subs-text-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f524f515",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "from collections import Counter\n",
    "from tqdm.auto import tqdm\n",
    "from tqdm.notebook import trange, tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "91ad3e2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "tqdm.pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "23535be2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['nature', 'is', 'metal']\n",
      "['penis', 'land']\n",
      "['pen', 'island']\n"
     ]
    }
   ],
   "source": [
    "# from https://gist.github.com/whdc/a67e7447e72df94d5fa7851a88124b73\n",
    "from dataclasses import dataclass\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "wordcount = pd.read_csv('./data/unigram_freq.csv.zip').set_index('word')['count']\n",
    "\n",
    "denom = np.log(wordcount.sum())\n",
    "\n",
    "capboost = 1.\n",
    "\n",
    "@dataclass\n",
    "class State:\n",
    "    score: float\n",
    "    parse: list[str]\n",
    "\n",
    "def tokenize(s):\n",
    "    best = [State(0., [])]\n",
    "\n",
    "    for j in range(1, len(s)+1):\n",
    "        best_j = State(-float('inf'), None)\n",
    "        for i in range(j):\n",
    "            # Use s[i:j] as a word?\n",
    "\n",
    "            boost = capboost if s[i].isupper() else 0.\n",
    "            word = s[i:j].lower()\n",
    "\n",
    "            if word in wordcount.index:\n",
    "                newscore = best[i].score + np.log(wordcount.loc[word]) - denom + boost\n",
    "                if newscore > best_j.score:\n",
    "                    best_j = State(newscore, best[i].parse + [word])\n",
    "\n",
    "            if j - i == 1:\n",
    "                newscore = best[i].score - denom + boost\n",
    "                if newscore > best_j.score:\n",
    "                    best_j = State(newscore, best[i].parse + [word])\n",
    "\n",
    "        best.append(best_j)\n",
    "\n",
    "    return best[-1].parse\n",
    "\n",
    "print(tokenize('natureismetal'))\n",
    "# ['nature', 'is', 'metal']\n",
    "\n",
    "print(tokenize('penisland'))\n",
    "# ['penis', 'land']\n",
    "\n",
    "print(tokenize('penIsland'))\n",
    "# ['pen', 'island']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "569cd0fb",
   "metadata": {},
   "source": [
    "## Load and parse data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "575ce3c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "core_1k_df = pd.read_csv(\"./output/df_070723_1k_with_images_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5a6e00a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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>Unnamed: 0</th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "      <th>created_dt</th>\n",
       "      <th>human_num_members</th>\n",
       "      <th>subreddit_url</th>\n",
       "      <th>image_url</th>\n",
       "      <th>flourish_img_html</th>\n",
       "      <th>rank_str</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,237</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>135.2 thousand</td>\n",
       "      <td>https://www.reddit.com/r/Home</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,833,971</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>41.8 million</td>\n",
       "      <td>https://www.reddit.com/r/AskReddit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>r/mildlyinfuriating</td>\n",
       "      <td>jugkfmghgug</td>\n",
       "      <td>5_2ubgg</td>\n",
       "      <td>5,961,250</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>6.0 million</td>\n",
       "      <td>https://www.reddit.com/r/mildlyinfuriating</td>\n",
       "      <td>https://styles.redditmedia.com/t5_2ubgg/styles...</td>\n",
       "      <td>&lt;img src=\"https://styles.redditmedia.com/t5_2u...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>r/facepalm</td>\n",
       "      <td>/r/facepalm has gone private in protest of the...</td>\n",
       "      <td>5_2r5rp</td>\n",
       "      <td>7,469,361</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>13</td>\n",
       "      <td>years</td>\n",
       "      <td>2010</td>\n",
       "      <td>7.5 million</td>\n",
       "      <td>https://www.reddit.com/r/facepalm</td>\n",
       "      <td>https://styles.redditmedia.com/t5_2r5rp/styles...</td>\n",
       "      <td>&lt;img src=\"https://styles.redditmedia.com/t5_2r...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>r/diablo4</td>\n",
       "      <td>Welcome to the un official Diablo 4 subreddit!...</td>\n",
       "      <td>5_2rzx9</td>\n",
       "      <td>746,468</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "      <td>2011</td>\n",
       "      <td>746.5 thousand</td>\n",
       "      <td>https://www.reddit.com/r/diablo4</td>\n",
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       "      <td>&lt;img src=\"https://styles.redditmedia.com/t5_2r...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                 name  \\\n",
       "0           0               r/Home   \n",
       "1           1          r/AskReddit   \n",
       "2           2  r/mildlyinfuriating   \n",
       "3           3           r/facepalm   \n",
       "4           4            r/diablo4   \n",
       "\n",
       "                                                desc  page_id num_members  \\\n",
       "0  Everything home related: interior design, home...  5_2qs0k     135,237   \n",
       "1  r/AskReddit is the place to ask and answer tho...  5_2qh1i  41,833,971   \n",
       "2                                        jugkfmghgug  5_2ubgg   5,961,250   \n",
       "3  /r/facepalm has gone private in protest of the...  5_2r5rp   7,469,361   \n",
       "4  Welcome to the un official Diablo 4 subreddit!...  5_2rzx9     746,468   \n",
       "\n",
       "   page_nr date_retrieved  age_num age_word  created_dt human_num_members  \\\n",
       "0        0     2023-07-07       14    years        2009    135.2 thousand   \n",
       "1        0     2023-07-07       15    years        2008      41.8 million   \n",
       "2        0     2023-07-07       11    years        2012       6.0 million   \n",
       "3        0     2023-07-07       13    years        2010       7.5 million   \n",
       "4        0     2023-07-07       12    years        2011    746.5 thousand   \n",
       "\n",
       "                                subreddit_url  \\\n",
       "0               https://www.reddit.com/r/Home   \n",
       "1          https://www.reddit.com/r/AskReddit   \n",
