{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using the latest cached version of the module from C:\\Users\\ericr\\.cache\\huggingface\\modules\\datasets_modules\\datasets\\steamcyclone--Pill_Ideologies-Post_Titles\\793a6b87307104ca492b65c5a82ea97d785585b22683f670e677e61876e2166c (last modified on Tue Mar 19 04:37:51 2024) since it couldn't be found locally at steamcyclone/Pill_Ideologies-Post_Titles, or remotely on the Hugging Face Hub.\n"
     ]
    }
   ],
   "source": [
    "import datasets\n",
    "\n",
    "test = datasets.load_dataset(\"steamcyclone/Pill_Ideologies-Post_Titles\", trust_remote_code=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatasetDict({\n",
       "    train: Dataset({\n",
       "        features: ['subreddit', 'id', 'title', 'text', 'url', 'score', 'date', 'subreddit_subscribers', 'num_comments', 'ups', 'downs', 'upvote_ratio', 'is_video'],\n",
       "        num_rows: 5123\n",
       "    })\n",
       "    validation: Dataset({\n",
       "        features: ['subreddit', 'id', 'title', 'text', 'url', 'score', 'date', 'subreddit_subscribers', 'num_comments', 'ups', 'downs', 'upvote_ratio', 'is_video'],\n",
       "        num_rows: 1281\n",
       "    })\n",
       "    test: Dataset({\n",
       "        features: ['subreddit', 'id', 'title', 'text', 'url', 'score', 'date', 'subreddit_subscribers', 'num_comments', 'ups', 'downs', 'upvote_ratio', 'is_video'],\n",
       "        num_rows: 712\n",
       "    })\n",
       "})"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Concatenate the Datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.DataFrame(test[\"train\"])\n",
    "validation = pd.DataFrame(test[\"validation\"])\n",
    "test = pd.DataFrame(test[\"test\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# concatenate all the dataframes\n",
    "\n",
    "df = pd.concat([train, validation, test])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape == (len(train) + len(validation) + len(test), len(train.columns))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "# preparing feature engineering by targetting mentions of words\n",
    "gendered_words_men = [\"boy\", \"boys\", \"man\", \"men\", \"guy\", \"guys\", \"he\", \"him\", \"his\"]\n",
    "gendered_words_father = [\"father\", \"dad\", \"daddy\"]\n",
    "gendered_words_brother = [\"brother\", \"brothers\"]\n",
    "gendered_words_son = [\"son\", \"sons\"]\n",
    "gendered_words_uncle = [\"uncle\", \"uncles\"]\n",
    "gendered_words_nephew = [\"nephew\", \"nephews\"]\n",
    "gendered_words_husband = [\"husband\", \"husbands\", \"spouse\", \"spouses\"]\n",
    "gendered_words_boyfriend = [\"boyfriend\", \"boyfriends\", \"partner\", \"partners\"]\n",
    "\n",
    "gendered_words_women = [\n",
    "    \"women\",\n",
    "    \"woman\",\n",
    "    \"girl\",\n",
    "    \"girls\",\n",
    "    \"she\",\n",
    "    \"her\",\n",
    "    \"hers\",\n",
    "    \"lady\",\n",
    "    \"ladies\",\n",
    "]\n",
    "gendered_words_mother = [\n",
    "    \"mother\",\n",
    "    \"mothers\",\n",
    "    \"mom\",\n",
    "    \"moms\",\n",
    "    \"mama\",\n",
    "    \"mamas\",\n",
    "    \"mum\",\n",
    "    \"mommy\",\n",
    "    \"mommies\",\n",
    "]\n",
    "gendered_words_sister = [\"sister\", \"sisters\"]\n",
    "gendered_words_daughter = [\"daughter\", \"daughters\"]\n",
    "gendered_words_aunt = [\"aunt\", \"aunts\"]\n",
    "gendered_words_niece = [\"niece\", \"nieces\"]\n",
    "gendered_words_wife = [\"wife\", \"wives\", \"spouse\", \"spouses\"]\n",
    "gendered_words_girlfriend = [\"girlfriend\", \"girlfriends\", \"partner\", \"partners\"]\n",
    "\n",
    "# physical relations\n",
    "sex_words = [\"sex\", \"sexual\", \"sexual\", \"intercourse\", \"intimacy\", \"intimate\"]\n",
    "female_organs_words = [\"breasts\", \"boobs\", \"vagina\", \"pussy\", \"vulva\", \"clitoris\"]\n",
    "male_organ_words = [\"penis\", \"cock\", \"dick\", \"balls\", \"testicles\"]\n",
    "pregnancy_words = [\n",
    "    \"pregnancy\",\n",
    "    \"pregnant\",\n",
    "    \"conceive\",\n",
    "    \"conception\",\n",
    "    \"conceiving\",\n",
    "    \"conceived\",\n",
    "    \"miscarriage\",\n",
    "    \"miscarry\",\n",
    "    \"miscarried\",\n",
    "    \"miscarrying\",\n",
    "    \"abortion\",\n",
    "    \"abort\",\n",
    "    \"aborted\",\n",
