterine', 'lung']]\n",
      "['rel_cancer', ['breast', 'bladder']]\n",
      "['rel_cancer', ['brain', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lung', 'pancreas', 'colon']]\n",
      "['rel_cancer', ['bladder', 'lung', 'skin']]\n",
      "['rel_cancer', ['leukemia', 'breast']]\n",
      "['rel_cancer', ['colon', 'prostate', 'skin']]\n",
      "['rel_cancer', ['breast', 'prostate', 'colon', 'bladder', 'pancreatic']]\n",
      "['rel_cancer', ['brain', 'lung']]\n",
      "['rel_cancer', ['colon', 'prostate', 'skin']]\n",
      "['rel_cancer', ['prostate', 'colon']]\n",
      "['rel_cancer', ['breast', 'bladder']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['liver', 'breast']]\n",
      "['rel_cancer', ['lung', 'breast', 'colon', 'uterine']]\n",
      "['rel_cancer', ['testicular', 'prostate', 'melanoma']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder']]\n",
      "['rel_cancer', ['prostate', 'colon', 'bladder']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['thyroid', 'prostate']]\n",
      "['rel_cancer', ['thyroid', 'esophageal', 'breast', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'bladder']]\n",
      "['rel_cancer', ['melanoma']]\n",
      "['rel_cancer', ['breast', 'bladder', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['esophageal', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['breast', 'colon', 'skin']]\n",
      "['rel_cancer', ['break', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['thyroid', 'colon']]\n",
      "['rel_cancer', ['bone', 'breast', 'lung', 'lymphoma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate', 'melanoma']]\n",
      "['rel_cancer', ['thyroid', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'throat']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['brain', 'colon']]\n",
      "['rel_cancer', ['bone', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['colon', 'pancreatic']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['cervical', 'kidney', 'lung']]\n",
      "['rel_cancer', ['breast', \"don'tknow\"]]\n",
      "['rel_cancer', ['skin', 'rectal']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['prostate', 'bladder', 'melanoma']]\n",
      "['rel_cancer', ['lung', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'hutchins']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'breast', 'colon', 'bladder', 'lymphoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['thyroid', 'prostate']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['testicular', 'colon']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lymphoma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['thyroid', 'breast']]\n",
      "['rel_cancer', ['brain', 'bone', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['lymphoma', 'breast', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'kidney', 'lung']]\n",
      "['rel_cancer', ['brain', 'pancreatic']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['colon', 'lymphoma']]\n",
      "['rel_cancer', ['bile duct', 'prostate', 'ovarian', 'i']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['leukemia', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'colon', 'bladder']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['leukemia', 'uterine', 'breast']]\n",
      "['rel_cancer', ['breast', 'brain', 'skin', 'colon', 'rectal']]\n",
      "['rel_cancer', ['ovarian']]\n",
      "['rel_cancer', ['brain', 'bone', 'liver', 'bladder']]\n",
      "['rel_cancer', ['cervical', 'prostate']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['brain', 'breast', 'throat']]\n",
      "['rel_cancer', ['bone', 'prostate', 'pancreatic']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['stomach', 'breast', 'prostate']]\n",
      "['rel_cancer', ['leukemia', 'prostate', 'skin']]\n",
      "['rel_cancer', ['esophageal', 'bladder']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'thyroid']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['stomach', 'breast']]\n",
      "['rel_cancer', ['breast', 'cervical', 'prostate']]\n",
      "['rel_cancer', ['breast', 'pancreatic', 'lung', 'myeloma']]\n",
      "['rel_cancer', ['', 'bile duct']]\n",
      "['rel_cancer', ['uterine', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'myeloma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon', 'mesothelioma']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lung', 'lymphoma', 'melanoma']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['bladder', 'colon', 'lung']]\n",
      "['rel_cancer', ['', 'rectal']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['brain', 'bladder']]\n",
      "['rel_cancer', ['liver', 'thyroid', 'colon', 'breast']]\n",
      "['rel_cancer', ['breast', 'esophageal']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['endometrial', 'colon', 'ovarian']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['leukemia', 'thyroid']]\n",
      "['rel_cancer', ['breast', 'prostate', 'skin', 'gym', 'bone']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['stomach', 'breast', 'prostate', 'lung', 'skin', 'endometrial', 'cervical']]\n",
      "['rel_cancer', ['myxoma', 'breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['prostate', 'lung', 'skin', 'colon', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung', 'esophageal', 'colon', 'kidney', 'bladder']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['stomach', 'breast', 'prostate', 'lung', 'bladder', 'lymphoma', 'cervical']]\n",
      "['rel_cancer', ['dis', 'lung']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['thyroid', 'leukemia', 'prostate']]\n",
      "['rel_cancer', ['mesothelioma', 'uterine', 'colon', 'lymphoma', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'colon']]\n",
      "['rel_cancer', ['testicular', 'breast', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['', 'veteran']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['brain']]\n",
      "['rel_cancer', ['colon', 'melanoma']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['kidney', 'veteran']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['ovarian', 'myeloma']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['liver', 'breast']]\n",
      "['rel_cancer', ['testicular', 'breast', 'colon', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lymphoma']]\n",
      "['rel_cancer', ['stomach', 'bladder']]\n",
      "['rel_cancer', ['breast', 'throat']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['liver', 'melanoma']]\n",
      "['rel_cancer', ['brain', 'skin']]\n",
      "['rel_cancer', ['brain', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['endometrial', '']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['breast', 'colon', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['prostate', 'lung', 'skin']]\n",
      "['rel_cancer', ['leukemia', 'prostate']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'liver', 'breast', 'skin']]\n",
      "['rel_cancer', ['prostate', 'myeloma']]\n",
      "['rel_cancer', ['endometrial', '', 'breast', 'lung']]\n",
      "['rel_cancer', ['melanoma']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'kidney']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['brain']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['lung', 'lymphoma']]\n",
      "['rel_cancer', ['', 'rotate']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon', 'prostate']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['colon', 'prostate', 'skin', 'myeloma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung', 'colon', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'bladder', 'lung']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['liver', 'throat', 'rectal']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'prostate']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['stomach', 'bladder', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'thyroid', 'throat']]\n",
      "['rel_cancer', ['bladder', 'lung', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'skin']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['brain', 'leukemia', 'prostate', 'skin']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['lung', 'rectal']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'thyroid']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['leukemia', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['stomach', 'breast']]\n",
      "['rel_cancer', ['prostate', 'pancreatic']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['leukemia', 'prostate', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['stomach', 'lung', 'skin', 'esophageal', 'kidney']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung', 'lymphoma']]\n",
      "['rel_cancer', ['stomach', 'breast', 'lung', 'throat']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder', 'lung']]\n",
      "['rel_cancer', ['colon', 'prostate', 'lung']]\n",
      "['rel_cancer', ['leukemia', 'prostate']]\n",
      "['rel_cancer', ['kidney', 'colon', 'skin']]\n",
      "['rel_cancer', ['leukemia', 'pancreatic', 'lymphoma']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['breast', 'prostate', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'prostate', 'skin']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast', 'ovarian', 'brain', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung', 'throat']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['lung', 'esophageal', 'colon', 'throat', 'myeloma']]\n",
      "['rel_cancer', ['leukemia', 'colon']]\n",
      "['rel_cancer', ['leukemia']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'myeloma']]\n",
      "['rel_cancer', ['myxoma', 'stomach']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['brain', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'myeloma']]\n",
      "['rel_cancer', ['', 'breast', 'uterine']]\n",
      "['rel_cancer', ['brain', 'breast', 'skin']]\n",
      "['rel_cancer', ['bone', 'lymphoma']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['unsure', 'lung', 'ovarian', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'prostate']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'throat']]\n",
      "['rel_cancer', ['', 'kidney']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['brain', 'breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'kidney', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lung', 'skin']]\n",
      "['rel_cancer', ['breast', 'skin', 'melanoma']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['endometrial', '']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'colon', 'prostate', 'myeloma']]\n",
      "['rel_cancer', ['colon', 'prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'uterine']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['prostate', 'mouth']]\n",
      "['rel_cancer', ['thyroid', 'prostate']]\n",
      "['rel_cancer', ['brain', 'skin']]\n",
      "['rel_cancer', ['breast', 'myeloma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'prostate', 'skin']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['thyroid', 'breast', 'melanoma']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['stomach', 'breast', 'leukemia', 'brain', 'skin']]\n",
      "['rel_cancer', ['breast', 'throat']]\n",
      "['rel_cancer', ['brain', 'skin']]\n",
      "['rel_cancer', ['', 'rectal']]\n",
      "['rel_cancer', ['stomach', 'prostate', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['brain', 'lung', 'bladder', 'bone', 'melanoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['bone', 'lung']]\n",
      "['rel_cancer', ['breast', 'bladder']]\n",
      "['rel_cancer', ['endometrial', 'colon', 'lung', 'mugs']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['prostate', 'lung', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'breast', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['cervical', 'kidney', 'lymphoma']]\n",
      "['rel_cancer', ['lung', 'myeloma']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['lung', 'myeloma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['skin']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['bone', 'bladder']]\n",
      "['rel_cancer', ['lung', 'mesothelioma']]\n",
      "['rel_cancer', ['', 'testicular']]\n",
      "['rel_cancer', ['', 'testicular']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'vulgar']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['liver', 'lymphoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['testicular', 'melanoma']]\n",
      "['rel_cancer', ['lymphoma', 'melanoma']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
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      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['lung', 'throat']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['leukemia', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['lymphoma']]\n",
      "['rel_cancer', ['liver', 'bile duct', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['lung']]\n",
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      "['rel_cancer', ['leukemia', 'lung']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
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      "['rel_cancer', ['brain', 'prostate']]\n",
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      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['thyroid', 'lung']]\n",
      "['rel_cancer', ['thyroid', 'leukemia', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
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      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['lymphoma', 'esophageal', 'lung', 'myeloma']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'leukemia']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['liver', 'skin']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['breast', 'all', 'mouth', 'lung']]\n",
      "['rel_cancer', ['esophageal', 'prostate']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['thyroid']]\n",
      "['rel_cancer', ['testicular', 'breast', 'prostate']]\n",