       "2  https://www.reddit.com/r/mildlyinfuriating   \n",
       "3           https://www.reddit.com/r/facepalm   \n",
       "4            https://www.reddit.com/r/diablo4   \n",
       "\n",
       "                                           image_url  \\\n",
       "0                                                NaN   \n",
       "1                                                NaN   \n",
       "2  https://styles.redditmedia.com/t5_2ubgg/styles...   \n",
       "3  https://styles.redditmedia.com/t5_2r5rp/styles...   \n",
       "4  https://styles.redditmedia.com/t5_2rzx9/styles...   \n",
       "\n",
       "                                   flourish_img_html  rank_str  \n",
       "0                                                NaN         0  \n",
       "1                                                NaN         1  \n",
       "2  <img src=\"https://styles.redditmedia.com/t5_2u...         2  \n",
       "3  <img src=\"https://styles.redditmedia.com/t5_2r...         3  \n",
       "4  <img src=\"https://styles.redditmedia.com/t5_2r...         4  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_1k_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4da880c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"'Home', 'AskReddit', 'mildlyinfuriating', 'facepalm', 'diablo4', 'therewasanattempt', 'AmItheAsshole', 'Damnthatsinteresting', 'worldnews', 'WhitePeopleTwitter', 'antiwork', 'LivestreamFail', 'NoStupidQuestions', 'gaming', 'leagueoflegends', 'funny', 'AITAH', 'nba', 'pics', 'news', 'doordash', 'PublicFreakout', 'movies', 'UkraineWarVideoReport', 'explainlikeimfive', 'politics', 'pcmasterrace', 'Piracy', 'nextfuckinglevel', 'todayilearned', 'Minecraft', 'soccer', 'Genshin_Impact_Leaks', 'CrazyFuckingVideos', 'Genshin_Impact', 'memes', 'meirl', 'TikTokCringe', 'ukraine', 'Unexpected', 'ChatGPT', 'CombatFootage', 'LifeProTips', 'WTF', 'unpopularopinion', 'buildapc', 'tifu', 'personalfinance', 'shittytattoos', 'relationship_advice', 'Serverlife', 'BestofRedditorUpdates', 'OnePiece', 'anime', 'TwoXChromosomes', 'HonkaiStarRail', 'ffxiv', '2007scape', 'wow', 'wallstreetbets', 'Tinder', 'OldSchoolCool', 'doordash_drivers', 'MadeMeSmile', 'Steam', 'tumblr', 'pcgaming', 'StupidFood', 'legaladvice', 'manga', 'HolUp', 'PeterExplainsTheJoke', 'SteamDeck', 'StableDiffusion', 'amiugly', 'GlobalOffensive', 'formula1', 'ask', 'LegalAdviceUK', 'Games', 'TwoHotTakes', 'europe', 'Diablo', 'DnD', 'sysadmin', 'BrandNewSentence', 'NonCredibleDefense', 'popculturechat', 'feedthebeast', 'AskMen', 'discordapp', 'DotA2', 'Eldenring', 'MaliciousCompliance', 'Fauxmoi', 'television', 'PersonalFinanceCanada', 'travel', 'FashionReps', 'maybemaybemaybe', 'Whatcouldgowrong', 'DestinyTheGame', 'BlackPeopleTwitter', 'technology', 'pettyrevenge', 'classicwow', 'BeAmazed', 'entertainment', 'oddlyterrifying', 'UkrainianConflict', 'TrueOffMyChest', 'PiratedGames', 'VALORANT', 'SquaredCircle', 'tearsofthekingdom', 'greentext', 'CrackWatch', 'dankmemes', 'sex', 'deadbydaylight', 'Jokes', 'teenagers', 'Hololive', 'UFOs', 'TooAfraidToAsk', 'wholesomememes', 'MapPorn', 'legaladvicecanada', 'HonkaiStarRail_leaks', 'Weird', 'skyrimmods', 'cscareerquestions', 'Destiny', 'shitposting', 'videos', 'NintendoSwitch', 'pathofexile', 'australia', 'OutOfTheLoop', 'zelda', 'bald', 'InstacartShoppers', 'Animemes', 'Amd', 'AskUK', 'TaylorSwift', 'ATBGE', 'midjourney', 'dataisbeautiful', 'StreetFighter', 'UberEATS', 'magicTCG', 'GamingLeaksAndRumours', 'anime_irl', 'Overwatch', 'cats', 'de', 'Spiderman', 'marvelstudios', 'nvidia', 'dndnext', 'RoastMe', 'oddlysatisfying', 'Philippines', 'projectzomboid', 'blackdesertonline', 'jobs', 'comics', 'techsupport', 'unitedkingdom', 'Superstonk', 'ProgrammerHumor', 'StardewValley', 'lostarkgame', 'UnethicalLifeProTips', 'baseball', 'nfl', 'Terraria', 'Warhammer40k', 'Plumbing', '4chan', 'grandorder', 'offmychest', 'Showerthoughts', 'golf', 'aww', 'EscapefromTarkov', 'canada', 'dndmemes', 'formuladank', 'conspiracy', 'RPClipsGTA', 'ImTheMainCharacter', 'Warthunder', 'france', 'OnePunchMan', 'totalwar', 'skyrim', '2westerneurope4u', 'CharacterAI', 'DeepRockGalactic', 'gtaonline', 'whatisthisthing', 'CasualUK', 'CPS', 'CompetitiveTFT', 'Guildwars2', 'gifs', 'pokemon', 'hockey', 'BaldursGate3', 'learnprogramming', 'india', 'Frugal', 'books', 'TeamfightTactics', 'CrusaderKings', 'Warframe', 'Twitch', 'chess', 'RimWorld', 'relationships', 'OshiNoKo', 'PS5', 'Fitness', 'tennis', 'Starfield', 'legal', 'ThatsInsane', 'UKPersonalFinance', 'tiktokthots', 'goodanimemes', 'buildapcsales', 'Gunners', 'TrueUnpopularOpinion', 'Asmongold', 'coolguides', 'xqcow', 'FFXVI', 'apple', 'marvelmemes', 'geography', 'cars', 'Roms', 'reddevils', '3Dprinting', 'vancouver', 'CryptoCurrency', 'MMA', 'APStudents', 'Costco', 'Conservative', 'RandomThoughts', 'runescape', 'science', 'hoi4', 'kpop', 'gachagaming', 'StarWars', 'Cooking', 'Stellaris', 'chessbeginners', 'BattleBitRemastered', 'careerguidance', 'TOTK', 'Grimdank', 'hearthstone', 'eu4', 'firstimpression', 'Justrolledintotheshop', 'melbourne', 'LeopardsAteMyFace', 'technicallythetruth', 'webdev', 'ufc', 'awfuleverything', 'CitiesSkylines', 'starterpacks', 'AusFinance', 'ContagiousLaughter', 'fightporn', 'walmart', 'ich_iel', 'argentina', 'selfhosted', 'ksi', 'Sims4', 'HomeMaintenance', 'FinalFantasy', 'Maplestory', 'KGBTR', 'DunderMifflin', 'FortNiteBR', 'MechanicalKeyboards', 'cursedcomments', 'horror', '40kLore', 'DataHoarder', 'sweden', 'reddeadredemption', 'foodsafety', 'Netherlands', 'changemyview', 'PoliticalHumor', 'singapore', 'patientgamers', 'starcitizen', 'arknights', 'ValorantCompetitive', 'valheim', 'battlestations', 'TwoSentenceHorror', 'recruitinghell', 'WorkReform', 'whenthe', 'truerateme', 'medicalschool', 'loseit', 'apexlegends', 'nbacirclejerk', 'XboxSeriesX', 'AskNYC', 'PoliticalCompassMemes', 'ColleenBallingerSnark', 'GameDeals', 'Wellthatsucks', 'lostredditors', 'HistoryMemes', 'discordVideos', 'lgbt', 'homelab', 'batman', 'boxoffice', 'dating_advice', 'Twitter', 'dadjokes', 'IAmA', 'chelseafc', 'fuckcars', 'ireland', 'brasil', 'DogAdvice', 'CrackSupport', 'shittyfoodporn', 'SkincareAddiction', 'selfie', 'KimetsuNoYaiba', 'Marvel', 'MarvelSnap', 'ChoosingBeggars', 'UkraineRussiaReport', 'ADHD', 'ChainsawMan', 'blender', 'ListOfSubreddits', 'london', 'MemePiece', 'sadcringe', 'Fallout', 'headphones', 'ontario', 'ApplyingToCollege', 'Gundam', 'China_irl', 'ScienceUncensored', 'Breath_of_the_Wild', 'sanfrancisco', 'rust', 'IASIP', 'rupaulsdragrace', 'RussiaUkraineWar2022', 'premed', 'Monitors', 'MouseReview', 