1_05_FeatureEngineering3_FeatureExtractingFunctions.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec0'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use new feature_engineering.py functions to extract features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>List of feature sets</b>\n",
    "1. '-positive' and '-negative'\n",
    "2. 'gene(like)-gene(like)' fusion like words\n",
    "3. mutation types (same as ones in variants file)\n",
    "4. gene_like names\n",
    "  - sub extraction with re.sub(r'-[A-Za-z]\\*[0-9]\\*\\$')\n",
    "5. races\n",
    "6. bio-related words (very small as of now)\n",
    "7. organs\n",
    "8. tumor types : suffix '-oma(s)'\n",
    "9. cell type : suffix '-cyte(s)', '-blast(s)', '-cyst(s)'\n",
    "10. drugs : suffix '-nib' and '-mab'\n",
    "11. enzymes : suffix '-ase(s)'\n",
    "12. PTModifications: prefix \"^glyco|^phospho|^ubiquityl|^ubiquitinat|^acetyl|^methyl|^deamin|^oxydat\"\n",
    "13. biomedical conditions & adjectives 1 : suffix '-ia(s)', '-is' and '-ic: \n",
    "14. biomedical conditions & adjectives 2 : prefix \"^epiderm|^endothel|^onco|^hepato|^haemato|^osteo\n",
    "     |^neuro|^cholecyst|^cyst|^encephal|^erythr|^gastr\n",
    "     |^hist|^karyo|^kerat|^lymph|myel|^necr|^nephr|^sarco\n",
    "     |^terato|^thorac|^trache|^vasculo|^hyoer|^hypo\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> Approach 1: Extract all the feature words first, make a unique set, count frequencies</b>\n",
    "1. Combine all text from each entry to make a whole_text (<a href='#sec1'>jump there!</a>)\n",
    "2. Create a set of words with hyphens (<a href='#sec2'>jump there!</a>)\n",
    "  - Tokenize the whole_text\n",
    "  - Use functions to get '-positive/negative' and fusion-like words\n",
    "3. Create sets of other words (<a href='#sec3'>jump there!</a>)\n",
    "  - Replace non-relevant characters (inclduing hyphens) in the whole_text with white space\n",
    "  - Tokenize the whole_text_white\n",
    "  - Get race words\n",
    "  - Get drug words\n",
    "  - Get protein_words(gene-like words, enzymes, and PTM words)\n",
    "  - Get tissue type words (organ, tumor type, and cell type), combine them\n",
    "  - Get biomedical conditions words\n",
    "  - Get mutation type words\n",
    "4. Combine all the sets, remove redundancies (<a href='#sec4'>jump there!</a>)\n",
    "5. Iterate through each entry to count number of appearances for each feature (i.e. unique word in the non-redundant list) (<a href='#sec5'>jump there!</a>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import re\n",
    "import feature_engineering as fe\n",
    "\n",
    "from collections import Counter\n",
    "from importlib import reload\n",
    "from nltk import PorterStemmer\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "\n",
    "sns.set_context(\"paper\")\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class_train = pd.read_csv('train_variants')\n",
    "text_train = pd.read_csv(\"train_text\", sep=\"\\|\\|\", engine='python', header=None, skiprows=1, names=[\"ID\",\"Text\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec1'></a>\n",
    "## 1. Combine all text from each entry to make a whole_text \n",
    "(<a href='#sec0'>Back To Top</a>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "whole_text = ''\n",
    "for i in range(len(text_train)):\n",
    "    text = text_train.loc[i, 'Text'] + ''\n",
    "    whole_text += text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec2'></a>\n",
    "## 2. Create a set of words with hyphens (<a href='#sec0'>Back To Top</a>)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Tokenize the whole_text</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3min 8s, sys: 608 ms, total: 3min 9s\n",
      "Wall time: 3min 9s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# This time, retain all the characters to preserve hyphens\n",
    "tokens = word_tokenize(whole_text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Use functions to get '-positive/negative' and fusion-like words</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 6.05 s, sys: 6 µs, total: 6.05 s\n",
      "Wall time: 6.05 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "pos_neg_words = set(fe.get_positive_and_negative_words(tokens))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 38.6 s, sys: 1.99 ms, total: 38.6 s\n",
      "Wall time: 38.6 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "fusion_like_words = set(fe.get_fusion_like_words(tokens))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# of words with -positive and -negative: 766\n",
      "# of fusion-like words: 7713\n"
     ]
    }
   ],
   "source": [
    "print('# of words with -positive and -negative: %d' % len(pos_neg_words))\n",
    "print('# of fusion-like words: %d' % len(fusion_like_words))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec3'></a>\n",
    "## 3. Create sets of other words (<a href='#sec0'>Back To Top</a>)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Replace non-relevant characters (inclduing hyphens) in the whole_text with white space</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 54s, sys: 4.15 s, total: 1min 58s\n",
      "Wall time: 1min 58s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Remove irrelevant characters by replacing them with whitespace\n",
    "whole_text_white = fe.replace_with_whitespace(whole_text, hyphens='on')\n",
    "\n",
    "# Tokenize the whole_text_white\n",
    "tokens_white = word_tokenize(whole_text_white)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5min 2s, sys: 61.9 ms, total: 5min 2s\n",
      "Wall time: 5min 2s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Get race words\n",
    "race_words = set(fe.get_race_words(tokens_white))\n",
    "\n",
    "#Get drug words\n",
    "drug_words = set(fe.get_drug_words(tokens_white))\n",
    "\n",
    "#Get protein_words(gene-like words, enzymes, and PTM words)\n",
    "protein_words = set(fe.get_protein_words(tokens_white))\n",
    "\n",
    "#Get tissue type words (organ, tumor type, and cell type), combine the#\n",
    "tissue_type_words = set(fe.get_tissue_type_words(tokens_white))\n",
    "\n",
    "#Get biomedical conditions words\n",
    "biomed_words = set(fe.get_biomedical_words(tokens_white))\n",
    "\n",
    "#Get mutation type words\n",
    "mutation_type_words = set(fe.get_mutation_type_words(tokens_white))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# of race words: 10\n",
      "# of drug words: 202\n",
      "# of protein words: 19278\n",
      "# of tissue type words: 467\n",
      "# of biomed words: 4217\n",
      "# of mutation type words: 13\n"
     ]
    }
   ],
   "source": [
    "# Get number of words obtained from each\n",
    "print('# of race words: %d' % len(race_words))\n",
    "print('# of drug words: %d' % len(drug_words))\n",
    "print('# of protein words: %d' % len(protein_words))\n",
    "print('# of tissue type words: %d' % len(tissue_type_words))\n",
    "print('# of biomed words: %d' % len(biomed_words))\n",
    "print('# of mutation type words: %d' % len(mutation_type_words))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec4'></a>\n",
    "## 4. Combine all the sets, remove redundancies (<a href='#sec0'>Back To Top</a>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# of words all combined: 24187\n",
      "# of unique words: 24065\n"
     ]
    }
   ],
   "source": [
    "combined_words = list(race_words) + list(drug_words) + list(protein_words) \\\n",