      "['rel_cancer', ['thyroid', 'lung']]\n",
      "['rel_cancer', ['bone', 'lung']]\n",
      "['rel_cancer', ['bladder', 'lung']]\n",
      "['rel_cancer', ['bone', 'leukemia']]\n",
      "['rel_cancer', ['lung', 'lymphoma']]\n",
      "['rel_cancer', ['leukemia', 'lung']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['leukemia', 'lung']]\n",
      "['rel_cancer', ['leukemia', 'cervical']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['skin']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['colon', 'uterine']]\n",
      "['rel_cancer', ['', 'lung', 'skin']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['leukemia', 'melanoma']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['lung', 'throat']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['', 'myeloma']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['cervical', 'lymphoma']]\n",
      "['rel_cancer', ['liver', 'bladder', 'skin']]\n",
      "['rel_cancer', ['lung', 'skin', 'lymphoma']]\n",
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      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['cervical', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['prostate', 'throat', 'lymphoma']]\n",
      "['rel_cancer', ['thyroid', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['skin', 'stomach', 'throat']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['lung', 'skin', 'lymphoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'mouth']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['lung', 'lymphoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lymphoma']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['leukemia', 'skin', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'testicular']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['stomach', 'thyroid', 'cervical', 'mouth']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['thyroid', 'lung']]\n",
      "['rel_cancer', ['', 'mesothelioma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['myxoma', 'lung']]\n",
      "['rel_cancer', ['lung', 'melanoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'myeloma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['prostate', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'throat']]\n",
      "['rel_cancer', ['', 'throat']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['lymphoma', 'melanoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['liver', 'bone']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'esophageal']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['cervical', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'testicular']]\n",
      "['rel_cancer', ['', 'esophageal']]\n",
      "['rel_cancer', ['cervical', 'bladder', 'skin']]\n",
      "['rel_cancer', ['leukemia', 'skin', 'melanoma']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['liver', 'bone', 'throat']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['leukemia', 'lung']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['thyroid', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'esophageal']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'mesothelioma']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['ovarian', 'skin']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['throat', 'lung', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "Wall time: 1min 20s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "R = []\n",
    "relCancerPoss = [\"bile duct\", \"bladder\", \"bone\", \"brain\", \"breast\", \"cervical\", \"colon\", \"colorectal\", \"endometrial\", \n",
    "                 \"esophageal\", \"kidney\", \"leukemia\", \"liver\", \"lung\", \"lymphoma\", \"melanoma\", \"mesothelioma\", \"mouth\", \n",
    "                 \"myeloma\", \"non hodgkins lymphoma\", \"ovarian\", \"pancreas\", \"pancreatic\", \"prostate\", \"prostrate\", \"rectal\",\n",
    "                 \"skin\", \"stomach\", \"testicular\", \"throat\", \"thyroid\", \"uterine\"]\n",
    "exclude = set(string.punctuation + string.digits)\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"rel_cancer\":\n",
    "            tst = []\n",
    "            #print(j[1])\n",
    "            for valr in j[1]:\n",
    "                point = valr.lower().replace(\"cancer\",\"\").replace(\"prostrate\",\"prostate\").replace(\"unknown\",\"\").replace(\"multiple\",\"\").replace(\"leukemia cml\", \"leukemia\").replace(\"tumor\",\"\").strip()\n",
    "                point = ''.join(ch for ch in point if ch not in exclude)\n",
    "                #print(point)\n",
    "                for i in relCancerPoss:\n",
    "                    if i in point:\n",
    "                        point = i  \n",
    "                if not point in relCancerPoss and point != \"\":\n",
    "                    spellChange = spell.correction(point)\n",
    "                    if point != spellChange:\n",
    "                        point = spellChange\n",
    "                    else:\n",
    "                        point = \"\"\n",
    "                tst.append(point)\n",
    "            if len(tst) > 1 and \"\" in tst:\n",
    "                tst.remove(\"\")\n",
    "            j[1] = list(set(tst))\n",
    "            print(j)\n",
    "            R.extend(j[1])\n",
    "#relCancerPoss.append(\"\")"
   ]
  },
  {
   "cell_type": "raw",
   "id": "guilty-seller",
   "metadata": {},
   "source": [
    "lstMain = [\"ovarian\", \"bladder\", \"breast\", \"liver\", \"\", \"colon\", \"uterine\", \"brain\", \"lung\", \"pancreatic\", \"lymphoma\", \n",
    "           \"skin\", \"leukemia\", \"prostate\", \"cervical\", \"stomach\", \"throat\", \"thyroid\", \"bone\", \"melanoma\", \"kidney\"]\n",
    "pother = [\"squamous cell carcinoa\", \"i\"]\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"rel_cancer\":\n",
    "            for valr in j[1]:\n",
    "                if not valr in lstMain and not valr in pother:\n",
    "                    print(j[1], valr)\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"rel_cancer\":\n",
    "            for valr in j[1]:\n",
    "                if valr == \"prostae\":\n",
    "                    print(j[1], valr)\n"
   ]
  },
  {
   "cell_type": "raw",
   "id": "express-technical",
   "metadata": {},
   "source": [
    "r=0\n",
    "for key, value in Counter(R).items():\n",
    "    if value > 5:\n",
    "        print(key + \"\\t\" + str(value))\n",
    "    else:\n",
    "        r+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "flush-angle",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_cancer', ['leukemia', 'breast', 'ovarian', 'bladder', 'liver']]\n",
      "['rel_cancer', ['leukemia', 'breast', 'ovarian', 'bladder', 'liver']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['colon', 'uterine']]\n",
      "['rel_cancer', ['prostate', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung', 'bladder', 'pancreatic', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'lung', 'skin']]\n",
      "['rel_cancer', ['colon', 'uterine']]\n",
      "['rel_cancer', ['leukemia', 'colon']]\n",
      "['rel_cancer', ['', 'breast', 'brain', 'skin', 'colon']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'bile duct']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'cervical', 'uterine']]\n",
      "['rel_cancer', ['', 'stomach', 'leukemia', 'breast', 'ovarian', 'brain', 'lung', 'colon', 'throat', 'cervical']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung', 'skin', 'colon']]\n",
      "['rel_cancer', ['', 'lung', 'pancreas', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'cervical', 'prostate']]\n",
      "['rel_cancer', ['cervical', 'pancreatic']]\n",
      "['rel_cancer', ['thyroid', 'pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lymphoma']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['pancreatic', 'lung', 'sumerian']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['prostate', 'breast', 'colon']]\n",
      "['rel_cancer', ['bone', 'pancreatic', 'lung', 'stomach']]\n",
      "['rel_cancer', ['pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'lung', 'skin']]\n",
      "['rel_cancer', ['brain', 'pancreas']]\n",
      "['rel_cancer', ['colon', 'pancreatic']]\n",
      "['rel_cancer', ['ovarian', 'skin']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'brain', 'prostate', 'lung', 'pancreatic', 'lymphoma', 'melanoma']]\n",
      "['rel_cancer', ['testicular', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['colon', 'pancreatic', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'pancreatic', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['prostate', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['lung', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['prostate', 'ovarian']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'prostate', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'mesothelioma', 'prostate', 'lung', 'kidney', 'throat']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic', 'lung']]\n",
      "['rel_cancer', ['uterine', 'melanoma']]\n",
      "['rel_cancer', ['testicular', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['leukemia', 'cervical', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'kidney', 'colon']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate', 'skin', 'thyroid', 'rectal', 'endometrial', 'bone']]\n",
      "['rel_cancer', ['stomach', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic', 'lymphoma']]\n",
      "['rel_cancer', ['ovarian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'cervical', 'prostate']]\n",
      "['rel_cancer', ['breast', 'throat']]\n",
      "['rel_cancer', ['bone', 'breast', 'thyroid', 'colon']]\n",
      "['rel_cancer', ['testicular', 'prostate', 'ovarian']]\n",
      "['rel_cancer', ['leukemia', 'breast', 'ovarian', 'meds', 'cervical']]\n",
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      "['rel_cancer', ['', 'bone', 'liver', 'breast']]\n",
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      "['rel_cancer', ['', 'breast', 'prostate', 'lung', 'colon']]\n",
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      "['rel_cancer', ['prostate', 'ovarian']]\n",
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      "['rel_cancer', ['', 'breast', 'lung', 'skin', 'bladder', 'pancreatic']]\n",
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      "['rel_cancer', ['bone', 'breast', 'uterine']]\n",
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      "['rel_cancer', ['', 'breast']]\n",
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      "['rel_cancer', ['', 'breast']]\n",
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      "['rel_cancer', ['breast', 'prostate', 'kidney', 'pancreatic', 'endometrial', 'melanoma']]\n",
      "['rel_cancer', ['brain', 'liver', 'breast', 'skin']]\n",
      "['rel_cancer', ['', 'i']]\n",
      "['rel_cancer', ['skin', 'colon', 'throat']]\n",
      "['rel_cancer', ['skin', 'prostate', 'ovarian']]\n",
      "['rel_cancer', ['germline', 'breast', 'lymphoma']]\n",
      "['rel_cancer', ['thyroid', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['liver', 'breast', 'colon']]\n",
      "['rel_cancer', ['prostate', 'breast', 'leukemia', 'pancreatic']]\n",
      "['rel_cancer', ['colon', 'lung', 'ovarian', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'prostate', 'lung', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'colon', 'uterine']]\n",
      "['rel_cancer', ['liver', 'breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', [\"alzheimer's\", 'leukemia', 'breast', 'skin']]\n",
      "['rel_cancer', ['breast', 'kidney']]\n",
      "['rel_cancer', ['breast', 'cervical', 'prostate', 'melanoma']]\n",
      "['rel_cancer', ['thyroid', 'breast', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'kidney', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'ovarian', 'colon', 'lymphoma', 'bone']]\n",
      "['rel_cancer', ['bone', 'breast', 'colon', 'skin']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['colon', 'myeloma']]\n",
      "['rel_cancer', ['colon', 'breast', 'bile duct', 'mouth']]\n",
      "['rel_cancer', ['brain', 'leukemia', 'breast']]\n",
      "['rel_cancer', ['breast', 'throat']]\n",
      "['rel_cancer', ['breast', 'lung', 'skin']]\n",
      "['rel_cancer', ['breast', 'pancreatic', 'uterine']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder', 'lung']]\n",
      "['rel_cancer', ['stomach', 'breast', 'leukemia', 'ovarian', 'bile duct', 'bone']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon', 'uterine', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon', 'ovarian', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['brain', 'breast', 'lung']]\n",
      "['rel_cancer', ['colon', 'melanoma']]\n",
      "['rel_cancer', ['pancreatic']]\n",
      "['rel_cancer', ['prostate', 'ovarian']]\n",
      "['rel_cancer', ['pancreatic', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'colon', 'sumerian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['prostate', '', 'breast', 'mouth']]\n",
      "['rel_cancer', ['skin', 'colon', 'ovarian', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'esophageal', 'thyroid']]\n",
      "['rel_cancer', ['lung', 'breast', 'melanoma', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['breast', 'pancreas']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['ovarian', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'pancreatic', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['breast', 'colon', 'melanoma']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['pancreatic', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['lung', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['pancreatic', 'rectal']]\n",
      "['rel_cancer', ['', 'pancreas']]\n",
      "['rel_cancer', ['breast', 'colon', 'uterine', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'prostate']]\n",
      "['rel_cancer', ['ovarian', 'prostate', 'lung', 'colon', 'liver']]\n",