'RealEstate', 'civ', 'FinancialPlanning', 'arbeitsleben', 'whatisthisbug', 'TalesFromYourServer', 'AmITheDevil', 'iphone', 'Romania', 'TheSilphRoad', 'LiverpoolFC', 'askscience', 'mac', 'GooglePixel', 'JuJutsuKaisen', 'Cricket', 'CasualConversation', 'TeslaModel3', 'help', 'Polska', 'stocks', 'csMajors', 'NikkeMobile', 'weddingdress', 'roblox', 'toronto', 'portugal', 'Parenting', 'summonerschool', 'MechanicAdvice', 'Tools', 'bjj', 'playrust', 'titanic', 'newzealand', 'Naruto', 'BollyBlindsNGossip', 'inthenews', 'tattooadvice', 'destiny2', 'Finanzen', 'gamedev', 'Art', 'SipsTea', 'HyruleEngineering', 'Watches', 'Entrepreneur', 'Teachers', 'boardgames', 'factorio', 'HumansBeingBros', 'hiphopheads', 'askTO', 'footballmanagergames', 'lego', 'confessions', 'amiwrong', 'meme', 'Celebhub', 'fivenightsatfreddys', 'programming', 'confession', 'biology', 'BuyItForLife', 'halo', 'MagicArena', 'lotrmemes', 'simracing', 'motorcycles', 'HuntShowdown', 'TerrifyingAsFuck', 'Genshin_Memepact', 'redscarepod', 'Windows10', 'Denmark', 'LeagueOfMemes', 'ExplainTheJoke', 'WarhammerCompetitive', '9anime', 'hungary', 'bayarea', 'cycling', 'Gamingcirclejerk', 'h3h3productions', 'SpidermanPS4', 'LoveIslandTV', 'assassinscreed', 'unrealengine', 'dating', 'Unity3D', 'SuccessionTV', 'povertyfinance', 'AskMechanics', 'AskAnAustralian', 'Rainbow6', 'linux_gaming', 'thesims', 'soccercirclejerk', 'ShitPostCrusaders', 'SatisfactoryGame', 'Adulting', 'whatisthiscar', 'pokemongo', 'rareinsults', 'IAmTheMainCharacter', 'clevercomebacks', 'PleX', 'JRPG', 'mexico', 'bodyweightfitness', 'boston', 'mycology', 'EntitledPeople', 'TwoBestFriendsPlay', 'PcBuild', 'terriblefacebookmemes', 'insanepeoplefacebook', 'MacOS', 'askSingapore', 'youtube', 'yugioh', 'DC_Cinematic', 'tf2', 'NewGreentexts', 'Accounting', 'MMORPG', 'DIY', 'yakuzagames', 'Seattle', 'iamatotalpieceofshit', 'HomeImprovement', 'investing', 'trees', 'NotHowGirlsWork', 'ironscape', 'hardware', 'NoFap', 'LinusTechTips', 'askcarsales', 'EDH', 'tressless', 'tjournal_refugees', 'linux', 'JEENEETards', 'fo76', 'singularity', 'HFY', 'HomeNetworking', 'CleaningTips', 'Berserk', 'macgaming', 'comicbooks', 'JoeRogan', 'bleach', 'osugame', 'Fantasy', 'OculusQuest', 'PhotoshopRequest', 'YouShouldKnow', 'nonononoyes', 'EpicSeven', 'atheism', 'PERSoNA', 'ShitAmericansSay', 'careeradvice', 'frugalmalefashion', 'NoMansSkyTheGame', 'Residency', 'gamingsuggestions', 'AskMiddleEast', 'AzureLane', 'Pathfinder_Kingmaker', 'LateStageCapitalism', 'Austin', 'SaintMeghanMarkle', 'fo4', 'privacy', 'delta', 'Sneakers', 'MonsterHunter', 'btd6', 'RocketLeague', 'rpg', 'whowouldwin', 'Bitcoin', 'Advice', 'distressingmemes', 'ShouldIbuythisgame', 'BinIchDasArschloch', 'torontoraptors', 'Pathfinder2e', 'trashy', 'Calgary', 'FiftyFifty', 'Turkey', 'FunnyandSad', 'shittymoviedetails', 'learnpython', 'homeassistant', 'PrequelMemes', 'cosplaygirls', 'TheLastAirbender', 'popheads', 'Pandabuy', 'FreeGameFindings', 'NoahGetTheBoat', 'kpopthoughts', 'AskHistorians', 'AppleWatch', 'BokuNoHeroAcademia', 'MtF', 'homeowners', 'manhwa', 'teslamotors', 'mtg', 'China', 'ukpolitics', 'Celebs', 'LinkedInLunatics', 'sydney', 'TattooDesigns', 'CreditCards', 'LocalLLaMA', 'Music', 'apolloapp', 'paydaytheheist', 'DCcomics', 'darksouls3', 'Guitar', 'Austria', 'PokemonInfiniteFusion', 'software', 'ottawa', 'FREEMEDIAHECKYEAH', 'satisfying', 'audiophile', 'Jujutsushi', 'whatcarshouldIbuy', 'japanlife', 'BlueArchive', 'ClashRoyale', 'elderscrollsonline', 'masterduel', 'oddlyspecific', 'CFB', '7daystodie', 'poland', 'ROGAlly', 'BBBY', 'furry_irl', 'SwitchPirates', 'Persona5', 'askgaybros', 'csgo', 'lakers', 'electricvehicles', 'ModernWarfareII', 'TrashTaste', 'washingtondc', 'Drumkits', 'Edmonton', 'TheMajorityReport', 'thenetherlands', 'WinStupidPrizes', 'aviation', 'MortalKombat', 'LosAngeles', 'animememes', 'Mcat', 'lifehacks', 'intel', 'selfimprovement', 'nosleep', '30PlusSkinCare', 'college', 'summonerswar', 'ultrawidemasterrace', 'xboxone', 'chicago', 'LogitechG', 'Repsneakers', 'yuzu', 'coys', 'Windows11', 'EulaMains', 'residentevil', 'Truckers', 'ARK', 'serbia', 'moreplatesmoredates', 'namenerds', 'rolex', '197', 'malaysia', 'CoDCompetitive', 'running', 'BravoRealHousewives', 'PokemonTCG', 'blankies', 'FalloutMods', 'UpliftingNews', 'netflix', 'wohnen', 'childfree', 'FundieSnarkUncensored', 'daddit', 'playstation', 'korea', 'OceanGateTitan', 'Construction', 'reactjs', 'DivinityOriginalSin', 'tipofmytongue', 'bindingofisaac', 'HarryPotterGame', 'MachineLearning', 'harrypotter', 'AskAnAmerican', 'food', 'godot', 'socialskills', 'AdviceAnimals', 'fixedbytheduet', 'malelivingspace', 'trans', 'HollowKnight', 'collapse', 'real_China_irl', 'TheUltimatumNetflix', 'synology', 'playboicarti', 'darksouls', 'writing', 'vexillologycirclejerk', 'flying', 'imaginarymaps', 'FantasyPL', 'kpophelp', 'allthemods', 'solotravel', 'peloton', 'Notion', 'Android', 'MarvelStudiosSpoilers', 'cringepics', 'firefox', 'whatsthisplant', 'poker', 'HydroHomies', 'startrek', 'ClashOfClans', 'Denver', 'TheBear', 'oculus', 'Italia', 'assettocorsa', 'amcstock', 'bodybuilding', 'asktransgender', 'warriors', 'developersIndia', 'fut', 'NatureIsFuckingLit', 'DarkTide', '3DS', 'forsen', 'incremental_games', 'space', 'notinteresting', 'Ubiquiti', 'overclocking', 'Bogleheads', 'okbuddychicanery', 'EASportsFC', 'Seaofthieves', 'masseffect', 'Baking', 'ZoroZone', 'nyc', 'EnglishLearning', 'IndiaSpeaks', 'Nicegirls', 'gundeals', 'betterCallSaul', 'Weddingattireapproval', 'IBO', 'minipainting', 'Satisfyingasfuck', 'beauty', 'texas', 'resumes', 'IndianDankMemes', 'smallbusiness', 'PS4', 'overemployed', 'airbnb_hosts', 'cybersecurity', 'TheGirlSurvivalGuide', 'languagelearning', 'Beichtstuhl', 'FireEmblemHeroes', 'windows', 'LegendsOfRuneterra', 'subnautica', 'actuallesbians', 'IrrationalMadness', 'AnarchyChess', 'battlefield2042', 'Portland', 'VaushV', 'UrbanHell', 'nattyorjuice', 'NonPoliticalTwitter', 'steak', 'SonicTheHedgehog', 'AbsoluteUnits', 'Supplements', 'UnresolvedMysteries', 'Futurology', 'houkai3rd', 'NBA2k', 'sffpc', 'financialindependence', 'Ratschlag', 'HighStrangeness', 'okbuddytrailblazer', 'metalgearsolid', 'Competitiveoverwatch', 'HadesTheGame', 'madlads', 'Instagramreality', 'vexillology', 'autism', 'croatia', 'Bannerlord', 'futebol', 'MicrosoftRewards', 'BlueLock', 'animepiracy', 'thefighterandthekid', 'CatAdvice', 'StudentLoans', 'emulation', 'Kanye', 'fragrance', 'neovim', 'ITCareerQuestions', 'CalamityMod', 'AbruptChaos', 'sports', 'productivity', 'wownoob', 'fireemblem', 'Military', 'LowSodiumCyberpunk', 'Guiltygear', 'stunfisk', 