    "                + list(tissue_type_words) + list(biomed_words) + list(mutation_type_words)\n",
    "features = set(combined_words)\n",
    "\n",
    "print('# of words all combined: %d' % len(combined_words))\n",
    "print('# of unique words: %d' % len(features))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Re-process the list to reduce numbers</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "23959\n"
     ]
    }
   ],
   "source": [
    "additional_removal = ['base', 'case', 'please', 'this', 'with', 'within', 'at', 'in', 'for']\n",
    "\n",
    "features1 = [re.sub(r'^[\\W0-9]+', '', word) for word in features]\n",
    "features1 = [word for word in features1 if word not in additional_removal]\n",
    "features1 = sorted(list(set(features1)))\n",
    "print(len(features1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# save the 1st pass feature names\n",
    "features_pass1 = pd.Series(features1)\n",
    "features_pass1.to_csv('features_pass1.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec5'></a>\n",
    "## 5. Iterate through each entry to count number of appearances for each feature (i.e. unique word in the non-redundant list) (<a href='#sec0'>Back To Top</a>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "feature_matrix = pd.DataFrame(index=range(len(text_train)), columns=features1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Make sure df has the same number of rows as text_train\n",
    "feature_matrix.shape[0] == text_train.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Trial 1 to get frequencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 35.6 s, sys: 53.9 ms, total: 35.7 s\n",
      "Wall time: 35.7 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "for i in range(10):#len(text_train)):\n",
    "    # Prepare each text\n",
    "    text = text_train.loc[i, 'Text']\n",
    "    text_white = fe.replace_with_whitespace(text, hyphens='off')\n",
    "    text_white = text_white.lower()\n",
    "    \n",
    "    # tokenize text\n",
    "    tokens_white = word_tokenize(text_white)\n",
    "    \n",
    "    # Count with Counter\n",
    "    c = dict(Counter(tokens_white))\n",
    "    \n",
    "    for word in features1:\n",
    "        if word in c:\n",
    "            feature_matrix.loc[i, word] = c[word]\n",
    "        else:\n",
    "            feature_matrix.loc[i, word] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Trial 2 to get frequencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 30s, sys: 2.01 ms, total: 1min 30s\n",
      "Wall time: 1min 30s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "for i in range(10):#len(text_train)):\n",
    "    # Prepare each text\n",
    "    text = text_train.loc[i, 'Text']\n",
    "    text_white = fe.replace_with_whitespace(text, hyphens='off')\n",
    "    text_white = text_white.lower()\n",
    "    \n",
    "    # tokenize text\n",
    "    tokens_white = word_tokenize(text_white)\n",
    "    \n",
    "    for word in features1:\n",
    "        feature_matrix.loc[i, word] = len([token for token in tokens_white if word in token])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Trial 3 to get frequencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5.88 s, sys: 995 µs, total: 5.88 s\n",
      "Wall time: 5.89 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "entry_list = []\n",
    "for i in range(10):#len(text_train)):\n",
    "    # Prepare each text\n",
    "    text = text_train.loc[i, 'Text']\n",
    "    text_white = fe.replace_with_whitespace(text, hyphens='off')\n",
    "    text_white = text_white.lower()\n",
    "    \n",
    "    # tokenize text\n",
    "    tokens_white = word_tokenize(text_white)\n",
    "    \n",
    "    # Count with Counter\n",
    "    c = dict(Counter(tokens_white))\n",
    "    d = {key:value for key, value in c.items() if key in features1}\n",
    "    entry_list.append(d)\n",
    "    \n",
    "feature_matrix = pd.DataFrame(entry_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Go with Trial 3 method for the whole matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 / 3321 complete\n",
      "300 / 3321 complete\n",
      "600 / 3321 complete\n",
      "900 / 3321 complete\n",
      "1200 / 3321 complete\n",
      "1500 / 3321 complete\n",
      "1800 / 3321 complete\n",
      "2100 / 3321 complete\n",
      "2400 / 3321 complete\n",
      "2700 / 3321 complete\n",
      "3000 / 3321 complete\n",
      "3300 / 3321 complete\n"
     ]
    }
   ],
   "source": [
    "features_frequency_list = []\n",
    "num_entries = len(text_train)\n",
    "for i in range(num_entries):\n",
    "    # Prepare each text\n",
    "    text = text_train.loc[i, 'Text']\n",
    "    text_white = fe.replace_with_whitespace(text, hyphens='off')\n",
    "    text_white = text_white.lower()\n",
    "    \n",
    "    # tokenize text\n",
    "    tokens_white = word_tokenize(text_white)\n",
    "    \n",
    "    # Count with Counter\n",
    "    c = dict(Counter(tokens_white))\n",
    "    d = {key:value for key, value in c.items() if key in features1}\n",
    "    entry_list.append(d) #FIX THIS LATER ANR RERUN!!\n",
    "    \n",
    "    if (i % 300) == 0:\n",
    "        print('%d / %d complete' % (i, num_entries))\n",
    "    \n",
    "feature_matrix = pd.DataFrame(features_frequency_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3321, 22190)\n"
     ]
    }
   ],
   "source": [
    "## Because I screwed up the list name above...\n",
    "feature_matrix = pd.DataFrame(entry_list)\n",
    "feature_matrix = feature_matrix.iloc[10:, :]\n",
    "feature_matrix = feature_matrix.reindex(index=range(len(feature_matrix)))\n",
    "feature_matrix = feature_matrix.fillna(value=0)\n",
    "print(feature_matrix.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "feature_matrix.to_csv('feature_matrix_pass1.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Looks like some words were not picked up?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
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       "      <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",
       "      <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>2</th>\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",
       "      <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>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",
       "      <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>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",
       "      <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>5</th>\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",
       "      <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>6</th>\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",
       "      <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>7</th>\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",
       "      <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>8</th>\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",
       "      <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>9</th>\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",
       "      <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>10</th>\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",
       "      <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>11</th>\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",