      "['rel_cancer', ['lung', 'pancreatic', 'bladder']]\n",
      "['rel_cancer', ['liver', 'lymphoma']]\n",
      "['rel_cancer', ['colon', 'bladder']]\n",
      "['rel_cancer', ['stomach', 'breast', 'colon']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['breast', 'lung', 'throat']]\n",
      "['rel_cancer', ['breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['stomach', 'prostate']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['testicular', 'cervical', 'rectal']]\n",
      "['rel_cancer', ['brain', 'breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'brain', 'lung', 'colon', 'kidney']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'brain', 'lung', 'colon', 'kidney']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'stomach', 'breast', 'ovarian', 'skin', 'colon']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon', 'skin']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'lung', 'skin', 'bladder', 'liver']]\n",
      "['rel_cancer', ['liver', 'breast', 'bladder', 'lung']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['bone', 'cervical', 'ovarian', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['testicular', 'breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['leukemia', 'breast', 'ovarian', 'lung', 'skin', 'colon']]\n",
      "['rel_cancer', ['stomach', 'breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'cal']]\n",
      "['rel_cancer', ['bone', 'colon']]\n",
      "['rel_cancer', ['cervical', 'colon']]\n",
      "['rel_cancer', ['colon', 'bra']]\n",
      "['rel_cancer', ['ovarian', 'lymphoma']]\n",
      "['rel_cancer', ['colon', 'prostate', 'uterine']]\n",
      "['rel_cancer', ['', 'pancreatic', 'lung']]\n",
      "['rel_cancer', ['breast', 'skin', 'colon', 'kidney', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['leukemia', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'lung', 'throat']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['prostate', 'breast', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['cervical', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['endometrial', 'prostate', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['uterine', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'prostate', 'lung', 'bone']]\n",
      "['rel_cancer', ['notsure', 'breast', 'pancreatic', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'pancreatic']]\n",
      "['rel_cancer', ['brain', 'breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['stomach', 'breast', 'cervical']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['stomach', 'breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'esophageal', 'lymphoma']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['prostate', 'uterine', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['bone', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['thyroid', 'ovarian']]\n",
      "['rel_cancer', ['', 'stomach', 'thyroid', 'breast']]\n",
      "['rel_cancer', ['breast', 'uterine', 'lung', 'skin', 'colon', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'kidney', 'ovarian', 'skin']]\n",
      "['rel_cancer', ['lung', 'throat', 'pancreas']]\n",
      "['rel_cancer', ['ovarian', 'pancreas', 'throat', 'myeloma']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['stomach', 'breast']]\n",
      "['rel_cancer', ['brain', 'liver', 'kidney', 'lung']]\n",
      "['rel_cancer', ['', 'breast', 'ovarian']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['liver', 'breast', 'lung', 'ovarian']]\n",
      "['rel_cancer', ['skin']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['breast', 'cervical', 'colon']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'ovarian', 'rectal']]\n",
      "['rel_cancer', ['breast', 'prostate', 'lung', 'pancreatic', 'melanoma']]\n",
      "['rel_cancer', ['kidney', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['', 'ovarian']]\n",
      "['rel_cancer', ['vulgar', 'kidney', 'rectal']]\n",
      "['rel_cancer', ['brain', 'breast', 'melanomas']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'prostate', 'uterine', 'skin', 'adenocarcinoma', 'kidney', 'throat', 'liver', 'myeloma']]\n",
      "['rel_cancer', ['breast', 'cervical', 'colon', 'pancreas']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['prostate', 'pancreatic']]\n",
      "['rel_cancer', ['colon', 'nil', 'skin']]\n",
      "['rel_cancer', ['colon', 'breast', 'bile duct', 'mouth']]\n",
      "['rel_cancer', ['colon', 'breast', 'bile duct', 'mouth']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'colon', 'pancreatic']]\n",
      "['rel_cancer', ['stomach', 'breast', 'bile duct', 'colon']]\n",
      "['rel_cancer', ['liver', 'breast', 'colon', 'uterine']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'lung', 'colon', 'pancreatic', 'liver']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder', 'skin']]\n",
      "['rel_cancer', ['', 'kidney']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['bone', 'breast', 'prostate', 'lung']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
      "['rel_cancer', ['lung', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['', 'clan']]\n",
      "['rel_cancer', ['prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'all']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'ovarian', 'skin', 'melanoma']]\n",
      "['rel_cancer', ['colon', 'melanoma']]\n",
      "['rel_cancer', ['bone', 'bladder']]\n",
      "['rel_cancer', ['brain', 'testicular', 'leukemia']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['breast', 'bile duct', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'breast', 'lung']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['breast', 'thyroid', 'lung']]\n",
      "['rel_cancer', ['prostate', 'colon']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['brain', 'prostate']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'bladder']]\n",
      "['rel_cancer', ['brain', 'myeloma']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['prostate']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['prostate']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'kidney', 'lung']]\n",
      "['rel_cancer', ['stomach', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'prostate', 'brain', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'prostate', 'skin', 'pancreatic']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['breast', 'paloma']]\n",
      "['rel_cancer', ['colon', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'ovarian']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder', 'skin']]\n",
      "['rel_cancer', ['brain', 'leukemia', 'ovarian']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['liver', 'leukemia', 'kidney']]\n",
      "['rel_cancer', ['testicular', 'breast']]\n",
      "['rel_cancer', ['breast', 'uterine']]\n",
      "['rel_cancer', ['breast', 'bladder', 'skin']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['', 'esophageal']]\n",
      "['rel_cancer', ['bladder', 'lung']]\n",
      "['rel_cancer', ['leukemia', 'prostate', 'lung']]\n",
      "['rel_cancer', ['', 'kidney']]\n",
      "['rel_cancer', ['colon']]\n",
      "['rel_cancer', ['colon', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['brain', 'breast', 'mesothelioma']]\n",
      "['rel_cancer', ['stomach', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
      "['rel_cancer', ['breast', 'cervical']]\n",
      "['rel_cancer', ['prostate', 'lung']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['bone', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon', 'bladder', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'melanoma']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['cervical', 'bladder', 'lung', 'skin']]\n",
      "['rel_cancer', ['prostate', 'liver', 'breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'cervical', 'colon']]\n",
      "['rel_cancer', ['stomach', 'breast', 'prostate']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['', 'stomach']]\n",
      "['rel_cancer', ['breast', 'lung', 'rectal']]\n",
      "['rel_cancer', ['pancreatic', 'lung', 'skin']]\n",
      "['rel_cancer', ['breast', 'skin', 'lymphoma']]\n",
      "['rel_cancer', ['brain', 'breast']]\n",
      "['rel_cancer', ['breast', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'leukemia']]\n",
      "['rel_cancer', ['lung', 'sumerian']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['stomach', 'leukemia', 'breast', 'melanoma']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['brain', 'lung']]\n",
      "['rel_cancer', ['bladder', 'colon', 'lung', 'skin']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['brain', 'rectal']]\n",
      "['rel_cancer', ['stomach', 'breast', 'leukemia', 'prostate', 'colon']]\n",
      "['rel_cancer', ['colon', 'bladder']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['breast', 'kidney', 'lung', 'skin']]\n",
      "['rel_cancer', ['brain', 'breast', 'throat', 'melanoma']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'testicular']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['bone', 'breast', 'leukemia', 'skin']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['liver', 'breast']]\n",
      "['rel_cancer', ['stomach', 'breast', 'lymphoma']]\n",
      "['rel_cancer', ['breast', 'prostate']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'mouth']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'uterine']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'stomach']]\n",
      "['rel_cancer', ['', 'i']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['colon', 'prostate']]\n",
      "['rel_cancer', ['breast', 'lung', 'lymphoma']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['prostate', 'colon', 'skin']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['stomach', 'thyroid', 'uterine', 'lung']]\n",
      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['leukemia', 'breast']]\n",
      "['rel_cancer', ['', 'pancreatic']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
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      "['rel_cancer', ['', 'breast']]\n",
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      "['rel_cancer', ['breast', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['thyroid', 'prostate']]\n",
      "['rel_cancer', ['thyroid', 'esophageal', 'breast', 'melanoma']]\n",
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      "['rel_cancer', ['', 'colon']]\n",
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      "['rel_cancer', ['breast']]\n",
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      "['rel_cancer', ['breast', \"don'tknow\"]]\n",
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      "['rel_cancer', ['']]\n",
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      "['rel_cancer', ['']]\n",
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      "['rel_cancer', ['breast', 'lung', 'melanoma']]\n",
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      "['rel_cancer', ['', 'colon']]\n",
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      "['rel_cancer', ['']]\n",
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      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['leukemia', 'colon']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'colon', 'bladder']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['leukemia', 'uterine', 'breast']]\n",
      "['rel_cancer', ['breast', 'brain', 'skin', 'colon', 'rectal']]\n",
      "['rel_cancer', ['ovarian']]\n",
      "['rel_cancer', ['brain', 'bone', 'liver', 'bladder']]\n",
      "['rel_cancer', ['cervical', 'prostate']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'ovarian']]\n",
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      "['rel_cancer', ['brain', 'breast', 'throat']]\n",
      "['rel_cancer', ['bone', 'prostate', 'pancreatic']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['breast', 'lung']]\n",
      "['rel_cancer', ['breast', 'skin']]\n",
      "['rel_cancer', ['stomach', 'breast', 'prostate']]\n",
      "['rel_cancer', ['leukemia', 'prostate', 'skin']]\n",
      "['rel_cancer', ['esophageal', 'bladder']]\n",
      "['rel_cancer', ['leukemia', 'colon', 'lung']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['', 'colon']]\n",
      "['rel_cancer', ['breast', 'colon', 'lung']]\n",
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      "['rel_cancer', ['breast']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['stomach', 'breast']]\n",
      "['rel_cancer', ['breast', 'cervical', 'prostate']]\n",
      "['rel_cancer', ['breast', 'pancreatic', 'lung', 'myeloma']]\n",
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      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['breast', 'all', 'mouth', 'lung']]\n",
      "['rel_cancer', ['esophageal', 'prostate']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['thyroid']]\n",
      "['rel_cancer', ['testicular', 'breast', 'prostate']]\n",
      "['rel_cancer', ['thyroid', 'lung']]\n",
      "['rel_cancer', ['bone', 'lung']]\n",
      "['rel_cancer', ['bladder', 'lung']]\n",
      "['rel_cancer', ['bone', 'leukemia']]\n",
      "['rel_cancer', ['lung', 'lymphoma']]\n",
      "['rel_cancer', ['leukemia', 'lung']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['leukemia', 'lung']]\n",
      "['rel_cancer', ['leukemia', 'cervical']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['skin']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['colon', 'uterine']]\n",
      "['rel_cancer', ['', 'lung', 'skin']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['leukemia', 'melanoma']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['lung', 'throat']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['', 'myeloma']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['cervical', 'lymphoma']]\n",
      "['rel_cancer', ['liver', 'bladder', 'skin']]\n",
