Text Classification Project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating training and testing dataframes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import math\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "import string\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"E:\\\\ML\\\\Text Classification Data\\\\data\\\\20_newsgroups_train\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "571"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_words = open(\"E:\\\\ML\\\\Text Classification Data\\\\stopwords.txt\",\"r\").read().split()\n",
    "len(stop_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_words = []\n",
    "counts = {}\n",
    "\n",
    "for filefolder in os.listdir(path):\n",
    "    for filename in os.listdir(path + \"\\\\\" + filefolder):\n",
    "        \n",
    "        f = open((path + \"\\\\\" + filefolder + \"\\\\\" + filename),\"r\")\n",
    "        file = f.read()\n",
    "        \n",
    "        file = file[file.find('Lines')+10:]\n",
    "        file = file.lower()\n",
    "        \n",
    "        for c in (string.punctuation + string.digits):\n",
    "            \n",
    "            if c == \"'\":\n",
    "                continue\n",
    "            \n",
    "            file = file.replace(c,\" \")\n",
    "            \n",
    "        file_words = file.split()\n",
    "        \n",
    "        words = []\n",
    "        for word in file_words:\n",
    "            \n",
    "            if len(word) > 3:\n",
    "                if word.isdigit() == False:\n",
    "                    if word not in stop_words:\n",
    "                        words.append(word)\n",
    "                        if word in counts:\n",
    "                            counts[word] += 1\n",
    "                        else:\n",
    "                            counts[word] = 1\n",
    "        \n",
    "        \n",
    "        total_words.extend(words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total words = 1712540\n",
      "Set of Total words = 99312\n"
     ]
    }
   ],
   "source": [
    "print(\"Total words =\", len(total_words))\n",
    "print(\"Set of Total words =\", len(set(total_words)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating vocabulory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "sorted_by_value = sorted(counts.items(), key = lambda kv: kv[1], reverse=True)\n",
    "\n",
    "sorted_sliced = sorted_by_value[0:6000]         # 6000 words\n",
    "\n",
    "vocabulory = []\n",
    "for item in sorted_sliced:\n",
    "    vocabulory.append(item[0])\n",
    "\n",
    "print(len(vocabulory))\n",
    "vocabulory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating training dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = []\n",
    "output = []\n",
    "\n",
    "for filefolder in os.listdir(path):\n",
    "    for filename in os.listdir(path + \"\\\\\" + filefolder):\n",
    "        \n",
    "        row_data = []\n",
    "        \n",
    "        f = open((path + \"\\\\\" + filefolder + \"\\\\\" + filename),\"r\")\n",
    "        file = f.read()\n",
    "        \n",
    "        file = file[file.find('Lines')+10:]\n",
    "        file = file.lower()\n",
    "        \n",
    "        for c in (string.punctuation + string.digits):\n",
    "            \n",
    "            if c == \"'\":\n",
    "                continue\n",
    "            \n",
    "            file = file.replace(c,\" \")\n",
    "            \n",
    "        file_words = file.split()\n",
    "        \n",
    "        words = []\n",
    "        for word in file_words:\n",
    "            \n",
    "            if len(word) > 3:\n",
    "                if word.isdigit() == False:\n",
    "                    if word not in stop_words:\n",
    "                        words.append(word)\n",
    "        \n",
    "        for word in vocabulory:\n",
    "            \n",
    "            count = words.count(word)\n",
    "            row_data.append(count)\n",
    "            \n",
    "        data.append(row_data)\n",
    "        \n",
    "        output.append(filefolder)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</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>15967</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15968</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15969</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15970</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15971</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15972</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15973</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15974</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15975</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15976</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15977</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15978</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>15979</th>\n",
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       "    </tr>\n",
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       "      <th>15980</th>\n",
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       "    </tr>\n",
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       "      <th>15981</th>\n",
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       "    </tr>\n",
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       "      <th>15982</th>\n",
       "      <td>2</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15997 rows × 6001 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       writes  article  people  time  posting  good  host  message  nntp  \\\n",
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       "...       ...      ...     ...   ...      ...   ...   ...      ...   ...   \n",
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       "15988       2        1       0     0        0     0     0        0     0   \n",
       "15989       1        0       0     0        0     0     0        0     0   \n",
       "15990       1        0       1     1        0     0     0        0     0   \n",
       "15991       3        2       5     0        0     0     0        0     0   \n",
       "15992       1        1       1     0        0     0     0        0     0   \n",
