NewsgroupsTextClassification.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n",
      "/usr/local/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Listing folders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['alt.atheism',\n",
       " 'comp.graphics',\n",
       " 'comp.os.ms-windows.misc',\n",
       " 'comp.sys.ibm.pc.hardware',\n",
       " 'comp.sys.mac.hardware',\n",
       " 'comp.windows.x',\n",
       " 'misc.forsale',\n",
       " 'rec.autos',\n",
       " 'rec.motorcycles',\n",
       " 'rec.sport.baseball',\n",
       " 'rec.sport.hockey',\n",
       " 'sci.crypt',\n",
       " 'sci.electronics',\n",
       " 'sci.med',\n",
       " 'sci.space',\n",
       " 'soc.religion.christian',\n",
       " 'talk.politics.guns',\n",
       " 'talk.politics.mideast',\n",
       " 'talk.politics.misc',\n",
       " 'talk.religion.misc']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "folders=sorted(os.listdir(os.path.join(DATA_DIR))) # os.listdir gives a list of all files in this path\n",
    "folders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'comp.windows.x'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "folders[5] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the data into kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_DIR='20_newsgroups'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000\n"
     ]
    }
   ],
   "source": [
    "data={} # data is a dictionary of the form { folder1 : [doc1,doc2,....,doc1000] , folder2 : [doc1,doc2,doc3,....] }\n",
    "for folder in folders:\n",
    "    data[folder]=[]\n",
    "    for file in os.listdir(os.path.join(DATA_DIR,folder)):\n",
    "        with open(os.path.join(DATA_DIR,folder,file),encoding='latin-1') as opened_file:\n",
    "            data[folder].append(opened_file.read())\n",
    "print(len(data[folders[1]]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building vocabulary (feature set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### > Creating list of stop words "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords # Importing list of stop words from nltk\n",
    "from string import punctuation # Importing list of punctuations from string\n",
    "punctuations=list(punctuation)\n",
    "stopWords=stopwords.words('english')\n",
    "stopWords+=punctuations # Combined list of stop words"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### > Own list of stop words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Common words throughout all docs play no part in classification ,so removing them\n",
    "stopWords+=['subject:','from:', 'date:', 'newsgroups:', 'message-id:', 'lines:', 'path:', 'organization:', \n",
    "            'would', 'writes:', 'references:', 'article', 'sender:', 'nntp-posting-host:', 'people', \n",
    "            'university', 'think', 'xref:', 'cantaloupe.srv.cs.cmu.edu', 'could', 'distribution:', 'first', \n",
    "            'anyone','world', 'really', 'since', 'right', 'believe', 'still', \n",
    "            \"max>'ax>'ax>'ax>'ax>'ax>'ax>'ax>'ax>'ax>'ax>'ax>'ax>'ax>'ax>'\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### > Building Vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "390170"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vocab={}\n",
    "# Creating a dictionary of words and their frequency\n",
    "for i in range(len(data)): # For each key(newsgroup)\n",
    "    for doc in data[folders[i]]: # For each document corresponding to key(newsgroup)\n",
    "        for word in doc.split(): # For each word in that document\n",
    "            if word.lower() not in stopWords and len(word.lower()) >= 5:\n",
    "                if word.lower() not in vocab:\n",
    "                    vocab[word.lower()]=1\n",
    "                else:\n",
    "                    vocab[word.lower()]+=1\n",
    "len(vocab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sort the dictionary based on frequency of each 'possible' vocabulary word\n",
    "import operator\n",
    "sorted_vocab=sorted(vocab.items(),key=operator.itemgetter(1),reverse=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Building final feature list from vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Choosing top 2000 vocab words as features\n",
    "feature_list=[]\n",
    "for key in sorted_vocab:\n",
    "    feature_list.append(key[0])\n",
    "feature_list=feature_list[0:2000] # K = 2000 (number of words in vocab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transforming data into X and Y "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y=[] # list of newsgroups \n",
    "for i in range(len(data)):\n",
    "    for doc in data[folders[i]]:\n",
    "        Y.append(folders[i])\n",
    "Y=np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data[folders[1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</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>0.0</td>\n",
       "      <td>0.0</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",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>13</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>0.0</td>\n",
       "      <td>0.0</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",
       "    <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>1.0</td>\n",
       "      <td>2.0</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>15</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>0.0</td>\n",
       "      <td>0.0</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",
       "    <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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</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>19</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>0.0</td>\n",
       "      <td>0.0</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",