'Undertale', 'Eve', 'Finland', 'BatmanArkham', 'Switch', 'FragReddit', 'BMW', 'insects', 'AirForce', 'razer', 'weed', 'philadelphia', 'redditonwiki', 'gardening', 'thedivision', '19684', 'wordington', 'OfflinetvGirls', 'ForzaHorizon', 'smoking', 'msp', 'FinancialCareers', 'DMAcademy', 'UnearthedArcana', 'electrical', 'hoggit', 'Piratefolk', 'DarwinAwards', 'GamingLaptops', 'woodworking', 'vegan', 'polls', 'nier', 'IRLgirls', 'XboxGamePass', 'assholedesign', 'insanereality', 'EnoughMuskSpam', 'GenP', 'breakingbad', 'malehairadvice', 'Tekken', 'SeattleWA', 'CODWarzone', 'raisedbynarcissists', 'CODZombies', 'limbuscompany', 'chile', 'lastimages', 'archlinux', 'electricians', 'KitchenConfidential', 'virtualreality', 'nova', 'OUTFITS', 'Save3rdPartyApps', 'Economics', 'Pikmin', 'airsoft', 'MonsterHunterWorld', 'AskWomenOver30', 'worldbuilding', 'neoliberal', 'thinkpad', 'JustUnsubbed', 'criticalrole', 'CompetitiveApex', 'houston', 'WWE', 'golang', 'AskCulinary', 'datascience', 'BambuLab', 'ipad', 'nursing', 'edmproduction', 'FallenOrder', 'Kiddions', 'AskDocs', 'unitedairlines', 'FL_Studio', 'visualnovels', 'aliens', 'dayz', 'DBZDokkanBattle', 'onebag', 'MTB', 'PokemonScarletViolet', 'Gunpla', 'newworldgame', 'lotr', 'swtor', 'PropagandaPosters', 'italy', 'IndianGaming', 'CharacterRant', 'AMDHelp', 'DiWHY', 'assetto_pirate', 'HeadphoneAdvice', 'interesting', 'BocchiTheRock', 'VirtualYoutubers', 'Kengan_Ashura', 'LawSchool', 'stopdrinking', 'hvacadvice', 'StardustCrusaders', 'hacking', 'ExperiencedDevs', 'ConanExiles', 'InstaCelebsGossip', 'ios', 'AskFrance', 'handbags', 'justneckbeardthings', 'OMORI', 'okbuddyretard', '2meirl4meirl', 'army', 'riskofrain', 'thesopranos', 'montreal', 'LearnJapanese', 'MarvelStudios_Rumours', 'TheRightCantMeme', 'smashbros', 'chrome', 'RaidShadowLegends', 'bapcsalescanada', 'dubai', 'discgolf', 'AnimeFigures', 'Marriage', 'auckland', 'Xenoblade_Chronicles', 'aoe2', 'Nbamemes', 'KotakuInAction', 'britishcolumbia', 'needforspeed', 'dogs', 'Pikabu', 'AskACanadian', 'Brawlstars', 'mathmemes', 'okbuddybaka', 'androidapps', 'blackmagicfuckery', 'Youmo', 'Faces', 'progresspics', 'CringetopiaRM', 'AnimalCrossing', 'Wrasslin', 'ObsidianMD', 'linuxquestions', 'MovieSuggestions', 'WeAreTheMusicMakers', 'audioengineering', 'orangetheory', 'DesignPorn', 'digitalnomad', 'HelluvaBoss', 'beyondthebump', 'StructuralEngineering', 'Boxing', 'HypixelSkyblock', 'bostonceltics'\""
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_1k_df[\"stripped_name\"] = core_1k_df[\"name\"].apply(lambda x: \"'\" + x[2:] + \"'\")\n",
    "# this is for the page's search box\n",
    "\", \".join(core_1k_df[\"stripped_name\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f6f16b63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7d528db81ee148e1b78482fbf5c6bec6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "core_1k_df[\"tokens\"] = core_1k_df[\"name\"].progress_apply(lambda x: tokenize(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49fba934",
   "metadata": {},
   "source": [
    "## Count word frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "263a275d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_to_counter(tokens_list, base_counter):\n",
    "    new_c = Counter(tokens_list)\n",
    "    base_counter += new_c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d8cb133b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2c03ffdb88444c9c86221fb24deacf8b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0      None\n",
       "1      None\n",
       "2      None\n",
       "3      None\n",
       "4      None\n",
       "       ... \n",
       "995    None\n",
       "996    None\n",
       "997    None\n",
       "998    None\n",
       "999    None\n",
       "Length: 1000, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_counter = Counter()\n",
    "core_1k_df.progress_apply(lambda x: add_to_counter(x[\"tokens\"], main_counter), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7af1b4ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('r', 1000),\n",
       " ('/', 1000),\n",
       " ('the', 38),\n",
       " ('_', 28),\n",
       " ('ask', 22),\n",
       " ('i', 18),\n",
       " ('memes', 16),\n",
       " ('of', 15),\n",
       " ('advice', 15),\n",
       " ('2', 15),\n",
       " ('4', 14),\n",
       " ('game', 12),\n",
       " ('3', 12),\n",
       " ('a', 11),\n",
       " ('gaming', 10),\n",
       " ('to', 10),\n",
       " ('0', 9),\n",
       " ('no', 8),\n",
       " ('irl', 8),\n",
       " ('anime', 8)]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_counter.most_common(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d22e39ab",
   "metadata": {},
   "source": [
    "## Remove stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7e0b1795",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.corpus import stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c8682faf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     /Users/sandrews/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download(\"stopwords\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "268cada3",
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words = stopwords.words(\"english\")\n",
    "# print(stop_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "110f794e",
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words_count = {}\n",
    "core_words_count = {}\n",
    "for word in main_counter.keys():\n",
    "    if word in stop_words:\n",
    "        stop_words_count[word] = main_counter[word]\n",
    "    else:\n",
    "        core_words_count[word] = main_counter[word]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4b6c846f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'there': 1,\n",
       " 'was': 1,\n",
       " 'an': 5,\n",
       " 'am': 7,\n",
       " 'i': 18,\n",
       " 'the': 38,\n",
       " 'no': 8,\n",
       " 'of': 15,\n",
       " 'a': 11,\n",
       " 'it': 6,\n",
       " 'me': 6,\n",
       " 'to': 10,\n",
       " 'or': 3,\n",
       " 'up': 1,\n",
       " 'what': 5,\n",
       " 'be': 2,\n",
       " 'off': 2,\n",
       " 'my': 5,\n",
       " 'by': 4,\n",
       " 'too': 1,\n",
       " 'out': 1,\n",
       " 'at': 2,\n",
       " 'is': 5,\n",
       " 'and': 3,\n",
       " 'over': 4,\n",
       " 'from': 2,\n",
       " 'this': 5,\n",
       " 'in': 5,\n",
       " 'as': 4,\n",
       " 'd': 4,\n",
       " 'just': 3,\n",
       " 'into': 1,\n",
       " 'under': 2,\n",
       " 'when': 1,\n",
       " 'that': 1,\n",
       " 'its': 1,\n",
       " 's': 3,\n",
       " 'your': 1,\n",