      "['rel_cancer', ['lung', 'skin', 'lymphoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'colon']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['cervical', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'bone']]\n",
      "['rel_cancer', ['prostate', 'throat', 'lymphoma']]\n",
      "['rel_cancer', ['thyroid', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['skin', 'stomach', 'throat']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['lung', 'skin', 'lymphoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'mouth']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['lung', 'lymphoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['breast', 'leukemia', 'lymphoma']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['leukemia', 'skin', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'testicular']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['stomach', 'thyroid', 'cervical', 'mouth']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['thyroid', 'lung']]\n",
      "['rel_cancer', ['', 'mesothelioma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['myxoma', 'lung']]\n",
      "['rel_cancer', ['lung', 'melanoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'myeloma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'leukemia']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['prostate', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'liver']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'throat']]\n",
      "['rel_cancer', ['', 'throat']]\n",
      "['rel_cancer', ['', 'breast']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['lymphoma', 'melanoma']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['liver', 'bone']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'esophageal']]\n",
      "['rel_cancer', ['lung', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'melanoma']]\n",
      "['rel_cancer', ['cervical', 'lung', 'melanoma']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'testicular']]\n",
      "['rel_cancer', ['', 'esophageal']]\n",
      "['rel_cancer', ['cervical', 'bladder', 'skin']]\n",
      "['rel_cancer', ['leukemia', 'skin', 'melanoma']]\n",
      "['rel_cancer', ['', 'lymphoma']]\n",
      "['rel_cancer', ['', 'bladder']]\n",
      "['rel_cancer', ['liver', 'bone', 'throat']]\n",
      "['rel_cancer', ['lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['leukemia', 'lung']]\n",
      "['rel_cancer', ['', 'thyroid']]\n",
      "['rel_cancer', ['thyroid', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'esophageal']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'mesothelioma']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['', 'prostate']]\n",
      "['rel_cancer', ['', 'skin']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['ovarian', 'skin']]\n",
      "['rel_cancer', ['', 'cervical']]\n",
      "['rel_cancer', ['throat', 'lung', 'skin']]\n",
      "['rel_cancer', ['', 'lung']]\n",
      "['rel_cancer', ['brain', '']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['']]\n",
      "['rel_cancer', ['', 'ovarian']]\n"
     ]
    }
   ],
   "source": [
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"rel_cancer\":\n",
    "            print(j)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "straight-davis",
   "metadata": {},
   "source": [
    "### ```rel_age```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "inner-polish",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 55 75\n",
      "Deleting: 10 month\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 60õ\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 52 82\n",
      "Deleting: 41 85\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 75  82\n",
      "['rel_age', ['', '', '', '', '', '']]\n",
      "Deleting: 56 40\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: a little either  30 or in her 50\n",
      "Deleting: 50 or 60\n",
      "Deleting: 60 or older\n",
      "Deleting: 40 50\n",
      "Deleting: 60   70\n",
      "['rel_age', ['?', '?', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: na\n",
      "['rel_age', ['n/a', '', '']]\n",
      "Deleting: 59 44\n",
      "['rel_age', ['59, 44', '', '']]\n",
      "['rel_age', ['', '', '', '', '', '', '']]\n",
      "Deleting: 60õ\n",
      "['rel_age', ['?', '?', '?']]\n",
      "Deleting: na\n",
      "Deleting: nown\n",
      "Deleting: na\n",
      "Deleting: na\n",
      "Deleting: 28 59\n",
      "Deleting: 50 60\n",
      "Deleting: 40 50\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: na\n",
      "['rel_age', ['unknown', 'unknown', '']]\n",
      "['rel_age', ['?', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 60õ\n",
      "Deleting: 80õ\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '', '', '', '', '', '']]\n",
      "['rel_age', ['', '', '', '', '']]\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "['rel_age', ['Unknown ', 'Unknown ', 'Unknown ']]\n",
      "Deleting: 50 76\n",
      "Deleting: na\n",
      "Deleting: 44 67\n",
      "Deleting: 60 83\n",
      "Deleting: 65 67\n",
      "Deleting: 45 76 87\n",
      "Deleting: 50 60 70\n",
      "Deleting: 45 54\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 6mo\n",
      "['rel_age', ['', '', '', '']]\n",
      "['rel_age', ['', '', '', '']]\n",
      "Deleting: own\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: 50 and 60\n",
      "Deleting: 40õ\n",
      "['rel_age', ['', '', '', '']]\n",
      "Deleting: 4050h\n",
      "Deleting: nown\n",
      "['rel_age', ['?', '?', '?']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: mid 60õ\n",
      "Deleting: late 20 or early 30\n",
      "['rel_age', ['?', 'Late 20s or early 30s', '']]\n",
      "Deleting: 75 68\n",
      "Deleting: 61 76\n",
      "['rel_age', ['', '', '', '']]\n",
      "Deleting: 57  90\n",
      "Deleting: 55  89\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '', '']]\n",
      "['rel_age', ['', '', '', '', '']]\n",
      "Deleting: mid60\n",
      "['rel_age', ['mid-60s', '', '']]\n",
      "['rel_age', ['', '', '', '', '', '']]\n",
      "['rel_age', ['', '', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['?', '?', '']]\n",
      "['rel_age', ['', '', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '', '']]\n",
      "['rel_age', ['', '', '', '', '']]\n",
      "['rel_age', ['', '', '', '', '']]\n",
      "Deleting: na\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', [\"1960's\", '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '', '']]\n",
      "['rel_age', ['', '', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 9yr old\n",
      "['rel_age', ['55-60', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['?', '', '']]\n",
      "Deleting: 52 and 16\n",
      "Deleting: nown\n",
      "['rel_age', ['Unknown', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['unknown', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '', '', '']]\n",
      "Deleting: un\n",
      "['rel_age', ['un', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: cl\n",
      "['rel_age', ['Cl', '', '']]\n",
      "Deleting: 30  89\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: approx 40\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['?', '?', '?']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "['rel_age', ['Unknown ', '', '']]\n",
      "['rel_age', ['', '', '', '', '']]\n",
      "['rel_age', ['', '', '', '', '']]\n",
      "Deleting: nown\n",
      "['rel_age', ['Unknown ', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['?', '?', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "['rel_age', ['unknown', 'unknown', 'Unknown', 'Unknown']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: na\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "['rel_age', ['Unknown ', 'Unknown ', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['?', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "['rel_age', ['Unknown', 'Unknown', 'Unknown']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 40õ\n",
      "['rel_age', ['40Õs', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['?', '?', '?', '?']]\n",
      "['rel_age', ['?', '?', '?']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: ukwn\n",
      "['rel_age', ['unk', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 50õ\n",
      "Deleting: 20õ\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "['rel_age', ['unknown', 'Unknown', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: uk\n",
      "Deleting: uk\n",
      "Deleting: uk\n",
      "['rel_age', ['UK', 'UK', 'UK']]\n",
      "Deleting: nown\n",
      "['rel_age', ['', '', '', '', '', '', '', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '', '', '', '', '']]\n",
      "['rel_age', ['', '', '', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 40s\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['25-30', '', '']]\n",
      "['rel_age', ['50-60', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', [' ', '', '']]\n",
      "['rel_age', ['?', '?', '']]\n",
      "Deleting: nown\n",
      "Deleting: nown\n",
      "['rel_age', ['Unknown', 'Unknown', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['Unsure', '', '']]\n",
      "['rel_age', ['Unk', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['2005', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['unknown', 'unknown', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: na\n",
      "Deleting: na\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "['rel_age', ['Unknown', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: dk\n",
      "['rel_age', ['Dk', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: 222 mo\n",
      "['rel_age', ['222 mos', '', '', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "Deleting: nown\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['?', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "['rel_age', ['', '', '']]\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "exclude = set(string.punctuation)\n",
    "ctdelRel_AGE = 0\n",
    "pointersToRemove = 0\n",
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"rel_age\":\n",
    "            newListAge = []\n",
    "            for val in j[1]:\n",
    "                valr = str(val)\n",
    "                valr = valr.replace(\"unknown\", \"\").replace(\"?\", \"\").replace(\"late\", \"\").replace(\"ish\", \"\").replace(\"s\", \"\").replace(\"'\", \"\").replace(\"appx\", \"\").replace(\"approx.\", \"\").replace(\"~\", \"\").replace(\"Over\", \"\").strip()\n",
    "                valr = ''.join(ch for ch in valr if ch not in exclude)\n",
    "                try:\n",
    "                    valr = valr.lower().strip().replace(\"n/a\",\"\").replace(\"not sure\",\"\").replace(\"not ure\",\"\").replace(\"non\",\"\").replace(\"unure\",\"\").replace(\"Ukwn\",\"\").replace(\"unk\",\"\").replace(\"unknown\",\"\").replace(\"Unkown\",\"\").replace(\"UK\",\"\")\n",
    "                except:\n",
    "                    print(\"Error Check - \", valr)\n",
    "                    raise Exception(\"Changing Text\")\n",
    "                if valr != \"\":\n",
    "                    try:\n",
    "                        newListAge.append(int(valr))            \n",
    "                    except:\n",
    "                        print(\"Deleting:\", valr)\n",
    "            newListAgeFormatted = newListAge\n",
    "            for i in newListAge:\n",
    "                if int(i) > 110:\n",
    "                    newListAgeFormatted.remove(i)\n",
    "            if len(newListAgeFormatted) > 3:\n",
    "                a,b,c = np.percentile(newListAgeFormatted, [25, 50, 75])\n",
    "                j[1] = [int(a),int(b),int(c)]\n",
    "            elif len(newListAgeFormatted) == 3:\n",
    "                j[1] = newListAge\n",
    "            elif len(newListAgeFormatted) == 2:\n",
    "                j[1] = [newListAgeFormatted[0], newListAgeFormatted[1], 0] \n",
    "            elif len(newListAgeFormatted) == 1:\n",
    "                j[1] = [newListAgeFormatted[0], 0, 0] \n",
    "            else:\n",
    "                print(j)\n",
    "                j[1] = [0,0,0]\n",
    "    pointersToRemove+=1\n",
    "print(ctdelRel_AGE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "flying-plumbing",
   "metadata": {},
   "source": [
    "### ```_method```\n",
    "\n",
    "Since this column is esentially useless, I will drop it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "frozen-cloud",
   "metadata": {},
   "outputs": [],
   "source": [
    "#for i in convertArray:\n",
    "    #for j in i:\n",
    "        #if j[0] == \"_method\":\n",
    "            #print(j)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "conservative-pizza",
   "metadata": {},
   "source": [
    "### ```other_cancer```\n",
    "\n",
    "Too few data points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "quality-liver",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['other_cancer', 'No']\n",
      "['other_cancer', 'Yes']\n",
      "['other_cancer', 'No']\n",
      "['other_cancer', 'No']\n",
      "['other_cancer', 'Yes']\n",
      "['other_cancer', 'Yes']\n",
      "['other_cancer', 'No']\n",
      "['other_cancer', 'No']\n",
      "['other_cancer', 'No']\n",
      "['other_cancer', 'No']\n",
      "['other_cancer', 'No']\n",
      "['other_cancer', 'Yes']\n"
     ]
    }
   ],
   "source": [
    "for i in convertArray:\n",
    "    for j in i:\n",
    "        if j[0] == \"other_cancer\":\n",
    "            print(j)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "corresponding-wallpaper",
   "metadata": {},
   "source": [
    "## Delete any collected rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "multiple-following",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in pointsRemoved:\n",
    "    del convertArray[i[1]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "tribal-partner",
   "metadata": {},
   "source": [