       "15993       2        1       1     0        1     0     1        1     1   \n",
       "15994       1        1       0     0        0     0     0        0     0   \n",
       "15995       0        1       1     0        0     1     0        0     0   \n",
       "15996       1        1       0     0        0     0     0        0     0   \n",
       "\n",
       "       make         ...          divorce  participation  tektronix  \\\n",
       "0         1         ...                0              0          0   \n",
       "1         8         ...                0              0          0   \n",
       "2         0         ...                0              0          0   \n",
       "3         0         ...                0              0          0   \n",
       "4         0         ...                0              0          0   \n",
       "5         4         ...                0              0          0   \n",
       "6         0         ...                0              0          0   \n",
       "7         1         ...                0              0          0   \n",
       "8         0         ...                0              0          0   \n",
       "9         0         ...                0              0          0   \n",
       "10        0         ...                0              0          0   \n",
       "11        0         ...                0              0          0   \n",
       "12        0         ...                0              0          0   \n",
       "13        0         ...                0              0          0   \n",
       "14        0         ...                0              0          0   \n",
       "15        2         ...                0              0          0   \n",
       "16        0         ...                0              0          0   \n",
       "17        0         ...                0              0          0   \n",
       "18        0         ...                0              0          0   \n",
       "19        1         ...                0              0          0   \n",
       "20        1         ...                0              0          0   \n",
       "21        1         ...                0              0          0   \n",
       "22        0         ...                0              0          0   \n",
       "23        0         ...                0              0          0   \n",
       "24        0         ...                0              0          0   \n",
       "25        2         ...                0              0          0   \n",
       "26        0         ...                0              0          0   \n",
       "27        0         ...                0              0          0   \n",
       "28        0         ...                0              0          0   \n",
       "29        0         ...                0              0          0   \n",
       "...     ...         ...              ...            ...        ...   \n",
       "15967     0         ...                0              0          0   \n",
       "15968     0         ...                0              0          0   \n",
       "15969     1         ...                0              0          0   \n",
       "15970     0         ...                0              0          0   \n",
       "15971     1         ...                0              0          0   \n",
       "15972     1         ...                0              0          0   \n",
       "15973     0         ...                0              0          0   \n",
       "15974     0         ...                0              0          0   \n",
       "15975     0         ...                0              0          0   \n",
       "15976     1         ...                0              0          0   \n",
       "15977     1         ...                0              0          0   \n",
       "15978     0         ...                0              0          0   \n",
       "15979     2         ...                0              0          0   \n",
       "15980     1         ...                0              0          0   \n",
       "15981     0         ...                0              0          0   \n",
       "15982     0         ...                0              0          0   \n",
       "15983     1         ...                0              0          0   \n",
       "15984     1         ...                0              0          0   \n",
       "15985     0         ...                0              0          0   \n",
       "15986     0         ...                0              0          0   \n",
       "15987     0         ...                0              0          0   \n",
       "15988     0         ...                0              0          0   \n",
       "15989     2         ...                0              0          0   \n",
       "15990     0         ...                0              0          0   \n",
       "15991     0         ...                0              0          0   \n",
       "15992     0         ...                0              0          0   \n",
       "15993     0         ...                0              0          0   \n",
       "15994     0         ...                0              0          0   \n",
       "15995     0         ...                0              0          0   \n",
       "15996     0         ...                0              0          0   \n",
       "\n",
       "       functional  nervous  knowledgeable  republican  asserted  emotions  \\\n",
       "0               0        0              0           0         0         0   \n",
       "1               0        0              0           0         0         0   \n",
       "2               0        0              0           0         0         0   \n",
       "3               0        0              0           0         0         0   \n",
       "4               0        0              0           0         0         0   \n",
       "5               0        0              0           0         0         0   \n",
       "6               0        0              0           0         0         0   \n",
       "7               0        0              0           0         0         0   \n",
       "8               0        0              0           0         0         0   \n",