       "    <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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>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>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>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>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>1.0</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>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>1.0</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>25</th>\n",
       "      <td>0.0</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>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",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</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",
       "    <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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>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",
       "      <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>19967</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19968</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>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",
       "    <tr>\n",
       "      <th>19969</th>\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",
       "      <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>19970</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>1.0</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>19971</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19972</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>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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19973</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19974</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>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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19975</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19976</th>\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>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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19977</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19978</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>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",
       "    <tr>\n",
       "      <th>19979</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>1.0</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>19980</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</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>19981</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19982</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>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>19983</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19984</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19985</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>0.0</td>\n",
       "      <td>0.0</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",
       "    <tr>\n",
       "      <th>19986</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>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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19987</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19988</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19989</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19990</th>\n",
       "      <td>0.0</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>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",
       "    <tr>\n",
       "      <th>19991</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19992</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19993</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19994</th>\n",
       "      <td>1.0</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>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>19995</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>0.0</td>\n",
       "      <td>0.0</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",
       "    <tr>\n",
       "      <th>19996</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>1.0</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",
       "  </tbody>\n",
       "</table>\n",
       "<p>19997 rows × 2000 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       going  something  computer  system  might  please  reply-to:  using  \\\n",
       "0        1.0        0.0       0.0     2.0    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       1.0     0.0    0.0     1.0        0.0    0.0   \n",
       "3        0.0        1.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "4        0.0        2.0       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        1.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "8        0.0        0.0       1.0     0.0    0.0     0.0        0.0    0.0   \n",
       "9        0.0        0.0       0.0     0.0    2.0     0.0        0.0    0.0   \n",
       "10       0.0        2.0       0.0     1.0    1.0     0.0        0.0    0.0   \n",
       "11       0.0        0.0       0.0     1.0    0.0     0.0        0.0    0.0   \n",
       "12       1.0        1.0       2.0     0.0    3.0     0.0        0.0    1.0   \n",
       "13       0.0        1.0       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        1.0       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     3.0    1.0     0.0        0.0    1.0   \n",
       "19       0.0        0.0       0.0     1.0    1.0     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        2.0       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        1.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "25       0.0        0.0       1.0     0.0    0.0     0.0        1.0    0.0   \n",
       "26       0.0        0.0       1.0     0.0    1.0     1.0        0.0    0.0   \n",
       "27       0.0        1.0       1.0     0.0    0.0     1.0        0.0    0.0   \n",
       "28       0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "29       1.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "...      ...        ...       ...     ...    ...     ...        ...    ...   \n",