    "# Visualize Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "diverse-istanbul",
   "metadata": {},
   "outputs": [],
   "source": [
    "def conv2dLstTo1d(array):\n",
    "    r = []\n",
    "    for i in array:\n",
    "        if type(i) == list:\n",
    "            for j in i:\n",
    "                r.append(j)\n",
    "        else:\n",
    "            r.append(i)\n",
    "    return r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "honey-pledge",
   "metadata": {},
   "outputs": [],
   "source": [
    "possible = ['Gene','History_class','Pathogenic','_method','cancer_dx','cancer_dx_age','cancer_dx_type','consent_approval', \n",
    "            'ethnicity', 'known_brca','known_cancer','other_cancer','rel_age','rel_cancer','rel_relation','relationships']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "offshore-documentary",
   "metadata": {},
   "outputs": [],
   "source": [
    "display = []\n",
    "titles = [\"Name\",\"Percentage\", \"Count\", \"Types\", \"Example 5 data\"]\n",
    "lstOfAllData = []\n",
    "total = 0\n",
    "for txt in possible:\n",
    "    tempArrayTypes=[]\n",
    "    ctVal = 0\n",
    "    ctR = 0\n",
    "    for i in convertArray:\n",
    "        hasValue = False\n",
    "        for j in i:\n",
    "            if j[0] == txt:\n",
    "                hasValue = True\n",
    "                tempArrayTypes.append(j[1])\n",
    "                ctR+=1\n",
    "        if not hasValue: ctVal += 1\n",
    "    total+=1\n",
    "    display.append([txt, (ctVal/total)*100, ctR,len(set(conv2dLstTo1d(tempArrayTypes))), \n",
    "                    list(Counter(conv2dLstTo1d(tempArrayTypes)).keys())[0:5]])\n",
    "    lstOfAllData.append([txt, list(Counter(conv2dLstTo1d(tempArrayTypes)).keys())])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "hawaiian-scottish",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(display, columns = titles)\n",
    "# Percentage row is a bit off due to miss calculations but its essitnally unncessary becuase fresher data comes after"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "hairy-hanging",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Percentage</th>\n",
       "      <th>Count</th>\n",
       "      <th>Types</th>\n",
       "      <th>Example 5 data</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Gene</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2181</td>\n",
       "      <td>26</td>\n",
       "      <td>[No Gene, CDH1, BRCA2, CHEK2, RAD50]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>History_class</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2181</td>\n",
       "      <td>4</td>\n",
       "      <td>[strong_personal, strong_family, not_strong, n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Pathogenic</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2181</td>\n",
       "      <td>2</td>\n",
       "      <td>[False, True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>_method</td>\n",
       "      <td>52125.000000</td>\n",
       "      <td>96</td>\n",
       "      <td>1</td>\n",
       "      <td>[patch]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>cancer_dx</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>2177</td>\n",
       "      <td>2</td>\n",
       "      <td>[yes, no]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>cancer_dx_age</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2181</td>\n",
       "      <td>56</td>\n",
       "      <td>[57, 32, 37, 55, 58]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>cancer_dx_type</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2181</td>\n",
       "      <td>52</td>\n",
       "      <td>[pre-cancer vulvar due to hpv, melanoma, breas...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>consent_approval</td>\n",
       "      <td>4912.500000</td>\n",
       "      <td>1788</td>\n",
       "      <td>2</td>\n",
       "      <td>[yes, no]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ethnicity</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2181</td>\n",
       "      <td>28</td>\n",
       "      <td>[caucasian, hispanic, irish, european, america]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>known_brca</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>2168</td>\n",
       "      <td>3</td>\n",
       "      <td>[unknown, yes, no]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>known_cancer</td>\n",
       "      <td>1472.727273</td>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>[yes, no]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>other_cancer</td>\n",
       "      <td>18075.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>[No, Yes]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>rel_age</td>\n",
       "      <td>92.307692</td>\n",
       "      <td>2169</td>\n",
       "      <td>99</td>\n",
       "      <td>[55, 64, 70, 0, 74]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>rel_cancer</td>\n",
       "      <td>85.714286</td>\n",
       "      <td>2169</td>\n",
       "      <td>59</td>\n",
       "      <td>[leukemia, breast, ovarian, bladder, liver]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>rel_relation</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>2169</td>\n",
       "      <td>16</td>\n",
       "      <td>[mother, grandmother, grandfather, great aunt,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>relationships</td>\n",
       "      <td>13556.250000</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>[[{\"\"relationship_type\"\"=&gt;\"\"Sister\"\", \"\"cancer...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Name    Percentage  Count  Types  \\\n",
       "0               Gene      0.000000   2181     26   \n",
       "1      History_class      0.000000   2181      4   \n",
       "2         Pathogenic      0.000000   2181      2   \n",
       "3            _method  52125.000000     96      1   \n",
       "4          cancer_dx     80.000000   2177      2   \n",
       "5      cancer_dx_age      0.000000   2181     56   \n",
       "6     cancer_dx_type      0.000000   2181     52   \n",
       "7   consent_approval   4912.500000   1788      2   \n",
       "8          ethnicity      0.000000   2181     28   \n",
       "9         known_brca    130.000000   2168      3   \n",
       "10      known_cancer   1472.727273   2019      2   \n",
       "11      other_cancer  18075.000000     12      2   \n",
       "12           rel_age     92.307692   2169     99   \n",
       "13        rel_cancer     85.714286   2169     59   \n",
       "14      rel_relation     80.000000   2169     16   \n",
       "15     relationships  13556.250000     12     11   \n",
       "\n",
       "                                       Example 5 data  \n",
       "0                [No Gene, CDH1, BRCA2, CHEK2, RAD50]  \n",
       "1   [strong_personal, strong_family, not_strong, n...  \n",
       "2                                       [False, True]  \n",
       "3                                             [patch]  \n",
       "4                                           [yes, no]  \n",
       "5                                [57, 32, 37, 55, 58]  \n",
       "6   [pre-cancer vulvar due to hpv, melanoma, breas...  \n",
       "7                                           [yes, no]  \n",
       "8     [caucasian, hispanic, irish, european, america]  \n",
       "9                                  [unknown, yes, no]  \n",
       "10                                          [yes, no]  \n",
       "11                                          [No, Yes]  \n",
       "12                                [55, 64, 70, 0, 74]  \n",
       "13        [leukemia, breast, ovarian, bladder, liver]  \n",
       "14  [mother, grandmother, grandfather, great aunt,...  \n",
       "15  [[{\"\"relationship_type\"\"=>\"\"Sister\"\", \"\"cancer...  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "prepared-moscow",
   "metadata": {},
   "source": [
    "# Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "id": "tutorial-packing",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2181 2181\n"
     ]
    }
   ],
   "source": [
    "#Number with wrong length\n",
    "ct = 0\n",
    "for i in convertArray:\n",
    "    #print(len(i))\n",
    "    if len(i) != 13:\n",
    "        #print(i)\n",
    "        ct+=1\n",
    "print(ct, len(convertArray))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "alike-sheep",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7031\n"
     ]
    }
   ],
   "source": [
    "requiredTitles = ['Pathogenic','Gene','History_class','consent_approval','ethnicity','cancer_dx','cancer_dx_type',\n",
    "                  'relationships','cancer_dx_age','known_brca','known_cancer','rel_relation','rel_cancer','rel_age',\n",
    "                  '_method','other_cancer']\n",
    "finalData = []\n",
    "pointsAddedCt = 0\n",
    "for i in convertArray:\n",
    "    tempArray = i\n",
    "    titlesArrayTemp = []\n",
    "    for j in tempArray:\n",
    "        titlesArrayTemp.append(j[0])\n",
    "    for k in requiredTitles:\n",
    "        if not k in titlesArrayTemp:\n",
    "            #print(titlesArrayTemp , k)\n",
    "            if k == \"rel_age\":\n",
    "                tempArray.append([k,[0,0,0]])\n",
    "            else:\n",
    "                tempArray.append([k,\"-\"])\n",
    "            pointsAddedCt+=1\n",
    "    tempArray.sort()\n",
    "    finalData.append(tempArray)\n",
    "print(pointsAddedCt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "fifth-authorization",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ERROR length of value:  18\n",
      "ERROR length of value:  17\n",
      "ERROR length of value:  17\n",
      "ERROR length of value:  17\n",
      "ERROR length of value:  17\n",
      "ERROR length of value:  17\n",
      "ERROR length of value:  17\n",
      "ERROR length of value:  17\n",
      "ERROR length of value:  17\n",
      "ERROR length of value:  17\n"
     ]
    }
   ],
   "source": [
    "finalDataFormatted = finalData\n",
    "ctDeleteLenght = 0\n",
    "for i in finalData:\n",
    "    if (len(i) != len(requiredTitles)):\n",
    "        print(\"ERROR length of value: \",len(i))\n",
    "        del finalDataFormatted[ctDeleteLenght]\n",
    "    ctDeleteLenght+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "painful-cardiff",
   "metadata": {},
   "outputs": [],
   "source": [
    "# If anything prints here bad\n",
    "ctDeleteLenght = 0\n",
    "for i in finalDataFormatted:\n",
    "    if (len(i) != len(requiredTitles)):\n",
    "        print(\"ERROR\",len(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "checked-temperature",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gene</th>\n",
       "      <th>History_class</th>\n",
       "      <th>Pathogenic</th>\n",
       "      <th>_method</th>\n",
       "      <th>cancer_dx</th>\n",
       "      <th>cancer_dx_age</th>\n",
       "      <th>cancer_dx_type</th>\n",
       "      <th>consent_approval</th>\n",
       "      <th>ethnicity</th>\n",
       "      <th>known_brca</th>\n",
       "      <th>known_cancer</th>\n",
       "      <th>other_cancer</th>\n",
       "      <th>rel_age</th>\n",
       "      <th>rel_cancer</th>\n",
       "      <th>rel_relation</th>\n",
       "      <th>relationships</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Gene, No Gene]</td>\n",
       "      <td>[History_class, strong_personal]</td>\n",
       "      <td>[Pathogenic, False]</td>\n",
       "      <td>[_method, -]</td>\n",
       "      <td>[cancer_dx, yes]</td>\n",
       "      <td>[cancer_dx_age, 57]</td>\n",
       "      <td>[cancer_dx_type, pre-cancer vulvar due to hpv]</td>\n",
       "      <td>[consent_approval, yes]</td>\n",
       "      <td>[ethnicity, [caucasian]]</td>\n",
       "      <td>[known_brca, unknown]</td>\n",
       "      <td>[known_cancer, yes]</td>\n",
       "      <td>[other_cancer, -]</td>\n",
       "      <td>[rel_age, [55, 64, 70]]</td>\n",
       "      <td>[rel_cancer, [leukemia, breast, ovarian, bladd...</td>\n",
       "      <td>[rel_relation, [mother, grandmother, grandfath...</td>\n",
       "      <td>[relationships, -]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Gene, No Gene]</td>\n",
       "      <td>[History_class, strong_personal]</td>\n",
       "      <td>[Pathogenic, False]</td>\n",
       "      <td>[_method, -]</td>\n",
       "      <td>[cancer_dx, yes]</td>\n",
       "      <td>[cancer_dx_age, 57]</td>\n",
       "      <td>[cancer_dx_type, pre-cancer vulvar due to hpv]</td>\n",
       "      <td>[consent_approval, yes]</td>\n",
       "      <td>[ethnicity, [caucasian]]</td>\n",
       "      <td>[known_brca, unknown]</td>\n",
       "      <td>[known_cancer, yes]</td>\n",
       "      <td>[other_cancer, -]</td>\n",
       "      <td>[rel_age, [55, 64, 70]]</td>\n",
       "      <td>[rel_cancer, [leukemia, breast, ovarian, bladd...</td>\n",
       "      <td>[rel_relation, [mother, grandmother, grandfath...</td>\n",
       "      <td>[relationships, -]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Gene, No Gene]</td>\n",
       "      <td>[History_class, strong_personal]</td>\n",
       "      <td>[Pathogenic, False]</td>\n",
       "      <td>[_method, -]</td>\n",
       "      <td>[cancer_dx, no]</td>\n",
       "      <td>[cancer_dx_age, 32]</td>\n",
       "      <td>[cancer_dx_type, melanoma]</td>\n",
       "      <td>[consent_approval, -]</td>\n",
       "      <td>[ethnicity, [caucasian]]</td>\n",
       "      <td>[known_brca, unknown]</td>\n",
       "      <td>[known_cancer, no]</td>\n",
       "      <td>[other_cancer, -]</td>\n",
       "      <td>[rel_age, [0, 0, 0]]</td>\n",
       "      <td>[rel_cancer, []]</td>\n",
       "      <td>[rel_relation, []]</td>\n",
       "      <td>[relationships, -]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[Gene, No Gene]</td>\n",