       "9               0        0              0           0         0         0   \n",
       "10              0        0              0           0         0         0   \n",
       "11              0        0              0           0         0         0   \n",
       "12              0        0              0           0         0         0   \n",
       "13              0        0              0           0         0         0   \n",
       "14              0        0              0           0         0         0   \n",
       "15              0        0              0           0         0         0   \n",
       "16              0        0              0           0         0         0   \n",
       "17              0        0              0           0         0         0   \n",
       "18              0        0              0           0         0         0   \n",
       "19              0        0              0           0         0         0   \n",
       "20              0        0              0           0         0         0   \n",
       "21              0        0              0           0         0         0   \n",
       "22              0        0              0           0         0         0   \n",
       "23              0        0              0           0         0         0   \n",
       "24              0        0              0           0         0         0   \n",
       "25              0        0              0           0         0         0   \n",
       "26              0        0              0           0         0         0   \n",
       "27              0        0              0           0         0         0   \n",
       "28              0        0              0           0         0         0   \n",
       "29              0        0              0           0         0         0   \n",
       "...           ...      ...            ...         ...       ...       ...   \n",
       "15967           0        0              0           0         0         0   \n",
       "15968           0        0              0           0         0         0   \n",
       "15969           0        0              0           0         0         0   \n",
       "15970           0        0              0           0         0         0   \n",
       "15971           0        0              0           0         0         0   \n",
       "15972           0        0              0           0         0         0   \n",
       "15973           0        0              0           0         0         0   \n",
       "15974           0        0              0           0         0         0   \n",
       "15975           0        0              0           0         0         0   \n",
       "15976           0        0              0           0         0         0   \n",
       "15977           0        0              0           0         0         0   \n",
       "15978           0        0              0           0         0         0   \n",
       "15979           0        0              0           0         0         0   \n",
       "15980           0        0              0           0         0         0   \n",
       "15981           0        0              0           0         0         0   \n",
       "15982           0        0              0           0         0         0   \n",
       "15983           0        0              0           0         0         0   \n",
       "15984           0        0              0           0         0         0   \n",
       "15985           0        0              0           0         0         0   \n",
       "15986           0        0              0           0         0         0   \n",
       "15987           0        0              0           0         0         0   \n",
       "15988           0        0              0           0         0         0   \n",
       "15989           0        0              0           0         0         0   \n",
       "15990           0        0              0           0         0         0   \n",
       "15991           0        0              0           0         0         0   \n",
       "15992           0        0              0           0         0         0   \n",
       "15993           0        0              0           0         0         0   \n",
       "15994           0        0              0           0         0         0   \n",
       "15995           0        0              0           0         0         0   \n",
       "15996           0        0              0           0         0         0   \n",
       "\n",
       "                   Output  \n",
       "0             alt.atheism  \n",
       "1             alt.atheism  \n",
       "2             alt.atheism  \n",
       "3             alt.atheism  \n",
       "4             alt.atheism  \n",
       "5             alt.atheism  \n",
       "6             alt.atheism  \n",
       "7             alt.atheism  \n",
       "8             alt.atheism  \n",
       "9             alt.atheism  \n",
       "10            alt.atheism  \n",
       "11            alt.atheism  \n",
       "12            alt.atheism  \n",
       "13            alt.atheism  \n",
       "14            alt.atheism  \n",
       "15            alt.atheism  \n",
       "16            alt.atheism  \n",
       "17            alt.atheism  \n",
       "18            alt.atheism  \n",
       "19            alt.atheism  \n",
       "20            alt.atheism  \n",
       "21            alt.atheism  \n",
       "22            alt.atheism  \n",
       "23            alt.atheism  \n",
       "24            alt.atheism  \n",
       "25            alt.atheism  \n",
       "26            alt.atheism  \n",
       "27            alt.atheism  \n",
       "28            alt.atheism  \n",
       "29            alt.atheism  \n",
       "...                   ...  \n",
       "15967  talk.religion.misc  \n",
       "15968  talk.religion.misc  \n",
       "15969  talk.religion.misc  \n",
       "15970  talk.religion.misc  \n",
       "15971  talk.religion.misc  \n",
       "15972  talk.religion.misc  \n",
       "15973  talk.religion.misc  \n",
       "15974  talk.religion.misc  \n",
       "15975  talk.religion.misc  \n",
       "15976  talk.religion.misc  \n",