       "19967    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19968    0.0        0.0       0.0     0.0    0.0     0.0        1.0    0.0   \n",
       "19969    0.0        0.0       0.0     0.0    1.0     1.0        0.0    0.0   \n",
       "19970    0.0        0.0       0.0     0.0    0.0     1.0        0.0    0.0   \n",
       "19971    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19972    0.0        1.0       0.0     0.0    0.0     1.0        0.0    0.0   \n",
       "19973    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19974    0.0        0.0       0.0     0.0    0.0     1.0        0.0    0.0   \n",
       "19975    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19976    0.0        0.0       0.0     0.0    1.0     0.0        0.0    2.0   \n",
       "19977    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19978    0.0        0.0       0.0     0.0    0.0     0.0        1.0    0.0   \n",
       "19979    0.0        0.0       0.0     0.0    0.0     0.0        1.0    0.0   \n",
       "19980    0.0        1.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19981    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19982    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19983    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19984    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19985    0.0        1.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19986    0.0        0.0       0.0     0.0    0.0     1.0        1.0    0.0   \n",
       "19987    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19988    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19989    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19990    0.0        0.0       1.0     0.0    0.0     0.0        1.0    0.0   \n",
       "19991    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19992    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19993    0.0        0.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19994    1.0        0.0       1.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19995    0.0        1.0       0.0     0.0    0.0     0.0        0.0    0.0   \n",
       "19996    0.0        0.0       0.0     0.0    0.0     1.0        0.0    0.0   \n",
       "\n",
       "       never  can't   ...     homosexuals  director  data.  argic  back,  \\\n",
       "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   \n",
       "2        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   \n",
       "4        0.0    0.0   ...             0.0       0.0    0.0    0.0    1.0   \n",
       "5        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   \n",
       "7        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   \n",
       "9        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   \n",
       "11       0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "12       1.0    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   \n",
       "14       1.0    2.0   ...             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   \n",
       "16       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   \n",
       "18       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   \n",
       "20       0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "21       1.0    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   \n",
       "23       0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "24       0.0    1.0   ...             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   \n",
       "26       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   \n",
       "28       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   \n",
       "...      ...    ...   ...             ...       ...    ...    ...    ...   \n",
       "19967    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19968    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19969    1.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19970    1.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19971    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19972    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19973    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19974    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19975    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19976    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19977    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19978    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19979    1.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19980    2.0    1.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19981    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19982    1.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19983    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19984    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19985    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19986    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19987    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19988    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19989    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19990    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19991    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19992    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19993    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19994    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19995    0.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "19996    1.0    0.0   ...             0.0       0.0    0.0    0.0    0.0   \n",
       "\n",
       "       assumed  sure.  universal  impact  plastic  \n",
       "0          0.0    0.0        0.0     0.0      0.0  \n",
       "1          0.0    0.0        0.0     0.0      0.0  \n",
       "2          0.0    0.0        0.0     0.0      0.0  \n",
       "3          0.0    0.0        0.0     0.0      0.0  \n",