       "      <td>[History_class, strong_personal]</td>\n",
       "      <td>[Pathogenic, False]</td>\n",
       "      <td>[_method, -]</td>\n",
       "      <td>[cancer_dx, yes]</td>\n",
       "      <td>[cancer_dx_age, 37]</td>\n",
       "      <td>[cancer_dx_type, breast]</td>\n",
       "      <td>[consent_approval, -]</td>\n",
       "      <td>[ethnicity, [hispanic]]</td>\n",
       "      <td>[known_brca, unknown]</td>\n",
       "      <td>[known_cancer, yes]</td>\n",
       "      <td>[other_cancer, -]</td>\n",
       "      <td>[rel_age, [74, 60, 70]]</td>\n",
       "      <td>[rel_cancer, [colon, uterine]]</td>\n",
       "      <td>[rel_relation, [aunt, sister, father]]</td>\n",
       "      <td>[relationships, -]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Gene, No Gene]</td>\n",
       "      <td>[History_class, strong_personal]</td>\n",
       "      <td>[Pathogenic, False]</td>\n",
       "      <td>[_method, -]</td>\n",
       "      <td>[cancer_dx, yes]</td>\n",
       "      <td>[cancer_dx_age, 55]</td>\n",
       "      <td>[cancer_dx_type, prostate]</td>\n",
       "      <td>[consent_approval, -]</td>\n",
       "      <td>[ethnicity, [caucasian]]</td>\n",
       "      <td>[known_brca, unknown]</td>\n",
       "      <td>[known_cancer, yes]</td>\n",
       "      <td>[other_cancer, -]</td>\n",
       "      <td>[rel_age, [72, 0, 0]]</td>\n",
       "      <td>[rel_cancer, [prostate, lymphoma]]</td>\n",
       "      <td>[rel_relation, [, father]]</td>\n",
       "      <td>[relationships, -]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Gene                     History_class           Pathogenic  \\\n",
       "0  [Gene, No Gene]  [History_class, strong_personal]  [Pathogenic, False]   \n",
       "1  [Gene, No Gene]  [History_class, strong_personal]  [Pathogenic, False]   \n",
       "2  [Gene, No Gene]  [History_class, strong_personal]  [Pathogenic, False]   \n",
       "3  [Gene, No Gene]  [History_class, strong_personal]  [Pathogenic, False]   \n",
       "4  [Gene, No Gene]  [History_class, strong_personal]  [Pathogenic, False]   \n",
       "\n",
       "        _method         cancer_dx        cancer_dx_age  \\\n",
       "0  [_method, -]  [cancer_dx, yes]  [cancer_dx_age, 57]   \n",
       "1  [_method, -]  [cancer_dx, yes]  [cancer_dx_age, 57]   \n",
       "2  [_method, -]   [cancer_dx, no]  [cancer_dx_age, 32]   \n",
       "3  [_method, -]  [cancer_dx, yes]  [cancer_dx_age, 37]   \n",
       "4  [_method, -]  [cancer_dx, yes]  [cancer_dx_age, 55]   \n",
       "\n",
       "                                   cancer_dx_type         consent_approval  \\\n",
       "0  [cancer_dx_type, pre-cancer vulvar due to hpv]  [consent_approval, yes]   \n",
       "1  [cancer_dx_type, pre-cancer vulvar due to hpv]  [consent_approval, yes]   \n",
       "2                      [cancer_dx_type, melanoma]    [consent_approval, -]   \n",
       "3                        [cancer_dx_type, breast]    [consent_approval, -]   \n",
       "4                      [cancer_dx_type, prostate]    [consent_approval, -]   \n",
       "\n",
       "                  ethnicity             known_brca         known_cancer  \\\n",
       "0  [ethnicity, [caucasian]]  [known_brca, unknown]  [known_cancer, yes]   \n",
       "1  [ethnicity, [caucasian]]  [known_brca, unknown]  [known_cancer, yes]   \n",
       "2  [ethnicity, [caucasian]]  [known_brca, unknown]   [known_cancer, no]   \n",
       "3   [ethnicity, [hispanic]]  [known_brca, unknown]  [known_cancer, yes]   \n",
       "4  [ethnicity, [caucasian]]  [known_brca, unknown]  [known_cancer, yes]   \n",
       "\n",
       "        other_cancer                  rel_age  \\\n",
       "0  [other_cancer, -]  [rel_age, [55, 64, 70]]   \n",
       "1  [other_cancer, -]  [rel_age, [55, 64, 70]]   \n",
       "2  [other_cancer, -]     [rel_age, [0, 0, 0]]   \n",
       "3  [other_cancer, -]  [rel_age, [74, 60, 70]]   \n",
       "4  [other_cancer, -]    [rel_age, [72, 0, 0]]   \n",
       "\n",
       "                                          rel_cancer  \\\n",
       "0  [rel_cancer, [leukemia, breast, ovarian, bladd...   \n",
       "1  [rel_cancer, [leukemia, breast, ovarian, bladd...   \n",
       "2                                   [rel_cancer, []]   \n",
       "3                     [rel_cancer, [colon, uterine]]   \n",
       "4                 [rel_cancer, [prostate, lymphoma]]   \n",
       "\n",
       "                                        rel_relation       relationships  \n",
       "0  [rel_relation, [mother, grandmother, grandfath...  [relationships, -]  \n",
       "1  [rel_relation, [mother, grandmother, grandfath...  [relationships, -]  \n",
       "2                                 [rel_relation, []]  [relationships, -]  \n",
       "3             [rel_relation, [aunt, sister, father]]  [relationships, -]  \n",
       "4                         [rel_relation, [, father]]  [relationships, -]  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(finalDataFormatted, columns = ['Gene','History_class','Pathogenic','_method','cancer_dx','cancer_dx_age',\n",
    "                  'cancer_dx_type','consent_approval', 'ethnicity', 'known_brca','known_cancer','other_cancer','rel_age','rel_cancer',\n",
    "                  'rel_relation','relationships']).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "studied-laundry",
   "metadata": {},
   "outputs": [],
   "source": [
    "finalDataFormatRemovTitle = []\n",
    "for i in finalDataFormatted:\n",
    "    tempVal = []\n",
    "    for j in i:\n",
    "        tempVal.append(j[1])\n",
    "    finalDataFormatRemovTitle.append(tempVal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "romance-cleveland",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in finalDataFormatRemovTitle:\n",
    "    for j in i[12]:\n",
    "        tempAgeClean = []\n",
    "        if j > 100:\n",
    "            tempAgeClean.append(int(statistics.mean([int(str(j)[:2]), int(str(j)[2:])])))\n",
    "        else:\n",
    "            tempAgeClean.append(j)\n",
    "        i[12] = tempAgeClean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "turkish-detective",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(finalDataFormatRemovTitle, columns = ['Gene','History_class','Pathogenic','_method','cancer_dx','cancer_dx_age',\n",
    "                  'cancer_dx_type','consent_approval', 'ethnicity', 'known_brca','known_cancer','other_cancer','rel_age','rel_cancer',\n",
    "                  'rel_relation','relationships'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "scenic-piano",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gene</th>\n",
       "      <th>History_class</th>\n",
       "      <th>Pathogenic</th>\n",
       "      <th>_method</th>\n",
       "      <th>cancer_dx</th>\n",
       "      <th>cancer_dx_age</th>\n",
       "      <th>cancer_dx_type</th>\n",
       "      <th>consent_approval</th>\n",
       "      <th>ethnicity</th>\n",
       "      <th>known_brca</th>\n",
       "      <th>known_cancer</th>\n",
       "      <th>other_cancer</th>\n",
       "      <th>rel_age</th>\n",
       "      <th>rel_cancer</th>\n",
       "      <th>rel_relation</th>\n",
       "      <th>relationships</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>No Gene</td>\n",
       "      <td>strong_personal</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>yes</td>\n",
       "      <td>57</td>\n",
       "      <td>pre-cancer vulvar due to hpv</td>\n",
       "      <td>yes</td>\n",
       "      <td>[caucasian]</td>\n",
       "      <td>unknown</td>\n",
       "      <td>yes</td>\n",
       "      <td>-</td>\n",
       "      <td>[70]</td>\n",
       "      <td>[leukemia, breast, ovarian, bladder, liver]</td>\n",
       "      <td>[mother, grandmother, grandfather, great aunt,...</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>No Gene</td>\n",
       "      <td>strong_personal</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>yes</td>\n",
       "      <td>57</td>\n",
       "      <td>pre-cancer vulvar due to hpv</td>\n",
       "      <td>yes</td>\n",
       "      <td>[caucasian]</td>\n",
       "      <td>unknown</td>\n",
       "      <td>yes</td>\n",
       "      <td>-</td>\n",
       "      <td>[70]</td>\n",
       "      <td>[leukemia, breast, ovarian, bladder, liver]</td>\n",
       "      <td>[mother, grandmother, grandfather, great aunt,...</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>No Gene</td>\n",
       "      <td>strong_personal</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>no</td>\n",
       "      <td>32</td>\n",
       "      <td>melanoma</td>\n",
       "      <td>-</td>\n",
       "      <td>[caucasian]</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
       "      <td>-</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>No Gene</td>\n",
       "      <td>strong_personal</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>yes</td>\n",
       "      <td>37</td>\n",
       "      <td>breast</td>\n",
       "      <td>-</td>\n",
       "      <td>[hispanic]</td>\n",
       "      <td>unknown</td>\n",
       "      <td>yes</td>\n",
       "      <td>-</td>\n",
       "      <td>[70]</td>\n",
       "      <td>[colon, uterine]</td>\n",
       "      <td>[aunt, sister, father]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>No Gene</td>\n",
       "      <td>strong_personal</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>yes</td>\n",
       "      <td>55</td>\n",
       "      <td>prostate</td>\n",
       "      <td>-</td>\n",
       "      <td>[caucasian]</td>\n",
       "      <td>unknown</td>\n",
       "      <td>yes</td>\n",
       "      <td>-</td>\n",
       "      <td>[0]</td>\n",
       "      <td>[prostate, lymphoma]</td>\n",
       "      <td>[, father]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Gene    History_class Pathogenic _method cancer_dx cancer_dx_age  \\\n",
       "0  No Gene  strong_personal      False       -       yes            57   \n",
       "1  No Gene  strong_personal      False       -       yes            57   \n",
       "2  No Gene  strong_personal      False       -        no            32   \n",
       "3  No Gene  strong_personal      False       -       yes            37   \n",
       "4  No Gene  strong_personal      False       -       yes            55   \n",
       "\n",
       "                 cancer_dx_type consent_approval    ethnicity known_brca  \\\n",
       "0  pre-cancer vulvar due to hpv              yes  [caucasian]    unknown   \n",
       "1  pre-cancer vulvar due to hpv              yes  [caucasian]    unknown   \n",
       "2                      melanoma                -  [caucasian]    unknown   \n",
       "3                        breast                -   [hispanic]    unknown   \n",
       "4                      prostate                -  [caucasian]    unknown   \n",
       "\n",
       "  known_cancer other_cancer rel_age  \\\n",
       "0          yes            -    [70]   \n",
       "1          yes            -    [70]   \n",
       "2           no            -     [0]   \n",
       "3          yes            -    [70]   \n",
       "4          yes            -     [0]   \n",
       "\n",
       "                                    rel_cancer  \\\n",
       "0  [leukemia, breast, ovarian, bladder, liver]   \n",
       "1  [leukemia, breast, ovarian, bladder, liver]   \n",
       "2                                           []   \n",
       "3                             [colon, uterine]   \n",
       "4                         [prostate, lymphoma]   \n",
       "\n",
       "                                        rel_relation relationships  \n",
       "0  [mother, grandmother, grandfather, great aunt,...             -  \n",
       "1  [mother, grandmother, grandfather, great aunt,...             -  \n",
       "2                                                 []             -  \n",
       "3                             [aunt, sister, father]             -  \n",
       "4                                         [, father]             -  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "alpha-calvin",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate Ethncities\n",
    "allRowsEthnicity = list(df[\"ethnicity\"])\n",
    "ethnictyCounter = []\n",
    "for i in allRowsEthnicity:\n",
    "    for j in i:\n",
    "        ethnictyCounter.append(j)\n",
    "possibleEthnities = []\n",
    "for key, value in Counter(ethnictyCounter).items():\n",
    "    possibleEthnities.append(key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "certain-opposition",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relationship: 15 ['brother', 'sister', 'mother', 'father', 'aunt', 'uncle', 'grandfather', 'grandmother', 'great aunt', 'great uncle', 'great grandfather', 'great grandmother', 'cousin', 'niece', 'daughter']\n",
      "\n",
      "Cancer: 32 ['bile duct', 'bladder', 'bone', 'brain', 'breast', 'cervical', 'colon', 'colorectal', 'endometrial', 'esophageal', 'kidney', 'leukemia', 'liver', 'lung', 'lymphoma', 'melanoma', 'mesothelioma', 'mouth', 'myeloma', 'non hodgkins lymphoma', 'ovarian', 'pancreas', 'pancreatic', 'prostate', 'prostrate', 'rectal', 'skin', 'stomach', 'testicular', 'throat', 'thyroid', 'uterine']\n",
      "\n",
      "Ethncity: 23 ['caucasian', 'hispanic', 'american', 'american indian', 'america', 'german', 'black', 'african american', 'indian', 'italian', 'polish', 'middle eastern', 'jewish', 'japanese', 'irish', 'european', 'asian', 'asian american', 'swedish', 'latino', 'scottish', 'greek', 'korean']\n"
     ]
    }
   ],
   "source": [
    "ethnicity = ['caucasian', 'hispanic', 'american', 'american indian', 'america', 'german', 'black', 'african american', 'indian', \n",
    " 'italian', 'polish', 'middle eastern', 'jewish', 'japanese', 'irish', 'european', 'asian', 'asian american', 'swedish', \n",