       "15977  talk.religion.misc  \n",
       "15978  talk.religion.misc  \n",
       "15979  talk.religion.misc  \n",
       "15980  talk.religion.misc  \n",
       "15981  talk.religion.misc  \n",
       "15982  talk.religion.misc  \n",
       "15983  talk.religion.misc  \n",
       "15984  talk.religion.misc  \n",
       "15985  talk.religion.misc  \n",
       "15986  talk.religion.misc  \n",
       "15987  talk.religion.misc  \n",
       "15988  talk.religion.misc  \n",
       "15989  talk.religion.misc  \n",
       "15990  talk.religion.misc  \n",
       "15991  talk.religion.misc  \n",
       "15992  talk.religion.misc  \n",
       "15993  talk.religion.misc  \n",
       "15994  talk.religion.misc  \n",
       "15995  talk.religion.misc  \n",
       "15996  talk.religion.misc  \n",
       "\n",
       "[15997 rows x 6001 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfa = np.array(data).reshape(len(data), len(vocabulory))\n",
    "df = pd.DataFrame(dfa)\n",
    "df.columns = vocabulory\n",
    "df[\"Output\"] = output\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"TrainDataFrame.csv\")                # Creating a csv file of the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_path = \"E:\\\\ML\\\\Text Classification Data\\\\data\\\\20_newsgroups_test\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating testing dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "test_data = []\n",
    "test_output = []\n",
    "\n",
    "for filefolder in os.listdir(test_path):\n",
    "    for filename in os.listdir(test_path + \"\\\\\" + filefolder):\n",
    "        \n",
    "        row_data = []\n",
    "        \n",
    "        f = open((test_path + \"\\\\\" + filefolder + \"\\\\\" + filename),\"r\")\n",
    "        file = f.read()\n",
    "        \n",
    "        file = file[file.find('Lines')+10:]\n",
    "        file = file.lower()\n",
    "        \n",
    "        for c in (string.punctuation + string.digits):\n",
    "            \n",
    "            if c == \"'\":\n",
    "                continue\n",
    "            \n",
    "            file = file.replace(c,\" \")\n",
    "            \n",
    "        file_words = file.split()\n",
    "        \n",
    "        words = []\n",
    "        for word in file_words:\n",
    "            \n",
    "            if len(word) > 3:\n",
    "                if word.isdigit() == False:\n",
    "                    if word not in stop_words:\n",
    "                        words.append(word)\n",
    "        \n",
    "        for word in vocabulory:\n",
    "            \n",
    "            count = words.count(word)\n",
    "            row_data.append(count)\n",
    "            \n",
    "        test_data.append(row_data)\n",
    "        \n",
    "        test_output.append(filefolder)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>writes</th>\n",
       "      <th>article</th>\n",
       "      <th>people</th>\n",
       "      <th>time</th>\n",
       "      <th>posting</th>\n",
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       "      <th>make</th>\n",
       "      <th>...</th>\n",
       "      <th>divorce</th>\n",
       "      <th>participation</th>\n",
       "      <th>tektronix</th>\n",
       "      <th>functional</th>\n",
       "      <th>nervous</th>\n",
       "      <th>knowledgeable</th>\n",
       "      <th>republican</th>\n",
       "      <th>asserted</th>\n",
       "      <th>emotions</th>\n",
       "      <th>Output</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
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       "      <td>0</td>\n",
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       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>alt.atheism</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>3970</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3971</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3972</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3973</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3974</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3975</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3976</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3977</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3978</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3979</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3980</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3981</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3982</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3983</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3984</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3985</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3986</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3987</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3988</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3989</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3990</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3991</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3992</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3993</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3994</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3995</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3996</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3997</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3998</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3999</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>talk.religion.misc</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4000 rows × 6001 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      writes  article  people  time  posting  good  host  message  nntp  make  \\\n",
       "0          2        2       0     0        0     0     0        0     0     2   \n",
       "1          2        2       0     0        0     0     0        0     0     1   \n",
       "2          2        2       0     0        0     0     0        0     0     0   \n",
       "3          1        1       0     0        0     0     0        0     0     0   \n",
       "4          1        1       0     1        1     0     1        1     1     1   \n",
       "5          0        0       1     0        1     0     1        1     1     1   \n",