       "4          0.0    0.0        0.0     0.0      0.0  \n",
       "5          0.0    0.0        0.0     0.0      0.0  \n",
       "6          0.0    0.0        0.0     0.0      0.0  \n",
       "7          0.0    0.0        0.0     0.0      0.0  \n",
       "8          0.0    0.0        0.0     0.0      0.0  \n",
       "9          0.0    0.0        0.0     0.0      0.0  \n",
       "10         1.0    0.0        0.0     0.0      0.0  \n",
       "11         0.0    0.0        0.0     0.0      0.0  \n",
       "12         0.0    0.0        0.0     0.0      0.0  \n",
       "13         0.0    0.0        0.0     0.0      0.0  \n",
       "14         0.0    0.0        0.0     0.0      0.0  \n",
       "15         0.0    0.0        0.0     0.0      0.0  \n",
       "16         0.0    1.0        0.0     0.0      0.0  \n",
       "17         0.0    0.0        0.0     0.0      0.0  \n",
       "18         0.0    0.0        0.0     0.0      0.0  \n",
       "19         0.0    0.0        0.0     0.0      0.0  \n",
       "20         0.0    0.0        0.0     0.0      0.0  \n",
       "21         0.0    0.0        0.0     0.0      0.0  \n",
       "22         0.0    0.0        1.0     0.0      0.0  \n",
       "23         0.0    0.0        0.0     0.0      0.0  \n",
       "24         0.0    0.0        0.0     0.0      0.0  \n",
       "25         0.0    0.0        0.0     0.0      0.0  \n",
       "26         0.0    0.0        0.0     0.0      0.0  \n",
       "27         0.0    0.0        0.0     0.0      0.0  \n",
       "28         0.0    0.0        0.0     0.0      0.0  \n",
       "29         0.0    0.0        0.0     0.0      0.0  \n",
       "...        ...    ...        ...     ...      ...  \n",
       "19967      0.0    0.0        0.0     0.0      0.0  \n",
       "19968      0.0    0.0        0.0     0.0      0.0  \n",
       "19969      0.0    0.0        0.0     0.0      0.0  \n",
       "19970      0.0    0.0        0.0     0.0      0.0  \n",
       "19971      0.0    0.0        0.0     1.0      0.0  \n",
       "19972      0.0    0.0        0.0     0.0      0.0  \n",
       "19973      0.0    0.0        0.0     0.0      0.0  \n",
       "19974      0.0    0.0        0.0     0.0      0.0  \n",
       "19975      0.0    0.0        0.0     0.0      0.0  \n",
       "19976      0.0    0.0        0.0     0.0      0.0  \n",
       "19977      0.0    0.0        0.0     0.0      0.0  \n",
       "19978      0.0    0.0        0.0     0.0      0.0  \n",
       "19979      0.0    0.0        0.0     0.0      0.0  \n",
       "19980      0.0    0.0        0.0     0.0      0.0  \n",
       "19981      0.0    0.0        0.0     0.0      0.0  \n",
       "19982      0.0    0.0        0.0     0.0      0.0  \n",
       "19983      0.0    0.0        0.0     0.0      0.0  \n",
       "19984      0.0    0.0        0.0     0.0      0.0  \n",
       "19985      0.0    0.0        0.0     0.0      0.0  \n",
       "19986      0.0    0.0        0.0     0.0      0.0  \n",
       "19987      0.0    0.0        0.0     0.0      0.0  \n",
       "19988      0.0    0.0        0.0     0.0      0.0  \n",
       "19989      0.0    0.0        0.0     0.0      0.0  \n",
       "19990      0.0    0.0        0.0     0.0      0.0  \n",
       "19991      0.0    0.0        0.0     0.0      0.0  \n",
       "19992      0.0    0.0        0.0     0.0      0.0  \n",
       "19993      0.0    0.0        0.0     0.0      0.0  \n",
       "19994      0.0    0.0        0.0     0.0      0.0  \n",
       "19995      0.0    0.0        0.0     0.0      0.0  \n",
       "19996      0.0    0.0        0.0     0.0      0.0  \n",
       "\n",
       "[19997 rows x 2000 columns]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Each row : one doc and each column : one word from feature_list\n",
    "# Columns headers will be the names of features \n",
    "df = pd.DataFrame(columns = feature_list)\n",
    "\n",
    "for folder in folders:\n",
    "    # Insert each file as a new row \n",
    "    for file in os.listdir(os.path.join(DATA_DIR,folder)):\n",
    "        # Add a new row for every file\n",
    "        df.loc[len(df)] = np.zeros(len(feature_list))\n",
    "        with open(os.path.join(DATA_DIR,folder,file),encoding='latin-1') as opened_file:\n",
    "            for word in opened_file.read().split():\n",
    "                if word.lower() in feature_list:\n",
    "                    df[word.lower()][len(df)-1] += 1 #df[current_column][current_row]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=df.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 1., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [1., 0., 1., ..., 0., 0., 0.],\n",
       "       [0., 1., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]])"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Splitting X and Y into training and testing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "x_train,x_test,y_train,y_test=train_test_split(X,Y,random_state=0,test_size=0.25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using the inbuilt Multinomial Naive Bayes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import MultinomialNB\n",
    "clf=MultinomialNB()\n",
    "clf.fit(x_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8476"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Implementing Multinomial Naive Bayes from scratch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fit(x_train,y_train):\n",
    "    result={}\n",
    "    result[\"total_data\"]=len(y_train)\n",
    "    class_labels=set(y_train)\n",
    "    for current_label in class_labels:\n",
    "        result[current_label]={}\n",
    "        current_rows=(y_train==current_label)\n",
    "        x_train_current=x_train[current_rows]\n",
    "        y_train_current=y_train[current_rows]\n",
    "        total_words=0\n",
    "        for i in range(len(feature_list)):\n",
    "            result[current_label][feature_list[i]]=x_train_current[:,i].sum()\n",
    "            total_words+=x_train_current[:,i].sum()\n",