       " 'being': 1,\n",
       " 'for': 3,\n",
       " 'not': 2,\n",
       " 'how': 1,\n",
       " 't': 2,\n",
       " 'you': 3,\n",
       " 'should': 3,\n",
       " 'who': 1,\n",
       " 'more': 2,\n",
       " 'all': 1,\n",
       " 'on': 1,\n",
       " 'do': 1,\n",
       " 'why': 1,\n",
       " 'y': 1,\n",
       " 'we': 1,\n",
       " 'are': 1}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_words_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "bb3af3b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('ask', 22),\n",
       " ('memes', 16),\n",
       " ('advice', 15),\n",
       " ('game', 12),\n",
       " ('gaming', 10),\n",
       " ('irl', 8),\n",
       " ('anime', 8),\n",
       " ('home', 6),\n",
       " ('war', 6),\n",
       " ('marvel', 6),\n",
       " ('competitive', 6),\n",
       " ('world', 5),\n",
       " ('pc', 5),\n",
       " ('k', 5),\n",
       " ('life', 5),\n",
       " ('finance', 5),\n",
       " ('uk', 5),\n",
       " ('games', 5),\n",
       " ('circle', 5),\n",
       " ('pokemon', 5),\n",
       " ('girls', 5),\n",
       " ('reddit', 4),\n",
       " ('news', 4),\n",
       " ('people', 4),\n",
       " ('twitter', 4),\n",
       " ('questions', 4),\n",
       " ('legends', 4),\n",
       " ('nba', 4),\n",
       " ('ukraine', 4),\n",
       " ('gen', 4),\n",
       " ('cringe', 4),\n",
       " ('tips', 4),\n",
       " ('one', 4),\n",
       " ('two', 4),\n",
       " ('kai', 4),\n",
       " ('star', 4),\n",
       " ('school', 4),\n",
       " ('food', 4),\n",
       " ('legal', 4),\n",
       " ('new', 4),\n",
       " ('canada', 4),\n",
       " ('go', 4),\n",
       " ('watch', 4),\n",
       " ('dank', 4),\n",
       " ('porn', 4),\n",
       " ('sky', 4),\n",
       " ('career', 4),\n",
       " ('shit', 4),\n",
       " ('character', 4),\n",
       " ('science', 4),\n",
       " ('jerk', 4),\n",
       " ('meme', 4),\n",
       " ('buy', 4),\n",
       " ('linux', 4),\n",
       " ('ok', 4),\n",
       " ('buddy', 4),\n",
       " ('interesting', 3),\n",
       " ('work', 3),\n",
       " ('stupid', 3),\n",
       " ('league', 3),\n",
       " ('pics', 3),\n",
       " ('report', 3),\n",
       " ('master', 3),\n",
       " ('race', 3),\n",
       " ('fucking', 3),\n",
       " ('shin', 3),\n",
       " ('leaks', 3),\n",
       " ('videos', 3),\n",
       " ('build', 3),\n",
       " ('personal', 3),\n",
       " ('shitty', 3),\n",
       " ('piece', 3),\n",
       " ('wow', 3),\n",
       " ('dnd', 3),\n",
       " ('maybe', 3),\n",
       " ('destiny', 3),\n",
       " ('oddly', 3),\n",
       " ('true', 3),\n",
       " ('rim', 3),\n",
       " ('mods', 3),\n",
       " ('cs', 3),\n",
       " ('switch', 3),\n",
       " ('insta', 3),\n",
       " ('data', 3),\n",
       " ('studios', 3),\n",
       " ('satisfying', 3),\n",
       " ('online', 3),\n",
       " ('thoughts', 3),\n",
       " ('man', 3),\n",
       " ('learn', 3),\n",
       " ('india', 3),\n",
       " ('chess', 3),\n",
       " ('ps', 3),\n",
       " ('insane', 3),\n",
       " ('sales', 3),\n",
       " ('kpop', 3),\n",
       " ('ich', 3),\n",
       " ('self', 3),\n",
       " ('fantasy', 3),\n",
       " ('political', 3),\n",
       " ('xbox', 3),\n",
       " ('fc', 3),\n",
       " ('fuck', 3),\n",
       " ('china', 3),\n",
       " ('financial', 3),\n",
       " ('help', 3),\n",
       " ('n', 3),\n",
       " ('play', 3),\n",
       " ('engineering', 3),\n",
       " ('bros', 3),\n",
       " ('heads', 3),\n",
       " ('windows', 3),\n",
       " ('h', 3),\n",
       " ('tv', 3),\n",
       " ('car', 3),\n",
       " ('male', 3),\n",
       " ('free', 3),\n",
       " ('cod', 3),\n",
       " ('learning', 3),\n",
       " ('reality', 3),\n",
       " ('face', 2),\n",
       " ('diablo', 2),\n",
       " ('asshole', 2),\n",
       " ('thats', 2),\n",
       " ('live', 2),\n",
       " ('funny', 2),\n",
       " ('door', 2),\n",
       " ('dash', 2),\n",
       " ('explain', 2),\n",
       " ('im', 2),\n",
       " ('five', 2),\n",
       " ('politics', 2),\n",
       " ('piracy', 2),\n",
       " ('next', 2),\n",
       " ('soccer', 2),\n",
       " ('impact', 2),\n",
       " ('tik', 2),\n",
       " ('chat', 2),\n",
       " ('pro', 2),\n",
       " ('unpopular', 2),\n",
       " ('opinion', 2),\n",
       " ('apc', 2),\n",
       " ('u', 2),\n",
       " ('server', 2),\n",
       " ('best', 2),\n",
       " ('x', 2),\n",
       " ('hon', 2),\n",
       " ('rail', 2),\n",
       " ('cool', 2),\n",
       " ('steam', 2),\n",
       " ('joke', 2),\n",
       " ('formula', 2),\n",
       " ('europe', 2),\n",
       " ('sentence', 2),\n",
       " ('non', 2),\n",
       " ('pop', 2),\n",
       " ('discord', 2),\n",
       " ('app', 2),\n",
       " ('travel', 2),\n",
       " ('fashion', 2),\n",
       " ('wrong', 2),\n",
       " ('black', 2),\n",
       " ('terrifying', 2),\n",
       " ('chest', 2),\n",
       " ('valor', 2),\n",
       " ('ant', 2),\n",
       " ('kingdom', 2),\n",
       " ('green', 2),\n",
       " ('crack', 2),\n",
       " ('dead', 2),\n",
       " ('jokes', 2),\n",
       " ('cart', 2),\n",
       " ('mes', 2),\n",
       " ('amd', 2),\n",
       " ('magic', 2),\n",
       " ('tcg', 2),\n",
       " ('rumours', 2),\n",
       " ('spiderman', 2),\n",
       " ('comics', 2),\n",
       " ('united', 2),\n",
       " ('humor', 2),\n",
       " ('lost', 2),\n",
       " ('ark', 2),\n",
       " ('terra', 2),\n",
       " ('warhammer', 2),\n",
       " ('order', 2),\n",
       " ('golf', 2),\n",
       " ('gta', 2),\n",
       " ('main', 2),\n",
       " ('france', 2),\n",
       " ('total', 2),\n",
       " ('rock', 2),\n",
       " ('casual', 2),\n",
       " ('gate', 2),\n",
       " ('programming', 2),\n",
       " ('frugal', 2),\n",
       " ('books', 2),\n",
       " ('fight', 2),\n",
       " ('fitness', 2),\n",
       " ('apple', 2),\n",
       " ('cars', 2),\n",
       " ('red', 2),\n",
       " ('battle', 2),\n",
       " ('bit', 2),\n",
       " ('us', 2),\n",
       " ('sims', 2),\n",
       " ('horror', 2),\n",
       " ('netherlands', 2),\n",
       " ('singapore', 2),\n",
       " ('hell', 2),\n",
       " ('apex', 2),\n",
       " ('nyc', 2),\n",
       " ('snark', 2),\n",
       " ('deals', 2),\n",
       " ('lab', 2),\n",
       " ('batman', 2),\n",
       " ('dating', 2),\n",
       " ('skincare', 2),\n",
       " ('russia', 2),\n",
       " ('sub', 2),\n",
       " ('sad', 2),\n",
       " ('fallout', 2),\n",
       " ('college', 2),\n",
       " ('uncensored', 2),\n",
       " ('rust', 2),\n",