    "    \"aborting\",\n",
    "    \"abortions\",\n",
    "]\n",
    "menstrual_words = [\"period\", \"menstruation\", \"menstrual\", \"cramps\"]\n",
    "love_words = [\n",
    "    \"love\",\n",
    "    \"loves\",\n",
    "    \"loved\",\n",
    "    \"loving\",\n",
    "    \"lover\",\n",
    "    \"lovers\",\n",
    "    \"lovable\",\n",
    "    \"loveable\",\n",
    "    \"lovingly\",\n",
    "    \"unloved\",\n",
    "    \"beloved\",\n",
    "    \"loveless\",\n",
    "    \"lovesick\",\n",
    "    \"self-love\",\n",
    "]\n",
    "romance_words = [\n",
    "    'romance',\n",
    "    \"romantic\",\n",
    "    \"romantically\",\n",
    "    \"romanticism\",\n",
    "    \"romanticist\",\n",
    "    \"romanticize\",\n",
    "    \"romanticized\",\n",
    "    \"romanticizing\",\n",
    "    \"romanticization\",\n",
    "    \"romanticised\",\n",
    "    \"romanticising\",\n",
    "    \"romanticise\",\n",
    "]\n",
    "\n",
    "self_words = [\n",
    "    \"i\",\n",
    "    \"me\",\n",
    "    \"my\",\n",
    "    \"mine\",\n",
    "    \"myself\",\n",
    "    \"self\",\n",
    "    \"mine\"]\n",
    "\n",
    "social_media_websites = [\n",
    "    \"facebook\",\n",
    "    \"instagram\",\n",
    "    \"twitter\",\n",
    "    \"linkedIn\",\n",
    "    \"snapchat\",\n",
    "    \"tikTok\",\n",
    "    \"pinterest\",\n",
    "    \"reddit\",\n",
    "    \"youTube\",\n",
    "    \"whatsapp\",\n",
    "    \"wechat\",\n",
    "    \"telegram\",\n",
    "    \"tumblr\",\n",
    "    \"discord\",\n",
    "    \"clubhouse\",\n",
    "    \"twitch\",\n",
    "    \"vine\",\n",
    "    \"Myspace\"\n",
    "]\n",
    "\n",
    "otherness = ['he', 'him', 'her', 'she', 'they', 'them', 'it', 'its', 'their', 'theirs']\n",
    "\n",
    "togetherness = ['our', 'ours', 'us', 'we', 'ourselves']\n",
    "\n",
    "negative_male = [\"ass\", \"asshole\", \"jerk\", \"dick\"]\n",
    "negative_female = [\"bitch\", \"whore\", \"whores\", \"hoe\", \"hoes\"]\n",
    "\n",
    "\n",
    "total_male_list = gendered_words_men + gendered_words_father + gendered_words_brother + gendered_words_son + gendered_words_uncle + gendered_words_nephew + gendered_words_husband + gendered_words_boyfriend + male_organ_words\n",
    "total_female_list = gendered_words_women + gendered_words_mother + gendered_words_sister + gendered_words_daughter + gendered_words_aunt + gendered_words_niece + gendered_words_wife + menstrual_words + pregnancy_words + female_organs_words + gendered_words_girlfriend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['title_processed'] = df['title'].str.lower()\n",
    "df['title_processed'] = df['title_processed'].str.replace('[^\\w\\s]','')\n",
    "df['title_split'] = df['title_processed'].str.split()\n",
    "df['title_count'] = df['title_split'].apply(len)\n",
    "\n",
    "\n",
    "df['text_processed'] = df['text'].str.lower()\n",
    "df['text_processed'] = df['text_processed'].str.replace('[^\\w\\s]','')\n",
    "df['text_split'] = df['text_processed'].str.split()\n",
    "df['text_count'] = df['text_split'].apply(len)\n",
    "\n",
    "# remove stopwords\n",
    "stop = stopwords.words('english')\n",
    "df['title_split'] = df['title_split'].apply(lambda x: [item for item in x if item not in stop])\n",
    "df['text_split'] = df['text_split'].apply(lambda x: [item for item in x if item not in stop])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                 [casual, sex, perceived, men, women]\n",
       "1         [wrong, \"settle\", can't, get, really, want?]\n",
       "2    [anyone, else, annoyed, seeing, valentines, po...\n",
       "3                [60, dod, 2019, -, official, kickoff]\n",
       "4                          [go, getting, relationship]\n",
       "Name: title_split, dtype: object"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['title_split'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subreddit</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "      <th>url</th>\n",
       "      <th>score</th>\n",
       "      <th>date</th>\n",
       "      <th>subreddit_subscribers</th>\n",
       "      <th>num_comments</th>\n",
       "      <th>ups</th>\n",
       "      <th>...</th>\n",
       "      <th>title_I_count</th>\n",
       "      <th>text_I_count</th>\n",
       "      <th>title_i_count</th>\n",