       "      <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>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\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",
       "      <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>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\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>2.0</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",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\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",
       "      <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>15</th>\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",
       "      <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>16</th>\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",
       "      <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>17</th>\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",
       "      <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>18</th>\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",
       "      <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>19</th>\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",
       "      <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>20</th>\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",
       "      <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>21</th>\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",
       "      <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>22</th>\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>4.0</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",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\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",
       "      <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>24</th>\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",
       "      <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>25</th>\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",
       "      <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>26</th>\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",
       "      <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>27</th>\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",
       "      <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>28</th>\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",
       "      <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>29</th>\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",
       "      <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>30</th>\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",
       "      <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>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\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",
       "      <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>32</th>\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",
       "      <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>33</th>\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>2.0</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",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\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>2.0</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",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\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>2.0</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",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\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",
       "      <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>37</th>\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",
       "      <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>38</th>\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",
       "      <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>39</th>\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",
       "      <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>40</th>\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",
       "      <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>41</th>\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",
       "      <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>42</th>\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",
       "      <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>43</th>\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",
       "      <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>44</th>\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",
       "      <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>45</th>\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>2.0</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",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\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>2.0</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",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\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",
       "      <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>48</th>\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",
       "      <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>49</th>\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",
       "      <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>50</th>\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",
       "      <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>51</th>\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",
       "      <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>52</th>\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",
       "      <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>53</th>\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",
       "      <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>54</th>\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",
       "      <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",
       "</div>"
      ],
      "text/plain": [
       "    fancl  sequencinganalysis  mucositis  erf  gsp50  pcnt  epr3864  kiaa0130  \\\n",
       "0     0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "1     0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "2     0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "3     0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "4     0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "5     0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "6     0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "7     0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "8     0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "9     0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "10    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "11    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "12    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "13    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "14    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "15    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "16    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "17    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "18    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "19    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "20    