       "6          1        1       1     0        1     0     1        1     1     0   \n",
       "7          3        3       2     0        1     0     0        0     0     1   \n",
       "8          0        0       0     0        0     0     0        0     0     0   \n",
       "9          1        1       0     0        0     0     0        0     0     1   \n",
       "10         2        2       1     1        0     1     0        0     0     1   \n",
       "11         3        2       5     1        0     2     0        0     0     0   \n",
       "12         1        1       0     0        0     0     0        0     0     0   \n",
       "13         2        1       0     0        0     0     0        0     0     0   \n",
       "14         0        0       1     1        0     1     0        0     0     1   \n",
       "15         1        1       0     1        0     0     0        0     0     0   \n",
       "16         1        1       1     1        0     0     0        0     0     0   \n",
       "17         2        2       4     2        1     0     1        1     1     2   \n",
       "18         1        1       0     0        0     0     0        0     0     0   \n",
       "19         1        1       1     0        1     0     1        0     1     0   \n",
       "20         0        0       0     0        0     0     0        0     0     0   \n",
       "21         1        0       2     1        0     1     0        0     0     3   \n",
       "22         1        0       0     0        1     0     1        1     1     0   \n",
       "23         1        0       0     0        1     0     1        1     1     0   \n",
       "24         1        1       0     0        0     1     0        0     0     0   \n",
       "25         1        1       3     0        1     0     1        1     1     0   \n",
       "26         1        2       5     2        0     4     0        0     0     1   \n",
       "27         1        1       0     0        0     2     0        0     0     0   \n",
       "28         0        0       1     1        0     1     0        0     0     0   \n",
       "29         2        2       1     0        0     1     0        0     0     0   \n",
       "...      ...      ...     ...   ...      ...   ...   ...      ...   ...   ...   \n",
       "3970       2        1       2     1        1     0     1        1     1     0   \n",
       "3971       0        0       0     0        0     0     0        0     0     0   \n",
       "3972       1        0       0     0        0     0     0        0     0     0   \n",
       "3973       2        2       0     0        1     2     1        1     1     0   \n",
       "3974       0        1       5     0        0     1     0        0     0     0   \n",
       "3975       0        0      12     1        0     1     0        2     0     0   \n",
       "3976       2        1       0     0        0     0     0        0     0     0   \n",
       "3977       2        1       0     0        1     0     1        1     1     0   \n",
       "3978       2        3       0     0        1     0     1        1     1     0   \n",
       "3979       2        2       0     1        1     1     1        1     1     0   \n",
       "3980       3        3       1     0        1     1     1        1     1     0   \n",
       "3981       2        2       0     0        0     0     0        0     0     0   \n",
       "3982       3        3       0     0        1     2     1        1     1     0   \n",
       "3983       1        1       0     0        1     0     1        1     1     1   \n",
       "3984       3        4       2     0        1     0     1        1     1     0   \n",
       "3985       2        2       1     0        1     0     1        1     1     0   \n",
       "3986       0        0       1     0        0     0     0        0     0     0   \n",
       "3987       1        0       1     0        0     0     0        0     0     0   \n",
       "3988       1        2       1     0        1     0     1        1     1     1   \n",
       "3989       1        1       1     0        0     0     0        0     0     0   \n",
       "3990       1        0       1     0        1     1     1        2     1     0   \n",
       "3991       4        4       2     1        1     1     1        0     1     0   \n",
       "3992       2        2       4     1        1     0     1        0     1     1   \n",
       "3993       2        2       1     0        1     1     1        1     1     0   \n",
       "3994       1        1       0     0        1     1     1        1     1     0   \n",
       "3995       2        2       0     0        1     1     1        1     1     0   \n",
       "3996       3        2       0     0        1     0     1        1     1     0   \n",
       "3997       1        1       0     0        1     0     1        1     1     0   \n",
       "3998       1        1       0     0        1     0     1        1     1     1   \n",
       "3999       1        1       0     0        1     1     1        1     1     0   \n",
       "\n",
       "             ...          divorce  participation  tektronix  functional  \\\n",
       "0            ...                0              0          0           0   \n",
       "1            ...                0              0          0           0   \n",
       "2            ...                0              0          0           0   \n",
       "3            ...                0              0          0           0   \n",
       "4            ...                0              0          0           0   \n",
       "5            ...                0              0          0           0   \n",
       "6            ...                0              0          0           0   \n",
       "7            ...                0              0          0           0   \n",
       "8            ...                0              0          0           0   \n",
       "9            ...                0              0          0           0   \n",
       "10           ...                0              0          0           0   \n",
       "11           ...                0              0          0           0   \n",
       "12           ...                0              0          0           0   \n",