       "      <th>text_i_count</th>\n",
       "      <th>title_facebook_count</th>\n",
       "      <th>text_facebook_count</th>\n",
       "      <th>title_he_count</th>\n",
       "      <th>text_he_count</th>\n",
       "      <th>title_our_count</th>\n",
       "      <th>text_our_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PurplePillDebate</td>\n",
       "      <td>1bbj8lq</td>\n",
       "      <td>How casual sex is perceived for men and women</td>\n",
       "      <td>In regards to the famous double standard (how ...</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>1.710100e+09</td>\n",
       "      <td>127329</td>\n",
       "      <td>199</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PurplePillDebate</td>\n",
       "      <td>1aigdg6</td>\n",
       "      <td>Is it wrong to \"settle\" because you can't get ...</td>\n",
       "      <td>I wanted to discuss this from the **male's per...</td>\n",
       "      <td></td>\n",
       "      <td>33</td>\n",
       "      <td>1.707024e+09</td>\n",
       "      <td>127329</td>\n",
       "      <td>360</td>\n",
       "      <td>33</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ForeverAloneWomen</td>\n",
       "      <td>1aqwejo</td>\n",
       "      <td>Is anyone else annoyed by seeing all the valen...</td>\n",
       "      <td>I removed instagram and facebook from my phone...</td>\n",
       "      <td></td>\n",
       "      <td>54</td>\n",
       "      <td>1.707941e+09</td>\n",
       "      <td>22857</td>\n",
       "      <td>5</td>\n",
       "      <td>54</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>marriedredpill</td>\n",
       "      <td>b45byj</td>\n",
       "      <td>60 DoD 2019 - Official kickoff</td>\n",
       "      <td>Rejoice, for 60 DoD 2019 is finally here! I kn...</td>\n",
       "      <td></td>\n",
       "      <td>60</td>\n",
       "      <td>1.553263e+09</td>\n",
       "      <td>50459</td>\n",
       "      <td>50</td>\n",
       "      <td>60</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ForeverAloneWomen</td>\n",
       "      <td>18uwb2f</td>\n",
       "      <td>How do I go about getting in a relationship</td>\n",
       "      <td>I 21 tried to date for years...and so far ive ...</td>\n",
       "      <td></td>\n",
       "      <td>24</td>\n",
       "      <td>1.703988e+09</td>\n",
       "      <td>22857</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>0</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>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 76 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           subreddit       id  \\\n",
       "0   PurplePillDebate  1bbj8lq   \n",
       "1   PurplePillDebate  1aigdg6   \n",
       "2  ForeverAloneWomen  1aqwejo   \n",
       "3     marriedredpill   b45byj   \n",
       "4  ForeverAloneWomen  18uwb2f   \n",
       "\n",
       "                                               title  \\\n",
       "0      How casual sex is perceived for men and women   \n",
       "1  Is it wrong to \"settle\" because you can't get ...   \n",
       "2  Is anyone else annoyed by seeing all the valen...   \n",
       "3                     60 DoD 2019 - Official kickoff   \n",
       "4        How do I go about getting in a relationship   \n",
       "\n",
       "                                                text url  score          date  \\\n",
       "0  In regards to the famous double standard (how ...          0  1.710100e+09   \n",
       "1  I wanted to discuss this from the **male's per...         33  1.707024e+09   \n",
       "2  I removed instagram and facebook from my phone...         54  1.707941e+09   \n",
       "3  Rejoice, for 60 DoD 2019 is finally here! I kn...         60  1.553263e+09   \n",
       "4  I 21 tried to date for years...and so far ive ...         24  1.703988e+09   \n",
       "\n",
       "   subreddit_subscribers  num_comments  ups  ...  title_I_count  text_I_count  \\\n",
       "0                 127329           199    0  ...              0             0   \n",
       "1                 127329           360   33  ...              0             0   \n",
       "2                  22857             5   54  ...              0             3   \n",
       "3                  50459            50   60  ...              0             0   \n",