    "        result[current_label][\"total_count\"]=total_words\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [],
   "source": [
    "def probability(x,dictionary,current_class):\n",
    "    output=np.log(dictionary[current_class][\"total_count\"])-np.log(dictionary[\"total_data\"])\n",
    "    for i in range(len(feature_list)):\n",
    "        current_word_count=dictionary[current_class][feature_list[i]]+1\n",
    "        total_word_count=dictionary[current_class][\"total_count\"]+len(feature_list)\n",
    "        current_word_probability=np.log(current_word_count)-np.log(total_word_count)\n",
    "        for j in range(int(x[i])): # if the frequency of word in test data point is zero then we wont consider it.\n",
    "            output+=current_word_probability\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predictSingleClass(x,dictionary):\n",
    "    best_class=-1000\n",
    "    best_prob=-1000\n",
    "    firstRun=True\n",
    "    possible_classes=dictionary.keys()\n",
    "    for current_class in possible_classes:\n",
    "        if current_class==\"total_data\":\n",
    "            continue\n",
    "        current_class_probability=probability(x,dictionary,current_class)\n",
    "        if(firstRun==True or current_class_probability>best_prob):\n",
    "            best_class=current_class\n",
    "            best_prob=current_class_probability\n",
    "        firstRun=False\n",
    "    return best_class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(X_test,dictionary):\n",
    "    Y_pred=[]\n",
    "    num = 0\n",
    "    for x in X_test:\n",
    "        Y_pred.append(predictSingleClass(x,dictionary))\n",
    "    return Y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [],
   "source": [
    "dictionary=fit(x_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred=predict(x_test,dictionary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[201   2   0   0   0   0   0   0   0   0   1   0   1   4   2   1   0   3\n",
      "    5  64]\n",
      " [  0 202  13   1   2   5   2   3   0   0   1   4   4   2   9   0   2   1\n",
      "    0   0]\n",
      " [  0  12 204   5   3   8   3   1   1   0   0   1   3   0   0   0   0   0\n",
      "    2   0]\n",
      " [  0   6  12 207   8   3  10   1   0   0   0   1   3   0   1   0   1   0\n",
      "    0   1]\n",
      " [  1   6   1   8 217   0   6   2   0   0   1   0   4   0   1   0   0   0\n",
      "    0   0]\n",
      " [  1   7   4   2   0 215   2   3   1   0   0   2   0   1   0   0   1   0\n",
      "    0   0]\n",
      " [  0   1   2   7   4   1 220   5   4   0   0   0   7   4   1   0   2   1\n",
      "    3   0]\n",
      " [  1   3   1   4   1   0   2 228   7   1   1   0   6   1   1   0   3   0\n",
      "    6   1]\n",
      " [  1   3   0   1   0   1   1   9 263   0   0   0   2   4   0   0   0   2\n",
      "    7   2]\n",
      " [  0   1   1   0   0   0   0   0   0 244   1   0   1   1   2   0   2   0\n",
      "    3   0]\n",
      " [  0   0   0   0   0   1   2   0   2   2 224   0   0   2   2   0   0   0\n",
      "    0   0]\n",
      " [  1   1   1   0   0   1   0   1   1   0   0 212   1   1   0   0   3   3\n",
      "    4   0]\n",
      " [  1   3   6   5   1   3   6   4   1   0   0   4 210   4   2   0   0   0\n",
      "    1   1]\n",
      " [  3   3   2   0   0   0   2   1   0   0   0   0   1 223   2   0   3   3\n",
      "    5   1]\n",
      " [  0   3   1   0   0   2   1   3   1   1   0   0   0   1 216   0   0   0\n",
      "    3   2]\n",
      " [  2   0   1   0   0   0   1   1   0   0   0   0   0   1   0 250   0   2\n",
      "    1  11]\n",
      " [  0   0   0   0   0   0   0   5   1   0   0   3   0   2   0   0 207   6\n",
      "   47  23]\n",
      " [  2   0   0   0   0   0   2   0   1   0   0   2   0   0   0   1   0 242\n",
      "    9   3]\n",
      " [  2   0   0   0   0   0   1   2   1   0   2   4   1   1   5   0  12  18\n",
      "  146  21]\n",
      " [ 17   0   0   0   0   0   0   0   0   0   0   0   0   4   2   0  13   0\n",
      "   17 106]]\n",
      "                          precision    recall  f1-score   support\n",
      "\n",
      "             alt.atheism       0.86      0.71      0.78       284\n",
      "           comp.graphics       0.80      0.80      0.80       251\n",
      " comp.os.ms-windows.misc       0.82      0.84      0.83       243\n",
      "comp.sys.ibm.pc.hardware       0.86      0.81      0.84       254\n",
      "   comp.sys.mac.hardware       0.92      0.88      0.90       247\n",
      "          comp.windows.x       0.90      0.90      0.90       239\n",
      "            misc.forsale       0.84      0.84      0.84       262\n",
      "               rec.autos       0.85      0.85      0.85       267\n",
      "         rec.motorcycles       0.93      0.89      0.91       296\n",
      "      rec.sport.baseball       0.98      0.95      0.97       256\n",
      "        rec.sport.hockey       0.97      0.95      0.96       235\n",
      "               sci.crypt       0.91      0.92      0.92       230\n",
      "         sci.electronics       0.86      0.83      0.85       252\n",
      "                 sci.med       0.87      0.90      0.88       249\n",
      "               sci.space       0.88      0.92      0.90       234\n",
      "  soc.religion.christian       0.99      0.93      0.96       270\n",
      "      talk.politics.guns       0.83      0.70      0.76       294\n",
      "   talk.politics.mideast       0.86      0.92      0.89       262\n",
      "      talk.politics.misc       0.56      0.68      0.61       216\n",
      "      talk.religion.misc       0.45      0.67      0.54       159\n",
      "\n",
      "             avg / total       0.86      0.85      0.85      5000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report,confusion_matrix\n",
    "print(confusion_matrix(y_pred,y_test))\n",
    "print(classification_report(y_pred,y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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