       "13           ...                0              0          0           0   \n",
       "14           ...                0              0          0           0   \n",
       "15           ...                0              0          0           0   \n",
       "16           ...                0              0          0           0   \n",
       "17           ...                0              0          0           0   \n",
       "18           ...                0              0          0           0   \n",
       "19           ...                0              0          0           0   \n",
       "20           ...                0              0          0           0   \n",
       "21           ...                0              0          0           0   \n",
       "22           ...                0              0          0           0   \n",
       "23           ...                0              0          0           0   \n",
       "24           ...                0              0          0           0   \n",
       "25           ...                0              0          0           0   \n",
       "26           ...                0              0          0           0   \n",
       "27           ...                0              0          0           0   \n",
       "28           ...                0              0          0           0   \n",
       "29           ...                0              0          0           0   \n",
       "...          ...              ...            ...        ...         ...   \n",
       "3970         ...                0              0          0           1   \n",
       "3971         ...                0              0          0           0   \n",
       "3972         ...                0              0          0           0   \n",
       "3973         ...                0              0          0           0   \n",
       "3974         ...                0              0          0           0   \n",
       "3975         ...                0              0          0           0   \n",
       "3976         ...                0              0          0           0   \n",
       "3977         ...                0              0          0           0   \n",
       "3978         ...                0              0          0           0   \n",
       "3979         ...                0              0          0           0   \n",
       "3980         ...                0              0          0           0   \n",
       "3981         ...                0              0          0           0   \n",
       "3982         ...                0              0          0           0   \n",
       "3983         ...                0              0          0           0   \n",
       "3984         ...                0              0          0           0   \n",
       "3985         ...                0              0          0           0   \n",
       "3986         ...                0              0          0           0   \n",
       "3987         ...                0              0          0           0   \n",
       "3988         ...                0              0          0           0   \n",
       "3989         ...                0              0          0           0   \n",
       "3990         ...                0              0          0           0   \n",
       "3991         ...                0              0          0           0   \n",
       "3992         ...                0              0          0           0   \n",
       "3993         ...                0              0          0           0   \n",
       "3994         ...                0              0          0           0   \n",
       "3995         ...                0              0          0           0   \n",
       "3996         ...                0              0          0           0   \n",
       "3997         ...                0              0          0           0   \n",
       "3998         ...                0              0          0           0   \n",
       "3999         ...                0              0          0           0   \n",
       "\n",
       "      nervous  knowledgeable  republican  asserted  emotions  \\\n",
       "0           0              0           0         0         0   \n",
       "1           0              0           0         0         0   \n",
       "2           0              0           0         0         0   \n",
       "3           0              0           0         0         0   \n",
       "4           0              0           0         0         0   \n",
       "5           0              0           0         0         0   \n",
       "6           0              0           0         0         0   \n",
       "7           0              0           0         0         0   \n",
       "8           0              0           0         0         0   \n",
       "9           0              0           0         0         0   \n",
       "10          0              0           0         0         0   \n",
       "11          0              0           0         0         0   \n",
       "12          0              0           0         0         0   \n",
       "13          0              0           0         0         0   \n",
       "14          0              0           0         0         0   \n",
       "15          0              0           0         0         0   \n",
       "16          0              0           0         0         0   \n",
       "17          0              0           0         0         0   \n",
       "18          0              0           0         0         0   \n",
       "19          0              0           0         0         0   \n",
       "20          0              0           0         0         0   \n",
       "21          0              0           0         0         0   \n",
       "22          0              0           0         0         0   \n",
       "23          0              0           0         0         0   \n",
       "24          0              0           0         0         0   \n",
       "25          0              0           0         0         0   \n",
       "26          0              0           0         0         0   \n",