       "4                  22857            31   24  ...              0             3   \n",
       "\n",
       "   title_i_count text_i_count title_facebook_count text_facebook_count  \\\n",
       "0              0            0                    0                   0   \n",
       "1              0            0                    0                   0   \n",
       "2              0            0                    0                   2   \n",
       "3              0            0                    0                   0   \n",
       "4              0            0                    0                   0   \n",
       "\n",
       "   title_he_count text_he_count title_our_count  text_our_count  \n",
       "0               0             0               0               0  \n",
       "1               0             0               0               0  \n",
       "2               0             0               0               0  \n",
       "3               0             0               0               0  \n",
       "4               0             0               0               0  \n",
       "\n",
       "[5 rows x 76 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_words(text_word_list, category_words):\n",
    "    \"\"\"To extract the count of specific categories in a text\"\"\"\n",
    "    count = 0\n",
    "    for word in text_word_list:\n",
    "        if word in category_words:\n",
    "            count += 1\n",
    "    return count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "# count the number of gendered words in the title\n",
    "\n",
    "categories_list = [gendered_words_men, gendered_words_father, gendered_words_brother, gendered_words_son, gendered_words_uncle, gendered_words_nephew, gendered_words_husband, gendered_words_boyfriend,\n",
    "                   gendered_words_women, gendered_words_mother, gendered_words_sister, gendered_words_daughter, gendered_words_aunt, gendered_words_niece, gendered_words_wife, gendered_words_girlfriend,\n",
    "                   sex_words, female_organs_words, male_organ_words, pregnancy_words, menstrual_words, love_words, romance_words, self_words, social_media_websites, otherness, togetherness, total_female_list, total_male_list, negative_male, negative_female]\n",
    "\n",
    "for category in categories_list:\n",
    "    df[\"title_\"+category[0]+\"_count\"] = df['title_split'].apply(count_words, category_words=category)\n",
    "    df[\"text_\"+category[0]+\"_count\"] = df['text_split'].apply(count_words, category_words=category)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subreddit</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "      <th>url</th>\n",
       "      <th>score</th>\n",
       "      <th>date</th>\n",
       "      <th>subreddit_subscribers</th>\n",
       "      <th>num_comments</th>\n",
       "      <th>ups</th>\n",
       "      <th>...</th>\n",
       "      <th>title_facebook_count</th>\n",
       "      <th>text_facebook_count</th>\n",
       "      <th>title_he_count</th>\n",
       "      <th>text_he_count</th>\n",
       "      <th>title_our_count</th>\n",
       "      <th>text_our_count</th>\n",
       "      <th>title_ass_count</th>\n",
       "      <th>text_ass_count</th>\n",
       "      <th>title_bitch_count</th>\n",
       "      <th>text_bitch_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PurplePillDebate</td>\n",
       "      <td>1bbj8lq</td>\n",
       "      <td>How casual sex is perceived for men and women</td>\n",
       "      <td>In regards to the famous double standard (how ...</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>1.710100e+09</td>\n",
       "      <td>127329</td>\n",
       "      <td>199</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PurplePillDebate</td>\n",
       "      <td>1aigdg6</td>\n",
       "      <td>Is it wrong to \"settle\" because you can't get ...</td>\n",
       "      <td>I wanted to discuss this from the **male's per...</td>\n",
       "      <td></td>\n",
       "      <td>33</td>\n",
       "      <td>1.707024e+09</td>\n",
       "      <td>127329</td>\n",
       "      <td>360</td>\n",
       "      <td>33</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ForeverAloneWomen</td>\n",
       "      <td>1aqwejo</td>\n",
       "      <td>Is anyone else annoyed by seeing all the valen...</td>\n",