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "21    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "22    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "23    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "24    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "25    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "26    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "27    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "28    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "29    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "30    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "31    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "32    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "33    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "34    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "35    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "36    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "37    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "38    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "39    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "40    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "41    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "42    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "43    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "44    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "45    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "46    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "47    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "48    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "49    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "50    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "51    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "52    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "53    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "54    0.0                 0.0        0.0  0.0    0.0   0.0      0.0       0.0   \n",
       "\n",
       "     ie  xscale  hsc6  gtrag  oha  gpr39   gk  anxiolytic   md  syk  anb  \\\n",
       "0   0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "1   0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "2   0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "3   0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "4   0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "5   0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "6   0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "7   0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "8   0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "9   0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "10  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "11  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  1.0  1.0  0.0   \n",
       "12  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  1.0  1.0  0.0   \n",
       "13  2.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "14  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "15  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "16  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "17  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "18  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "19  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "20  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "21  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "22  4.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "23  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "24  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "25  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "26  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "27  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "28  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "29  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "30  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  1.0  1.0  0.0   \n",
       "31  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "32  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "33  2.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "34  2.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "35  2.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "36  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "37  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "38  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "39  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "40  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "41  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "42  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "43  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "44  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "45  2.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "46  2.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "47  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "48  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "49  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "50  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "51  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "52  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "53  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "54  0.0     0.0   0.0    0.0  0.0    0.0  0.0         0.0  0.0  0.0  0.0   \n",
       "\n",
       "    lymphogenic  \n",
       "0           0.0  \n",
       "1           0.0  \n",
       "2           0.0  \n",
       "3           0.0  \n",
       "4           0.0  \n",
       "5           0.0  \n",
       "6           0.0  \n",
       "7           0.0  \n",
       "8           0.0  \n",
       "9           0.0  \n",
       "10          0.0  \n",
       "11          0.0  \n",
       "12          0.0  \n",
       "13          0.0  \n",
       "14          0.0  \n",
       "15          0.0  \n",
       "16          0.0  \n",
       "17          0.0  \n",
       "18          0.0  \n",
       "19          0.0  \n",
       "20          0.0  \n",
       "21          0.0  \n",
       "22          0.0  \n",
       "23          0.0  \n",
       "24          0.0  \n",
       "25          0.0  \n",
       "26          0.0  \n",
       "27          0.0  \n",
       "28          0.0  \n",
       "29          0.0  \n",
       "30          0.0  \n",
       "31          0.0  \n",
       "32          0.0  \n",
       "33          0.0  \n",
       "34          0.0  \n",
       "35          0.0  \n",
       "36          0.0  \n",
       "37          0.0  \n",
       "38          0.0  \n",
       "39          0.0  \n",
       "40          0.0  \n",
       "41          0.0  \n",
       "42          0.0  \n",
       "43          0.0  \n",
       "44          0.0  \n",
       "45          0.0  \n",
       "46          0.0  \n",
       "47          0.0  \n",
       "48          0.0  \n",
       "49          0.0  \n",
       "50          0.0  \n",
       "51          0.0  \n",
       "52          0.0  \n",
       "53          0.0  \n",
       "54          0.0  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import random\n",
    "random_features = random.sample(list(feature_matrix.columns), 20)\n",
    "feature_matrix[random_features].head(55)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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