       "27          0              0           0         0         0   \n",
       "28          0              0           0         0         0   \n",
       "29          0              0           0         0         0   \n",
       "...       ...            ...         ...       ...       ...   \n",
       "3970        0              0           0         0         0   \n",
       "3971        0              0           0         0         0   \n",
       "3972        0              0           0         0         0   \n",
       "3973        0              0           0         0         0   \n",
       "3974        0              0           0         0         0   \n",
       "3975        0              0           0         0         0   \n",
       "3976        0              0           0         0         0   \n",
       "3977        0              0           0         0         0   \n",
       "3978        0              0           0         0         0   \n",
       "3979        0              0           0         0         0   \n",
       "3980        0              0           0         0         0   \n",
       "3981        0              0           0         0         0   \n",
       "3982        0              0           0         0         0   \n",
       "3983        0              0           0         0         0   \n",
       "3984        0              0           0         0         0   \n",
       "3985        0              0           0         0         0   \n",
       "3986        0              0           0         0         0   \n",
       "3987        0              0           0         0         0   \n",
       "3988        1              0           0         0         0   \n",
       "3989        0              0           0         0         0   \n",
       "3990        0              0           0         0         0   \n",
       "3991        0              0           0         0         0   \n",
       "3992        0              0           0         0         0   \n",
       "3993        0              0           0         0         0   \n",
       "3994        0              0           0         0         0   \n",
       "3995        0              0           0         0         0   \n",
       "3996        0              0           0         0         0   \n",
       "3997        0              0           0         0         0   \n",
       "3998        0              0           0         0         0   \n",
       "3999        0              0           0         0         0   \n",
       "\n",
       "                  Output  \n",
       "0            alt.atheism  \n",
       "1            alt.atheism  \n",
       "2            alt.atheism  \n",
       "3            alt.atheism  \n",
       "4            alt.atheism  \n",
       "5            alt.atheism  \n",
       "6            alt.atheism  \n",
       "7            alt.atheism  \n",
       "8            alt.atheism  \n",
       "9            alt.atheism  \n",
       "10           alt.atheism  \n",
       "11           alt.atheism  \n",
       "12           alt.atheism  \n",
       "13           alt.atheism  \n",
       "14           alt.atheism  \n",
       "15           alt.atheism  \n",
       "16           alt.atheism  \n",
       "17           alt.atheism  \n",
       "18           alt.atheism  \n",
       "19           alt.atheism  \n",
       "20           alt.atheism  \n",
       "21           alt.atheism  \n",
       "22           alt.atheism  \n",
       "23           alt.atheism  \n",
       "24           alt.atheism  \n",
       "25           alt.atheism  \n",
       "26           alt.atheism  \n",
       "27           alt.atheism  \n",
       "28           alt.atheism  \n",
       "29           alt.atheism  \n",
       "...                  ...  \n",
       "3970  talk.religion.misc  \n",
       "3971  talk.religion.misc  \n",
       "3972  talk.religion.misc  \n",
       "3973  talk.religion.misc  \n",
       "3974  talk.religion.misc  \n",
       "3975  talk.religion.misc  \n",
       "3976  talk.religion.misc  \n",
       "3977  talk.religion.misc  \n",
       "3978  talk.religion.misc  \n",
       "3979  talk.religion.misc  \n",
       "3980  talk.religion.misc  \n",
       "3981  talk.religion.misc  \n",
       "3982  talk.religion.misc  \n",
       "3983  talk.religion.misc  \n",
       "3984  talk.religion.misc  \n",
       "3985  talk.religion.misc  \n",
       "3986  talk.religion.misc  \n",
       "3987  talk.religion.misc  \n",
       "3988  talk.religion.misc  \n",
       "3989  talk.religion.misc  \n",
       "3990  talk.religion.misc  \n",
       "3991  talk.religion.misc  \n",
       "3992  talk.religion.misc  \n",
       "3993  talk.religion.misc  \n",
       "3994  talk.religion.misc  \n",
       "3995  talk.religion.misc  \n",
       "3996  talk.religion.misc  \n",
       "3997  talk.religion.misc  \n",
       "3998  talk.religion.misc  \n",
       "3999  talk.religion.misc  \n",
       "\n",
       "[4000 rows x 6001 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_dfa = np.array(test_data).reshape(len(test_data), len(vocabulory))\n",
    "test_df = pd.DataFrame(test_dfa)\n",
    "test_df.columns = vocabulory\n",
    "test_df[\"Output\"] = test_output\n",
    "test_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_df.to_csv(\"TestDataFrame.csv\")                 # Creating a csv file of the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((15997, 6000), (15997,), (4000, 6000), (4000,))"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train = df[df.columns[0:-1]]\n",
    "y_train = df[df.columns[-1]]\n",
    "x_test = test_df[test_df.columns[0:-1]]\n",
    "y_test = test_df[test_df.columns[-1]]\n",
    "\n",
    "x_train.shape, y_train.shape, x_test.shape, y_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Applying sklearn Multinomial Naive Bayes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mnb = MultinomialNB()\n",
    "mnb.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.74725"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mnb.score(x_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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   "pygments_lexer": "ipython3",
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