       "      <td>I removed instagram and facebook from my phone...</td>\n",
       "      <td></td>\n",
       "      <td>54</td>\n",
       "      <td>1.707941e+09</td>\n",
       "      <td>22857</td>\n",
       "      <td>5</td>\n",
       "      <td>54</td>\n",
       "      <td>...</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>marriedredpill</td>\n",
       "      <td>b45byj</td>\n",
       "      <td>60 DoD 2019 - Official kickoff</td>\n",
       "      <td>Rejoice, for 60 DoD 2019 is finally here! I kn...</td>\n",
       "      <td></td>\n",
       "      <td>60</td>\n",
       "      <td>1.553263e+09</td>\n",
       "      <td>50459</td>\n",
       "      <td>50</td>\n",
       "      <td>60</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ForeverAloneWomen</td>\n",
       "      <td>18uwb2f</td>\n",
       "      <td>How do I go about getting in a relationship</td>\n",
       "      <td>I 21 tried to date for years...and so far ive ...</td>\n",
       "      <td></td>\n",
       "      <td>24</td>\n",
       "      <td>1.703988e+09</td>\n",
       "      <td>22857</td>\n",
       "      <td>31</td>\n",
       "      <td>24</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>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           subreddit       id  \\\n",
       "0   PurplePillDebate  1bbj8lq   \n",
       "1   PurplePillDebate  1aigdg6   \n",
       "2  ForeverAloneWomen  1aqwejo   \n",
       "3     marriedredpill   b45byj   \n",
       "4  ForeverAloneWomen  18uwb2f   \n",
       "\n",
       "                                               title  \\\n",
       "0      How casual sex is perceived for men and women   \n",
       "1  Is it wrong to \"settle\" because you can't get ...   \n",
       "2  Is anyone else annoyed by seeing all the valen...   \n",
       "3                     60 DoD 2019 - Official kickoff   \n",
       "4        How do I go about getting in a relationship   \n",
       "\n",
       "                                                text url  score          date  \\\n",
       "0  In regards to the famous double standard (how ...          0  1.710100e+09   \n",
       "1  I wanted to discuss this from the **male's per...         33  1.707024e+09   \n",
       "2  I removed instagram and facebook from my phone...         54  1.707941e+09   \n",
       "3  Rejoice, for 60 DoD 2019 is finally here! I kn...         60  1.553263e+09   \n",
       "4  I 21 tried to date for years...and so far ive ...         24  1.703988e+09   \n",
       "\n",
       "   subreddit_subscribers  num_comments  ups  ...  title_facebook_count  \\\n",
       "0                 127329           199    0  ...                     0   \n",
       "1                 127329           360   33  ...                     0   \n",
       "2                  22857             5   54  ...                     0   \n",
       "3                  50459            50   60  ...                     0   \n",
       "4                  22857            31   24  ...                     0   \n",
       "\n",
       "   text_facebook_count  title_he_count text_he_count title_our_count  \\\n",
       "0                    0               0             0               0   \n",
       "1                    0               0             0               0   \n",
       "2                    2               0             0               0   \n",
       "3                    0               0             0               0   \n",
       "4                    0               0             0               0   \n",
       "\n",
       "  text_our_count  title_ass_count text_ass_count title_bitch_count  \\\n",
       "0              0                0              0                 0   \n",
       "1              0                0              0                 0   \n",
       "2              0                0              0                 0   \n",
       "3              0                0              0                 0   \n",
       "4              0                0              0                 0   \n",
       "\n",
       "   text_bitch_count  \n",
       "0                 0  \n",
       "1                 0  \n",
       "2                 0  \n",
       "3                 0  \n",
       "4                 0  \n",
       "\n",
       "[5 rows x 80 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "subreddit\n",