       " ('mac', 2),\n",
       " ('pixel', 2),\n",
       " ('jujutsu', 2),\n",
       " ('sen', 2),\n",
       " ('tesla', 2),\n",
       " ('wedding', 2),\n",
       " ('toronto', 2),\n",
       " ('summoner', 2),\n",
       " ('gossip', 2),\n",
       " ('tattoo', 2),\n",
       " ('lotr', 2),\n",
       " ('crusaders', 2),\n",
       " ('rpg', 2),\n",
       " ('boston', 2),\n",
       " ('facebook', 2),\n",
       " ('dc', 2),\n",
       " ('seattle', 2),\n",
       " ('improvement', 2),\n",
       " ('fo', 2),\n",
       " ('oculus', 2),\n",
       " ('person', 2),\n",
       " ('suggestions', 2),\n",
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       " ('baking', 1),\n",
       " ('zoro', 1),\n",
       " ('zone', 1),\n",
       " ('english', 1),\n",
       " ('speaks', 1),\n",
       " ('nice', 1),\n",
       " ('better', 1),\n",
       " ('call', 1),\n",
       " ('saul', 1),\n",
       " ('attire', 1),\n",
       " ('approval', 1),\n",
       " ('ibo', 1),\n",
       " ('mini', 1),\n",
       " ('painting', 1),\n",
       " ('beauty', 1),\n",
       " ('texas', 1),\n",
       " ('resumes', 1),\n",
       " ('small', 1),\n",
       " ('business', 1),\n",
       " ('employed', 1),\n",
       " ('air', 1),\n",
       " ('bnb', 1),\n",
       " ('hosts', 1),\n",
       " ('cybersecurity', 1),\n",
       " ('girl', 1),\n",
       " ('survival', 1),\n",
       " ('guide', 1),\n",
       " ('language', 1),\n",
       " ('stuhl', 1),\n",
       " ('heroes', 1),\n",
       " ('rune', 1),\n",
       " ('nautica', 1),\n",
       " ('actual', 1),\n",
       " ('lesbians', 1),\n",
       " ('irrational', 1),\n",
       " ('madness', 1),\n",
       " ('anarchy', 1),\n",
       " ('battlefield', 1),\n",
       " ('portland', 1),\n",
       " ('va', 1),\n",
       " ('hv', 1),\n",
       " ('urban', 1),\n",
       " ('natty', 1),\n",
       " ('juice', 1),\n",
       " ('steak', 1),\n",
       " ('sonic', 1),\n",
       " ('hedgehog', 1),\n",
       " ('absolute', 1),\n",
       " ('units', 1),\n",
       " ('supplements', 1),\n",
       " ('unresolved', 1),\n",
       " ('mysteries', 1),\n",
       " ('futurology', 1),\n",
       " ('hou', 1),\n",
       " ('sff', 1),\n",
       " ('independence', 1),\n",
       " ('rat', 1),\n",
       " ('schlag', 1),\n",
       " ...]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_core_words_count = sorted(core_words_count.items(), key=lambda x:x[1], reverse=True)\n",
    "sorted_core_words_count = [tup for tup in sorted_core_words_count if not (re.search(r\"\\d\", tup[0]) or tup[0] in (\"r\", \"/\", \"_\"))]\n",
    "sorted_core_words_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "029fd65c",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"./output/most_common_core_words_over_3.csv\", \"w\") as scwcfile:\n",
    "    scwcfile.write(\"word, freq\\n\")\n",
    "    for x, y in sorted_core_words_count:\n",
    "        scwcfile.write(f\"{x},{y}\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "439e7dc8",
   "metadata": {},
   "source": [
    "## Flourish chart (partial screenshot), created with the data output from above\n",
    "\n",
    "So many \"gam*\"-related words.  I guess lemmatization is really going to help here."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5a593ec",
   "metadata": {},
   "source": [
    "<!-- ![Screenshot%202023-07-11%20at%208.52.28%20AM.png](attachment:Screenshot%202023-07-11%20at%208.52.28%20AM.png)\n",
    " -->\n",
    "<img src=\"./flourish_bar_no_lemmas.png\" data-canonical-src=\"./flourish_bar_no_lemmas.png\" width=\"75%\" />"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94e4ea0f",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f97a5d43",
   "metadata": {},
   "source": [
    "## Lemmatize/Stem then count"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f90e029",
   "metadata": {},
   "source": [
    "### First stemming for the non-vectorizer method above^"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a315bfd3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fish\n"
     ]
    }
   ],
   "source": [
    "from nltk.stem.porter import PorterStemmer\n",
    "porter_stemmer = PorterStemmer()\n",
    "print(porter_stemmer.stem(\"fishes\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "130f9b27",
   "metadata": {},
   "source": [
    "Using data from this section => [Count Word Frequency](#Count-word-frequency)<br>\n",
    "change all tokens to lemmas, and repeat prior steps for lemmatized tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1899839b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stem_all_tokens_from_list(tokens_list):\n",
    "    return [porter_stemmer.stem(token) for token in tokens_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "77e9f20d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4572cde150764e2a9ff1c65bb6401b90",
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       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "core_1k_df[\"token_stems\"] = core_1k_df[\"tokens\"].progress_apply(lambda x: stem_all_tokens_from_list(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "cd27292d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>token_stems</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>[r, /, ask, reddit]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>r/ask</td>\n",
       "      <td>[r, /, ask]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>r/AskMen</td>\n",
       "      <td>[r, /, ask, men]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>r/TooAfraidToAsk</td>\n",
       "      <td>[r, /, too, afraid, to, ask]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>r/AskUK</td>\n",
       "      <td>[r, /, ask, uk]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>r/AskNYC</td>\n",
       "      <td>[r, /, ask, nyc]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>r/askscience</td>\n",
       "      <td>[r, /, ask, scienc]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>r/askTO</td>\n",
       "      <td>[r, /, ask, to]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>r/AskMechanics</td>\n",
       "      <td>[r, /, ask, mechan]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>r/AskAnAustralian</td>\n",
       "      <td>[r, /, ask, an, australian]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>r/askSingapore</td>\n",
       "      <td>[r, /, ask, singapor]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>r/askcarsales</td>\n",
       "      <td>[r, /, ask, car, sale]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>r/AskMiddleEast</td>\n",