    " 'latino', 'scottish', 'greek', 'korean']\n",
    "print(\"Relationship:\", len(possibleRelationship), possibleRelationship, end=\"\\n\\n\")\n",
    "print(\"Cancer:\", len(relCancerPoss), relCancerPoss, end=\"\\n\\n\")\n",
    "print(\"Ethncity:\", len(ethnicity), ethnicity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "graphic-rebel",
   "metadata": {},
   "outputs": [],
   "source": [
    "def encodeRelationship(lst):\n",
    "    relLst = []\n",
    "    for rel in possibleRelationship:\n",
    "        if rel in lst:\n",
    "            relLst.append(1.0)\n",
    "        else:\n",
    "            relLst.append(0.0)\n",
    "    return relLst\n",
    "def encodeRelCancer(lst):\n",
    "    cancLst = []\n",
    "    for rel in relCancerPoss:\n",
    "        if rel in lst:\n",
    "            cancLst.append(1.0)\n",
    "        else:\n",
    "            cancLst.append(1.0)\n",
    "    return cancLst\n",
    "def encodeEthnicity(lst):\n",
    "    ethnLst = []\n",
    "    for rel in ethnicity:\n",
    "        if rel in lst:\n",
    "            ethnLst.append(1.0)\n",
    "        else:\n",
    "            ethnLst.append(0.0)\n",
    "    return ethnLst"
   ]
  },
  {
   "cell_type": "raw",
   "id": "retained-arena",
   "metadata": {},
   "source": [
    "def ethnictyONEHOTENCODING(lst):\n",
    "    oneHotLst = []\n",
    "    for i in possibleEthnities:\n",
    "        if i in lst:\n",
    "            oneHotLst.append(1)\n",
    "        else:\n",
    "            oneHotLst.append(0)\n",
    "    return oneHotLst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "distinct-saskatchewan",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total 44 removed out of 2215\n"
     ]
    }
   ],
   "source": [
    "print(\"Total {} removed out of {}\".format(2215 - len(finalDataFormatRemovTitle), 2215))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "enclosed-narrative",
   "metadata": {},
   "outputs": [],
   "source": [
    "columnsNames = ['Gene','History_class','Pathogenic','_method','cancer_dx','cancer_dx_age','consent_approval']\n",
    "for i in range(len(ethnicity)):\n",
    "    columnsNames.append(\"Ethnicity_\" + str(i)) #'<23 Ethnicity>', \n",
    "columnsNames.extend(['known_brca','known_cancer','other_cancer','rel_age'])\n",
    "for i in range(len(relCancerPoss)):\n",
    "    columnsNames.append(\"rel_cancer_\" + str(i)) #'<32 rel_cancer>'\n",
    "\n",
    "for i in range(len(possibleRelationship)):\n",
    "    columnsNames.append(\"rel_relation_\" + str(i)) #'<15 rel_relation>'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "linear-plaza",
   "metadata": {},
   "outputs": [],
   "source": [
    "finalDataFormatRemovTitleEncoded = []\n",
    "for i in finalDataFormatRemovTitle:\n",
    "    tempEncoded = []\n",
    "    tempEncoded.append(0.0) if i[0] == \"No Gene\" else tempEncoded.append(1.0)\n",
    "    #===============================================\n",
    "    if i[1] == \"strong_personal\": tempEncoded.append(1)\n",
    "    elif i[1] == \"strong_family\": tempEncoded.append(0.666666)\n",
    "    elif i[1] == \"not_strong\": tempEncoded.append(0.333333)\n",
    "    elif i[1] == \"none\": tempEncoded.append(0.0)\n",
    "    else: raise Exception(i)    \n",
    "    #===============================================\n",
    "    tempEncoded.append(0.0) if i[2] == \"False\" else tempEncoded.append(1.0)\n",
    "    #===============================================\n",
    "    tempEncoded.append(0.0) if i[3] == \"-\" else tempEncoded.append(1.0)\n",
    "    #===============================================\n",
    "    tempEncoded.append(1.0) if i[4] == \"yes\" else tempEncoded.append(0.0)\n",
    "    #===============================================\n",
    "    if i[5] == \"\":\n",
    "        tempEncoded.append(0.0)\n",
    "    else: \n",
    "        tempEncoded.append(int(i[5])/77) #93 was calculated as max\n",
    "    #===============================================\n",
    "    #i[6] --> cancer_dx_type (REMOVING)\n",
    "    #===============================================\n",
    "    tempEncoded.append(1.0) if i[7] == \"yes\" else tempEncoded.append(0.0)\n",
    "    #===============================================\n",
    "    #i[8] --> ethnicity\n",
    "    for encode in encodeEthnicity(i[8]):\n",
    "        tempEncoded.append(encode)\n",
    "    #===============================================\n",
    "    if i[9] == \"no\":\n",
    "        tempEncoded.append(0.0)\n",
    "    elif i[9] == \"unknown\" or i[9] == \"-\": \n",
    "        tempEncoded.append(0.2) \n",
    "    elif i[9] == \"yes\": \n",
    "        tempEncoded.append(1.0)\n",
    "    else:\n",
    "        raise Exception(i)\n",
    "    #===============================================\n",
    "    tempEncoded.append(1.0) if i[10] == \"yes\" else tempEncoded.append(0.0)\n",
    "    #===============================================\n",
    "    if i[11] == \"Yes\":\n",
    "        tempEncoded.append(1.0)\n",
    "    elif i[11] == \"No\": \n",
    "        tempEncoded.append(0.0) \n",
    "    elif i[11] == \"-\": \n",
    "        tempEncoded.append(0.5)\n",
    "    else:\n",
    "        raise Exception(i)\n",
    "    #===============================================\n",
    "    #i[12] --> rel_age\n",
    "    if i[12][0] == \"\":\n",
    "        tempEncoded.append(0.0)\n",
    "    else: \n",
    "        tempEncoded.append(int(i[12][0])/93) #93 was calculated as max\n",
    "    #===============================================\n",
    "    #i[13] --> rel_cancer\n",
    "    for encode in encodeRelCancer(i[13]):\n",
    "        tempEncoded.append(encode)\n",
    "    #===============================================\n",
    "    #i[14] --> rel_relation\n",
    "    for encode in encodeRelationship(i[14]):\n",
    "        tempEncoded.append(encode)\n",
    "    #===============================================\n",
    "    #i[15] --> relationships (REMOVING)\n",
    "    #===============================================\n",
    "    finalDataFormatRemovTitleEncoded.append(tempEncoded)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "cooked-compatibility",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfxx = pd.DataFrame(finalDataFormatRemovTitleEncoded, columns = columnsNames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "continuous-organ",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Gene</th>\n",
       "      <td>2171.0</td>\n",
       "      <td>0.054353</td>\n",
       "      <td>0.226765</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>History_class</th>\n",
       "      <td>2171.0</td>\n",
       "      <td>0.350069</td>\n",
       "      <td>0.266928</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666666</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pathogenic</th>\n",
       "      <td>2171.0</td>\n",
       "      <td>0.054353</td>\n",
       "      <td>0.226765</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_method</th>\n",
       "      <td>2171.0</td>\n",
       "      <td>0.044219</td>\n",
       "      <td>0.205629</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cancer_dx</th>\n",
       "      <td>2171.0</td>\n",
       "      <td>0.040534</td>\n",
       "      <td>0.197254</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rel_relation_10</th>\n",
       "      <td>2171.0</td>\n",
       "      <td>0.005988</td>\n",
       "      <td>0.077168</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rel_relation_11</th>\n",
       "      <td>2171.0</td>\n",
       "      <td>0.038692</td>\n",
       "      <td>0.192904</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rel_relation_12</th>\n",
       "      <td>2171.0</td>\n",
       "      <td>0.069553</td>\n",
       "      <td>0.254451</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rel_relation_13</th>\n",
       "      <td>2171.0</td>\n",
       "      <td>0.005067</td>\n",
       "      <td>0.071017</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rel_relation_14</th>\n",
       "      <td>2171.0</td>\n",
       "      <td>0.005067</td>\n",
       "      <td>0.071017</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>81 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  count      mean       std  min  25%       50%       75%  max\n",
       "Gene             2171.0  0.054353  0.226765  0.0  0.0  0.000000  0.000000  1.0\n",
       "History_class    2171.0  0.350069  0.266928  0.0  0.0  0.333333  0.666666  1.0\n",
       "Pathogenic       2171.0  0.054353  0.226765  0.0  0.0  0.000000  0.000000  1.0\n",
       "_method          2171.0  0.044219  0.205629  0.0  0.0  0.000000  0.000000  1.0\n",
       "cancer_dx        2171.0  0.040534  0.197254  0.0  0.0  0.000000  0.000000  1.0\n",
       "...                 ...       ...       ...  ...  ...       ...       ...  ...\n",
       "rel_relation_10  2171.0  0.005988  0.077168  0.0  0.0  0.000000  0.000000  1.0\n",
       "rel_relation_11  2171.0  0.038692  0.192904  0.0  0.0  0.000000  0.000000  1.0\n",
       "rel_relation_12  2171.0  0.069553  0.254451  0.0  0.0  0.000000  0.000000  1.0\n",
       "rel_relation_13  2171.0  0.005067  0.071017  0.0  0.0  0.000000  0.000000  1.0\n",
       "rel_relation_14  2171.0  0.005067  0.071017  0.0  0.0  0.000000  0.000000  1.0\n",
       "\n",
       "[81 rows x 8 columns]"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfxx.describe().transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "voluntary-divorce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gene</th>\n",
       "      <th>History_class</th>\n",
       "      <th>Pathogenic</th>\n",
       "      <th>_method</th>\n",
       "      <th>cancer_dx</th>\n",
       "      <th>cancer_dx_age</th>\n",
       "      <th>consent_approval</th>\n",
       "      <th>Ethnicity_0</th>\n",
       "      <th>Ethnicity_1</th>\n",
       "      <th>Ethnicity_2</th>\n",
       "      <th>...</th>\n",
       "      <th>rel_relation_5</th>\n",
       "      <th>rel_relation_6</th>\n",
       "      <th>rel_relation_7</th>\n",
       "      <th>rel_relation_8</th>\n",
       "      <th>rel_relation_9</th>\n",
       "      <th>rel_relation_10</th>\n",
       "      <th>rel_relation_11</th>\n",
       "      <th>rel_relation_12</th>\n",
       "      <th>rel_relation_13</th>\n",
       "      <th>rel_relation_14</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.740260</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.415584</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.480519</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2166</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2167</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2168</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2169</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2170</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2171 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Gene  History_class  Pathogenic  _method  cancer_dx  cancer_dx_age  \\\n",
       "0      0.0            1.0         0.0      0.0        1.0       0.740260   \n",
       "1      0.0            1.0         0.0      0.0        1.0       0.740260   \n",
       "2      0.0            1.0         0.0      0.0        0.0       0.415584   \n",
       "3      0.0            1.0         0.0      0.0        1.0       0.480519   \n",
       "4      0.0            1.0         0.0      0.0        1.0       0.714286   \n",
       "...    ...            ...         ...      ...        ...            ...   \n",
       "2166   0.0            0.0         0.0      1.0        0.0       0.000000   \n",
       "2167   0.0            0.0         0.0      1.0        0.0       0.000000   \n",
       "2168   0.0            0.0         0.0      1.0        1.0       0.285714   \n",
       "2169   0.0            0.0         0.0      1.0        0.0       0.000000   \n",
       "2170   0.0            0.0         0.0      1.0        0.0       0.000000   \n",
       "\n",
       "      consent_approval  Ethnicity_0  Ethnicity_1  Ethnicity_2  ...  \\\n",
       "0                  1.0          1.0          0.0          0.0  ...   \n",
       "1                  1.0          1.0          0.0          0.0  ...   \n",
       "2                  0.0          1.0          0.0          0.0  ...   \n",
       "3                  0.0          0.0          1.0          0.0  ...   \n",
       "4                  0.0          1.0          0.0          0.0  ...   \n",
       "...                ...          ...          ...          ...  ...   \n",
       "2166               1.0          1.0          0.0          0.0  ...   \n",
       "2167               1.0          1.0          0.0          0.0  ...   \n",
       "2168               1.0          1.0          0.0          0.0  ...   \n",
       "2169               1.0          1.0          0.0          0.0  ...   \n",
       "2170               1.0          0.0          0.0          0.0  ...   \n",
       "\n",
       "      rel_relation_5  rel_relation_6  rel_relation_7  rel_relation_8  \\\n",
       "0                1.0             1.0             1.0             1.0   \n",
       "1                1.0             1.0             1.0             1.0   \n",
       "2                0.0             0.0             0.0             0.0   \n",
       "3                0.0             0.0             0.0             0.0   \n",
       "4                0.0             0.0             0.0             0.0   \n",
       "...              ...             ...             ...             ...   \n",
       "2166             0.0             0.0             0.0             0.0   \n",
       "2167             0.0             1.0             0.0             0.0   \n",
       "2168             0.0             0.0             0.0             0.0   \n",