       "TheBluePill           998\n",
       "PurplePillDebate      952\n",
       "RedPillWomen          931\n",
       "RedPillWives          912\n",
       "ForeverAloneWomen     886\n",
       "marriedredpill        838\n",
       "Feminism              831\n",
       "askMRP                731\n",
       "theredpillrebooted     37\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['subreddit'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Categorize\n",
    "df['subreddit_ideology'] = df['subreddit'].str.replace(\"marriedredpill\", \"RedPillMen\")\n",
    "# df['subreddit_ideology'] = df['subreddit_ideology'].str.replace(\"RedPillWives\", \"RedPillWomen\")\n",
    "df['subreddit_ideology'] = df['subreddit_ideology'].str.replace(\"askMRP\", \"RedPillMen\")\n",
    "df['subreddit_ideology'] = df['subreddit_ideology'].str.replace(\"theredpillrebooted\", \"RedPillMen\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "subreddit_ideology\n",
       "RedPillMen           1606\n",
       "TheBluePill           998\n",
       "PurplePillDebate      952\n",
       "RedPillWomen          931\n",
       "RedPillWives          912\n",
       "ForeverAloneWomen     886\n",
       "Feminism              831\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['subreddit_ideology'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([998, 952, 931, 912, 886, 838, 831, 731,  37], dtype=int64)"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['subreddit'].value_counts().values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['TheBluePill', 'PurplePillDebate', 'RedPillWomen', 'RedPillWives',\n",
       "       'ForeverAloneWomen', 'marriedredpill', 'Feminism', 'askMRP',\n",
       "       'theredpillrebooted'], dtype=object)"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['subreddit'].value_counts().index.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.bar(df['subreddit'].value_counts().index.values, df['subreddit'].value_counts().values)\n",
    "\n",
    "for index, value in enumerate(df['subreddit'].value_counts()):\n",
    "    plt.text(value, index, str(int(value)))\n",
    "\n",
    "plt.xlabel('Average word count')\n",
    "plt.ylabel('Subreddit')\n",
    "plt.title('Average word count per subreddit')\n",
    "plt.suptitle('Red Pill Groups Have the Most to Say', fontsize=16, fontweight='bold', y = 1.02)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "subreddit_vc = df['subreddit'].value_counts()\n",
    "\n",
    "# Create vertical bar plot\n",
    "plt.barh([name for name in subreddit_vc.index], [wc for wc in subreddit_vc.values])\n",
    "\n",
    "# Add labels to each bar\n",
    "for index, value in enumerate(subreddit_vc):\n",
    "    plt.text(index, value, str(value), ha='center', va='bottom')\n",
    "\n",
    "# Add labels and title\n",
    "plt.xlabel('Subreddits')\n",
    "plt.ylabel('Post Count')\n",
    "plt.title('Blue Pill is the Subreddis')\n",
    "\n",
    "# Rotate x-axis labels if needed\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.barh(avg_wc_per_subreddit.index, avg_wc_per_subreddit.values)\n",
    "\n",
    "for index, value in enumerate(avg_wc_per_subreddit):\n",
    "    plt.text(value, index, str(int(value)))\n",
    "\n",
    "plt.xlabel('Average word count')\n",
    "plt.ylabel('Subreddit')\n",
    "plt.title('Average word count per subreddit')\n",
    "plt.suptitle('Red Pill Groups Have the Most to Say', fontsize=16, fontweight='bold', y = 1.02)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make a barplot of the average word count per subreddit\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "avg_wc_per_subreddit = df.groupby('subreddit')['text_count'].mean()\n",
    "avg_wc_per_subreddit.plot(kind='barh', title='Average Word Count per Subreddit', x='subreddit', y='text_count')\n",
    "plt.suptitle('Red Pill Groups Have the Most to Say', fontsize=16, fontweight='bold', y = 1.02)\n",
    "plt.show()\n",
    "# add count to the barplot\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Average Comment per Subreddit'}, ylabel='subreddit'>"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('subreddit')['num_comments'].mean().plot(kind='barh', title='Average Comment per Subreddit', x='subreddit', y='text_count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "sta663C",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}