       "      <td>[r, /, ask, middleeast]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>r/AskHistorians</td>\n",
       "      <td>[r, /, ask, historian]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>r/askgaybros</td>\n",
       "      <td>[r, /, ask, gay, bro]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>r/AskAnAmerican</td>\n",
       "      <td>[r, /, ask, an, american]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>r/asktransgender</td>\n",
       "      <td>[r, /, ask, transgend]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>r/AskWomenOver30</td>\n",
       "      <td>[r, /, ask, women, over, 3, 0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>r/AskCulinary</td>\n",
       "      <td>[r, /, ask, culinari]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>r/AskDocs</td>\n",
       "      <td>[r, /, ask, doc]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>r/AskFrance</td>\n",
       "      <td>[r, /, ask, franc]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>r/AskACanadian</td>\n",
       "      <td>[r, /, ask, a, canadian]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name                     token_stems\n",
       "1          r/AskReddit             [r, /, ask, reddit]\n",
       "77               r/ask                     [r, /, ask]\n",
       "89            r/AskMen                [r, /, ask, men]\n",
       "124   r/TooAfraidToAsk    [r, /, too, afraid, to, ask]\n",
       "144            r/AskUK                 [r, /, ask, uk]\n",
       "321           r/AskNYC                [r, /, ask, nyc]\n",
       "385       r/askscience             [r, /, ask, scienc]\n",
       "426            r/askTO                 [r, /, ask, to]\n",
       "466     r/AskMechanics             [r, /, ask, mechan]\n",
       "467  r/AskAnAustralian     [r, /, ask, an, australian]\n",
       "492     r/askSingapore           [r, /, ask, singapor]\n",
       "512      r/askcarsales          [r, /, ask, car, sale]\n",
       "543    r/AskMiddleEast         [r, /, ask, middleeast]\n",
       "581    r/AskHistorians          [r, /, ask, historian]\n",
       "626       r/askgaybros           [r, /, ask, gay, bro]\n",
       "691    r/AskAnAmerican       [r, /, ask, an, american]\n",
       "732   r/asktransgender          [r, /, ask, transgend]\n",
       "891   r/AskWomenOver30  [r, /, ask, women, over, 3, 0]\n",
       "901      r/AskCulinary           [r, /, ask, culinari]\n",
       "909          r/AskDocs                [r, /, ask, doc]\n",
       "944        r/AskFrance              [r, /, ask, franc]\n",
       "974     r/AskACanadian        [r, /, ask, a, canadian]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_1k_df[core_1k_df[\"name\"].str.contains(\"ask\", case=False)][[\"name\",\"token_stems\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ea2b2513",
   "metadata": {},
   "outputs": [
    {
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       "  0%|          | 0/1000 [00:00<?, ?it/s]"
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     "output_type": "stream",
     "text": [
      "{'r': 1000, '/': 1000, 'home': 6, 'ask': 22, 'reddit': 4, 'mildli': 1, 'infuri': 1, 'face': 3, 'palm': 1, 'diablo': 2, '4': 14, 'wa': 2, 'attempt': 1, 'asshol': 2, 'damn': 1, 'interest': 3, 'world': 5, 'news': 4, 'white': 1, 'peopl': 4, 'twitter': 4, 'anti': 1, 'work': 3, 'live': 3, 'stream': 1, 'fail': 1, 'stupid': 3, 'question': 4, 'game': 27, 'leagu': 3, 'legend': 4, 'funni': 2, 'ah': 1, 'nba': 4, 'pic': 3, 'door': 2, 'dash': 2, 'public': 1, 'freakout': 1, 'movi': 3, 'ukrain': 4, 'war': 6, 'video': 4, 'report': 3, 'explain': 3, 'like': 1, 'im': 2, 'five': 2, 'polit': 5, 'pc': 5, 'master': 3, 'race': 3, 'piraci': 2, 'next': 2, 'fuck': 6, 'level': 1, 'today': 1, 'learn': 7, 'mine': 1, 'craft': 1, 'soccer': 2, 'gen': 4, 'shin': 3, '_': 28, 'impact': 2, 'leak': 3, 'crazi': 1, 'meme': 20, 'irl': 8, 'tik': 2, 'k': 5, 'cring': 4, 'unexpect': 1, 'chat': 2, 'gpt': 1, 'combat': 1, 'footag': 1, 'life': 5, 'pro': 2, 'tip': 5, 'wtf': 1, 'unpopular': 2, 'opinion': 2, 'build': 4, 'apc': 2, 'tif': 1, 'u': 2, 'person': 5, 'financ': 5, 'shitti': 3, 'tattoo': 3, 'relationship': 2, 'advic': 15, 'server': 2, 'best': 2, 'updat': 1, 'one': 4, 'piec': 3, 'anim': 10, 'two': 4, 'x': 2, 'chromosom': 1, 'hon': 2, 'kai': 4, 'star': 5, 'rail': 2, 'ffxi': 1, 'v': 1, '2': 15, '0': 9, '7': 4, 'scape': 1, 'wow': 3, 'wallstreet': 1, 'bet': 1, 'tinder': 1, 'old': 1, 'school': 4, 'cool': 2, 'driver': 1, 'made': 1, 'smile': 1, 'steam': 2, 'tum': 1, 'blr': 1, 'food': 4, 'legal': 4, 'manga': 1, 'hol': 1, 'peter': 1, 'joke': 4, 'deck': 1, 'stabl': 1, 'diffus': 1, 'ugli': 1, 'global': 1, 'offens': 1, 'formula': 2, '1': 6, 'uk': 5, 'hot': 1, 'take': 1, 'europ': 2, 'dnd': 3, 'sysadmin': 1, 'brand': 1, 'new': 4, 'sentenc': 2, 'non': 2, 'credibl': 1, 'defens': 1, 'pop': 2, 'cultur': 1, 'feed': 1, 'beast': 1, 'men': 1, 'discord': 2, 'app': 4, 'dot': 1, 'elden': 1, 'ring': 1, 'malici': 1, 'complianc': 1, 'faux': 1, 'moi': 1, 'televis': 1, 'canada': 4, 'travel': 2, 'fashion': 2, 'rep': 2, 'mayb': 3, 'could': 1, 'go': 4, 'wrong': 2, 'destini': 3, 'black': 2, 'technolog': 1, 'petti': 1, 'reveng': 1, 'classic': 1, 'amaz': 1, 'entertain': 1, 'oddli': 3, 'terrifi': 2, 'ukrainian': 1, 'conflict': 1, 'true': 3, 'chest': 2, 'pirat': 4, 'valor': 2, 'ant': 2, 'squar': 1, 'circl': 5, 'tear': 1, 'kingdom': 2, 'green': 2, 'text': 2, 'crack': 2, 'watch': 5, 'dank': 4, 'sex': 1, 'dead': 2, 'daylight': 1, 'teenag': 1, 'holo': 1, 'ufo': 1, 'afraid': 1, 'wholesom': 1, 'map': 2, 'porn': 4, 'weird': 1, 'sky': 4, 'rim': 3, 'mod': 4, 'cs': 3, 'career': 5, 'shit': 4, 'post': 2, 'nintendo': 1, 'switch': 3, 'path': 1, 'exil': 2, 'australia': 1, 'loop': 1, 'zelda': 1, 'bald': 1, 'insta': 3, 'cart': 2, 'shopper': 1, 'amd': 2, 'taylor': 1, 'swift': 1, 'bge': 1, 'mid': 1, 'journey': 1, 'data': 3, 'beauti': 2, 'streetfight': 1, 'uber': 1, 'eat': 1, 'magic': 2, 'tcg': 2, 'rumour': 2, 'cat': 2, 'de': 1, 'spiderman': 2, 'marvel': 6, 'studio': 4, 'nvidia': 1, 'roast': 1, 'satisfi': 3, 'philippin': 1, 'project': 1, 'zombo': 1, 'id': 1, 'desert': 1, 'onlin': 3, 'job': 1, 'comic': 3, 'techsupport': 1, 'unit': 3, 'super': 1, 'tonk': 1, 'programm': 1, 'humor': 2, 'dew': 1, 'valley': 1, 'lost': 2, 'ark': 2, 'uneth': 1, 'basebal': 1, 'nfl': 1, 'terra': 2, 'ria': 1, 'warhamm': 2, 'plumb': 1, 'chan': 1, 'grand': 1, 'order': 2, 'shower': 1, 'thought': 3, 'golf': 2, 'aww': 1, 'escap': 1, 'tar': 1, 'kov': 1, 'conspiraci': 1, 'rp': 1, 'clip': 1, 'gta': 2, 'main': 3, 'charact': 4, 'thunder': 1, 'franc': 2, 'punch': 1, 'man': 3, 