       "2169             0.0             0.0             0.0             0.0   \n",
       "2170             0.0             0.0             0.0             0.0   \n",
       "\n",
       "      rel_relation_9  rel_relation_10  rel_relation_11  rel_relation_12  \\\n",
       "0                0.0              0.0              0.0              0.0   \n",
       "1                0.0              0.0              0.0              0.0   \n",
       "2                0.0              0.0              0.0              0.0   \n",
       "3                0.0              0.0              0.0              0.0   \n",
       "4                0.0              0.0              0.0              0.0   \n",
       "...              ...              ...              ...              ...   \n",
       "2166             0.0              0.0              0.0              0.0   \n",
       "2167             0.0              0.0              0.0              0.0   \n",
       "2168             0.0              0.0              0.0              0.0   \n",
       "2169             0.0              0.0              0.0              0.0   \n",
       "2170             0.0              0.0              0.0              0.0   \n",
       "\n",
       "      rel_relation_13  rel_relation_14  \n",
       "0                 0.0              0.0  \n",
       "1                 0.0              0.0  \n",
       "2                 0.0              0.0  \n",
       "3                 0.0              0.0  \n",
       "4                 0.0              0.0  \n",
       "...               ...              ...  \n",
       "2166              0.0              0.0  \n",
       "2167              0.0              0.0  \n",
       "2168              0.0              0.0  \n",
       "2169              0.0              0.0  \n",
       "2170              0.0              0.0  \n",
       "\n",
       "[2171 rows x 81 columns]"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfxx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "adjustable-water",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Gene', 'History_class', 'Pathogenic', '_method', 'cancer_dx', 'cancer_dx_age', 'consent_approval', 'Ethnicity_0', 'Ethnicity_1', 'Ethnicity_2', 'Ethnicity_3', 'Ethnicity_4', 'Ethnicity_5', 'Ethnicity_6', 'Ethnicity_7', 'Ethnicity_8', 'Ethnicity_9', 'Ethnicity_10', 'Ethnicity_11', 'Ethnicity_12', 'Ethnicity_13', 'Ethnicity_14', 'Ethnicity_15', 'Ethnicity_16', 'Ethnicity_17', 'Ethnicity_18', 'Ethnicity_19', 'Ethnicity_20', 'Ethnicity_21', 'Ethnicity_22', 'known_brca', 'known_cancer', 'other_cancer', 'rel_age', 'rel_cancer_0', 'rel_cancer_1', 'rel_cancer_2', 'rel_cancer_3', 'rel_cancer_4', 'rel_cancer_5', 'rel_cancer_6', 'rel_cancer_7', 'rel_cancer_8', 'rel_cancer_9', 'rel_cancer_10', 'rel_cancer_11', 'rel_cancer_12', 'rel_cancer_13', 'rel_cancer_14', 'rel_cancer_15', 'rel_cancer_16', 'rel_cancer_17', 'rel_cancer_18', 'rel_cancer_19', 'rel_cancer_20', 'rel_cancer_21', 'rel_cancer_22', 'rel_cancer_23', 'rel_cancer_24', 'rel_cancer_25', 'rel_cancer_26', 'rel_cancer_27', 'rel_cancer_28', 'rel_cancer_29', 'rel_cancer_30', 'rel_cancer_31', 'rel_relation_0', 'rel_relation_1', 'rel_relation_2', 'rel_relation_3', 'rel_relation_4', 'rel_relation_5', 'rel_relation_6', 'rel_relation_7', 'rel_relation_8', 'rel_relation_9', 'rel_relation_10', 'rel_relation_11', 'rel_relation_12', 'rel_relation_13', 'rel_relation_14']\n"
     ]
    }
   ],
   "source": [
    "print(columnsNames)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "private-martin",
   "metadata": {},
   "source": [
    "# Model Building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "graduate-bookmark",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelBinarizer\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import glob\n",
    "import cv2\n",
    "import os\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from sklearn.model_selection import train_test_split\n",
    "import numpy as np\n",
    "import argparse\n",
    "import locale\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "baking-heart",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import math\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from numpy import unique\n",
    "import pandas as pd\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "from tensorflow.keras.callbacks import ModelCheckpoint, Callback, TensorBoard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "compound-maple",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = dfxx.drop(['History_class'], axis=1)\n",
    "y = dfxx[\"History_class\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "chinese-nelson",
   "metadata": {},
   "outputs": [],
   "source": [
    "#(trainX, testX) = train_test_split(dfR, test_size=0.25, random_state=42)\n",
    "trainX, testX, trainY, testY = train_test_split(X, y, test_size=0.5, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "miniature-terrace",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'maxPrice = train[\"price\"].max()\\ntrainY = train[\"price\"] / maxPrice\\ntestY = test[\"price\"] / maxPrice'"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"maxPrice = train[\"price\"].max()\n",
    "trainY = train[\"price\"] / maxPrice\n",
    "testY = test[\"price\"] / maxPrice\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "swedish-sterling",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_mlp(dim, regress=False):\n",
    "\t# define our MLP network\n",
    "\tmodel = tf.keras.Sequential()\n",
    "\tmodel.add(layers.Dense(8, input_dim=dim, activation=\"relu\"))\n",
    "\tmodel.add(layers.Dense(4, activation=\"relu\"))\n",
    "\t# check to see if the regression node should be added\n",
    "\tif regress:\n",
    "\t\tmodel.add(layers.Dense(1, activation=\"linear\"))\n",
    "\t# return our model\n",
    "\treturn model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "standing-cooperation",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] training model...\n",
      "Epoch 1/20\n",
      "  1/136 [..............................] - ETA: 0s - loss: 171144800.0000WARNING:tensorflow:Callbacks method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0000s vs `on_train_batch_end` time: 0.0010s). Check your callbacks.\n",
      "136/136 [==============================] - 0s 2ms/step - loss: 16296249.0000 - val_loss: 4735138.5000\n",
      "Epoch 2/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 2829713.2500 - val_loss: 2619118.2500\n",
      "Epoch 3/20\n",
      "136/136 [==============================] - 0s 966us/step - loss: 3558885.0000 - val_loss: 2864163.5000\n",
      "Epoch 4/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 4798067.5000 - val_loss: 6412170.5000\n",
      "Epoch 5/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 2269491.2500 - val_loss: 1482127.8750\n",
      "Epoch 6/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 2057776.6250 - val_loss: 2051944.6250\n",
      "Epoch 7/20\n",
      "136/136 [==============================] - 0s 918us/step - loss: 2211789.0000 - val_loss: 4949576.0000\n",
      "Epoch 8/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 4298305.0000 - val_loss: 4106183.0000\n",
      "Epoch 9/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 2870132.5000 - val_loss: 2756202.5000\n",
      "Epoch 10/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 1841379.2500 - val_loss: 1893508.7500\n",
      "Epoch 11/20\n",
      "136/136 [==============================] - 0s 956us/step - loss: 2174415.5000 - val_loss: 2270439.7500\n",
      "Epoch 12/20\n",
      "136/136 [==============================] - 0s 906us/step - loss: 2084218.0000 - val_loss: 689717.5625\n",
      "Epoch 13/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 2085119.5000 - val_loss: 115741.4062\n",
      "Epoch 14/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 3206119.5000 - val_loss: 5023492.0000\n",
      "Epoch 15/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 3716850.7500 - val_loss: 3908279.2500\n",
      "Epoch 16/20\n",
      "136/136 [==============================] - 0s 960us/step - loss: 2359107.5000 - val_loss: 3966465.5000\n",
      "Epoch 17/20\n",
      "136/136 [==============================] - 0s 895us/step - loss: 2906276.5000 - val_loss: 2707900.7500\n",
      "Epoch 18/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 1606942.1250 - val_loss: 1633510.5000\n",
      "Epoch 19/20\n",
      "136/136 [==============================] - 0s 988us/step - loss: 3260650.7500 - val_loss: 3396727.0000\n",
      "Epoch 20/20\n",
      "136/136 [==============================] - 0s 1ms/step - loss: 3264057.2500 - val_loss: 50550.9102\n"
     ]
    }
   ],
   "source": [
    "model = create_mlp(trainX.shape[1], regress=True)\n",
    "opt = Adam(lr=1e-3, decay=1e-3 / 200)\n",
    "model.compile(loss=\"mean_absolute_percentage_error\", optimizer=opt)\n",
    "# train the model\n",
    "print(\"[INFO] training model...\")\n",
    "history = model.fit(x=trainX, y=trainY, \n",
    "    validation_data=(testX, testY),\n",
    "    epochs=20, batch_size=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "regulation-imaging",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "desirable-zimbabwe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# \"Loss\"\n",
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'validation'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "random-kuwait",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] predicting history class...\n",
      "[INFO] mean: 100.82431367520772%, std: 0.27112443816501636%\n"
     ]
    }
   ],
   "source": [
    "print(\"[INFO] predicting history class...\")\n",
    "preds = model.predict(testX)\n",
    "# compute the difference between the *predicted* house prices and the\n",
    "# *actual* house prices, then compute the percentage difference and\n",
    "# the absolute percentage difference\n",
    "diff = preds.flatten() - testY\n",
    "percentDiff = (diff / testY) * 100\n",
    "absPercentDiff = np.abs(percentDiff)\n",
    "# compute the mean and standard deviation of the absolute percentage\n",
    "# difference\n",
    "mean = np.mean(absPercentDiffNew)\n",
    "std = np.std(absPercentDiffNew)\n",
    "# finally, show some statistics on our model\n",
    "print(\"[INFO] mean: {}%, std: {}%\".format(mean, std))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "id": "parental-wilderness",
   "metadata": {},
   "outputs": [],
   "source": [
    "absPercentDiffNew = []\n",
    "for i in list(absPercentDiff):\n",
    "    if i < 1E308:\n",
    "        absPercentDiffNew.append(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "legal-census",
   "metadata": {},
   "source": [
    "# Run Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "id": "vital-judges",
   "metadata": {},
   "outputs": [],
   "source": [
    "Xnew = pd.DataFrame(dfxx.drop(['History_class'], axis=1).iloc[0:2])\n",
    "answers = pd.DataFrame(dfxx['History_class'].iloc[0:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "micro-opinion",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>History_class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   History_class\n",
       "0            1.0\n",
       "1            1.0"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "id": "seeing-working",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gene</th>\n",
       "      <th>Pathogenic</th>\n",
       "      <th>_method</th>\n",
       "      <th>cancer_dx</th>\n",
       "      <th>cancer_dx_age</th>\n",
       "      <th>consent_approval</th>\n",
       "      <th>Ethnicity_0</th>\n",
       "      <th>Ethnicity_1</th>\n",
       "      <th>Ethnicity_2</th>\n",
       "      <th>Ethnicity_3</th>\n",
       "      <th>...</th>\n",
       "      <th>rel_relation_5</th>\n",
       "      <th>rel_relation_6</th>\n",
       "      <th>rel_relation_7</th>\n",
       "      <th>rel_relation_8</th>\n",
       "      <th>rel_relation_9</th>\n",
       "      <th>rel_relation_10</th>\n",
       "      <th>rel_relation_11</th>\n",
       "      <th>rel_relation_12</th>\n",
       "      <th>rel_relation_13</th>\n",
       "      <th>rel_relation_14</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.74026</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.74026</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gene  Pathogenic  _method  cancer_dx  cancer_dx_age  consent_approval  \\\n",
       "0   0.0         0.0      0.0        1.0        0.74026               1.0   \n",
       "1   0.0         0.0      0.0        1.0        0.74026               1.0   \n",
       "\n",
       "   Ethnicity_0  Ethnicity_1  Ethnicity_2  Ethnicity_3  ...  rel_relation_5  \\\n",
       "0          1.0          0.0          0.0          0.0  ...             1.0   \n",
       "1          1.0          0.0          0.0          0.0  ...             1.0   \n",
       "\n",
       "   rel_relation_6  rel_relation_7  rel_relation_8  rel_relation_9  \\\n",
       "0             1.0             1.0             1.0             0.0   \n",
       "1             1.0             1.0             1.0             0.0   \n",
       "\n",
       "   rel_relation_10  rel_relation_11  rel_relation_12  rel_relation_13  \\\n",
       "0              0.0              0.0              0.0              0.0   \n",
       "1              0.0              0.0              0.0              0.0   \n",
       "\n",
       "   rel_relation_14  \n",
       "0              0.0  \n",
       "1              0.0  \n",
       "\n",
       "[2 rows x 80 columns]"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Xnew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "protective-richardson",
   "metadata": {},
   "outputs": [],
   "source": [
    "model.predict_classes(Xnew)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "certain-dispute",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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