'total': 2, 'western': 1, 'deep': 1, 'rock': 2, 'galact': 1, 'thi': 5, 'thing': 2, 'casual': 2, 'cp': 1, 'competit': 6, 'tft': 1, 'guildwar': 1, 'gif': 1, 'pokemon': 5, 'hockey': 1, 'baldur': 1, 'gate': 2, '3': 12, 'program': 2, 'india': 3, 'frugal': 2, 'book': 2, 'team': 1, 'fight': 2, 'tactic': 1, 'crusad': 3, 'king': 1, 'frame': 1, 'twitch': 1, 'chess': 3, 'osh': 1, 'oko': 1, 'ps': 3, '5': 2, 'fit': 2, 'tenni': 1, 'starfield': 1, 'insan': 3, 'thot': 1, 'good': 1, 'sale': 3, 'gunner': 1, 'mon': 1, 'gold': 1, 'guid': 2, 'xq': 1, 'cow': 1, 'ff': 1, 'xvi': 1, 'appl': 2, 'geographi': 1, 'car': 5, 'rom': 1, 'red': 3, 'devil': 2, 'print': 1, 'vancouv': 1, 'crypto': 1, 'currenc': 1, 'mm': 1, 'ap': 1, 'student': 2, 'costco': 1, 'conserv': 1, 'random': 1, 'runescap': 1, 'scienc': 4, 'hoi': 1, 'kpop': 3, 'gach': 1, 'starwar': 1, 'cook': 1, 'stellari': 1, 'beginn': 1, 'battl': 2, 'bit': 2, 'remast': 1, 'guidanc': 1, 'tk': 1, 'grim': 1, 'hearthston': 1, 'eu': 1, 'first': 1, 'impress': 1, 'roll': 1, 'shop': 1, 'melbourn': 1, 'leopard': 1, 'ate': 1, 'technic': 1, 'truth': 1, 'webdev': 1, 'ufc': 1, 'aw': 1, 'everyth': 1, 'citi': 1, 'skylin': 1, 'starter': 1, 'pack': 1, 'us': 2, 'contagi': 1, 'laughter': 1, 'walmart': 1, 'ich': 3, 'el': 1, 'argentina': 1, 'self': 3, 'host': 2, 'ksi': 1, 'sim': 2, 'mainten': 1, 'final': 1, 'fantasi': 3, 'maplestori': 1, 'kgb': 1, 'tr': 1, 'mifflin': 1, 'fort': 1, 'nite': 1, 'br': 1, 'mechan': 3, 'keyboard': 1, 'curs': 1, 'comment': 1, 'horror': 2, 'lore': 1, 'hoarder': 1, 'sweden': 1, 'redempt': 1, 'safeti': 1, 'netherland': 2, 'chang': 1, 'view': 1, 'singapor': 2, 'patient': 1, 'gamer': 1, 'citizen': 1, 'ar': 1, 'knight': 2, 'val': 1, 'heim': 1, 'battlest': 1, 'recruit': 1, 'hell': 2, 'reform': 1, 'rate': 1, 'medic': 1, 'lose': 1, 'apex': 2, 'jerk': 4, 'xbox': 3, 'seri': 1, 'nyc': 2, 'compass': 1, 'colleen': 1, 'balling': 1, 'snark': 2, 'deal': 2, 'well': 1, 'suck': 1, 'reddito': 1, 'rs': 1, 'histori': 1, 'lgbt': 1, 'lab': 2, 'batman': 2, 'boxoffic': 1, 'date': 3, 'dad': 1, 'chelsea': 1, 'fc': 3, 'ireland': 1, 'brasil': 1, 'dog': 2, 'support': 1, 'skincar': 2, 'addict': 1, 'ie': 1, 'kim': 1, 'etsu': 1, 'ya': 1, 'iba': 1, 'snap': 1, 'choos': 1, 'beggar': 1, 'russia': 2, 'adhd': 1, 'chainsaw': 1, 'blender': 1, 'list': 1, 'sub': 2, 'redd': 1, 'london': 1, 'sad': 2, 'fallout': 2, 'headphon': 2, 'ontario': 1, 'appli': 1, 'colleg': 2, 'gundam': 1, 'china': 3, 'uncensor': 2, 'breath': 1, 'wild': 1, 'sanfrancisco': 1, 'rust': 2, 'ip': 1, 'rupaul': 1, 'drag': 1, 'preme': 1, 'monitor': 1, 'mous': 1, 'review': 1, 'realest': 1, 'civ': 1, 'financi': 3, 'plan': 1, 'arbeit': 1, 'leben': 1, 'bug': 1, 'tale': 2, 'phone': 1, 'romania': 1, 'sil': 1, 'ph': 1, 'road': 1, 'liverpool': 1, 'mac': 2, 'googl': 1, 'pixel': 2, 'jujutsu': 2, 'sen': 2, 'cricket': 1, 'convers': 1, 'tesla': 2, 'model': 1, 'help': 3, 'polska': 1, 'stock': 2, 'major': 2, 'n': 3, 'ikk': 1, 'mobil': 1, 'wed': 2, 'dress': 1, 'rob': 1, 'lox': 1, 'toronto': 2, 'portug': 1, 'parent': 1, 'summon': 2, 'tool': 1, 'bjj': 1, 'play': 3, 'titan': 2, 'zealand': 1, 'naruto': 1, 'bolli': 1, 'blind': 1, 'gossip': 2, 'finanzen': 1, 'gamedev': 1, 'art': 1, 'sip': 1, 'tea': 1, 'hyrul': 1, 'engin': 4, 'entrepreneur': 1, 'teacher': 1, 'boardgam': 1, 'factor': 1, 'io': 2, 'human': 1, 'bro': 3, 'hiphop': 1, 'head': 3, 'footbal': 1, 'manag': 1, 'lego': 1, 'confess': 2, 'celeb': 3, 'hub': 1, 'night': 1, 'freddi': 1, 'biolog': 1, 'buy': 4, 'halo': 1, 'arena': 1, 'lotr': 2, 'simrac': 1, 'motorcycl': 1, 'hunt': 1, 'showdown': 1, 'pact': 1, 'care': 1, 'pod': 1, 'window': 3, 'denmark': 1, '9': 3, 'hungari': 1, 'bayarea': 1, 'cycl': 1, 'h': 3, 'product': 3, 'love': 1, 'island': 1, 'tv': 3, 'assassin': 1, 'creed': 1, 'unreal': 1, 'uniti': 1, 'success': 1, 'poverti': 1, 'australian': 1, 'rainbow': 1, '6': 4, 'linux': 4, 'satisfactori': 1, 'adult': 1, 'ing': 1, 'rare': 1, 'insult': 1, 'clever': 1, 'comeback': 1, 'plex': 1, 'j': 1, 'rpg': 2, 'mexico': 1, 'bodyweight': 1, 'boston': 2, 'mycolog': 1, 'entitl': 1, 'friend': 1, 'terribl': 1, 'facebook': 2, 'maco': 1, 'youtub': 1, 'yugioh': 1, 'dc': 2, 'cinemat': 1, 'tf': 1, 'account': 1, 'mmorpg': 1, 'diy': 1, 'yakuza': 1, 'seattl': 2, 'improv': 2, 'invest': 1, 'tree': 1, 'girl': 6, 'iron': 1, 'cape': 1, 'hardwar': 1, 'fap': 1, 'linu': 1, 'tech': 1, 'edh': 1, 'tress': 1, 'less': 1, 'journal': 1, 'refuge': 1, 'jee': 1, 'nee': 1, 'tard': 1, 'fo': 2, 'singular': 1, 'fy': 1, 'network': 1, 'clean': 1, 'berserk': 1, 'joe': 1, 'rogan': 1, 'bleach': 1, 'osu': 1, 'oculu': 2, 'quest': 1, 'photoshop': 1, 'request': 1, 'know': 1, 'noy': 1, 'epic': 1, 'seven': 1, 'atheism': 1, 'american': 2, 'say': 1, 'male': 3, 'noman': 1, 'resid': 2, 'suggest': 2, 'middleeast': 1, 'azur': 1, 'lane': 1, 'pathfind': 2, 'kingmak': 1, 'latest': 1, 'age': 1, 'capit': 1, 'austin': 1, 'saint': 1, 'meghan': 1, 'markl': 1, 'privaci': 1, 'delta': 1, 'sneaker': 2, 'monster': 2, 'hunter': 2, 'btd': 1, 'rocket': 1, 'would': 1, 'win': 2, 'coin': 1, 'distress': 1, 'bin': 1, 'da': 1, 'arschloch': 1, 'raptor': 1, 'e': 1, 'trashi': 1, 'calgari': 1, 'fifti': 2, 'turkey': 1, 'detail': 1, 'python': 1, 'assist': 1, 'prequel': 1, 'cosplay': 1, 'last': 2, 'airbend': 1, 'panda': 1, 'free': 3, 'find': 1, 'noah': 1, 'get': 1, 'boat': 1, 'historian': 1, 'boku': 1, 'hero': 2, 'academia': 1, 'mtf': 1, 'homeown': 1, 'hwa': 1, 'motor': 1, 'mtg': 1, 'link': 1, 'lunat': 1, 'sydney': 1, 'design': 3, 'creditcard': 1, 'local': 1, 'llama': 1, 'music': 2, 'apollo': 1, 'payday': 1, 'heist': 1, 'dark': 2, 'soul': 2, 'guitar': 1, 'austria': 1, 'infinit': 1, 'fusion': 1, 'softwar': 1, 'ottawa': 1, 'media': 1, 'heck': 1, 'yeah': 1, 'audiophil': 1, 'shi': 1, 'japan': 1, 'blue': 2, 'archiv': 1, 'clash': 2, 'royal': 1, 'elder': 1, 'scroll': 1, 'duel': 1, 'specif': 1, 'cfb': 1, 'day': 1, 'die': 1, 'poland': 1, 'rog': 1, 'alli': 1, 'bb': 1, 'furri': 1, 'gay': 1, 'laker': 1, 'electr': 2, 'vehicl': 1, 'modern': 1, 'warfar': 1, 'ii': 1, 'trash': 1, 'tast': 1, 'washingtondc': 1, 'drum': 1, 'kit': 1, 'edmonton': 1, 'prize': 1, 'aviat': 1, 'mortal': 1, 'kombat': 1, 'losangel': 1, 'mcat': 1, 'lifehack': 1, 'intel': 1, 'sleep': 1, 'plu': 1, 'ultra': 1, 'wide': 1, 'chicago': 1, 'logitech': 1, 'g': 1, 'yuzu': 1, 'coy': 1, 'eula': 1, 'evil': 1, 'trucker': 1, 'serbia': 1, 'plate': 1, 'name': 1, 'nerd': 1, 'rolex': 1, 'malaysia': 1, 'cod': 3, 'run': 1, 'bravo': 1, 'real': 2, 'housew': 1, 'blanki': 1, 'uplift': 1, 'netflix': 2, 'wohnen': 1, 'child': 1, 'fundi': 1, 'add': 1, 'playstat': 1, 'korea': 1, 'ocean': 1, 'construct': 1, 'react': 1, 'js': 1, 'divin': 1, 'origin': 1, 'tongu': 1, 'bind': 1, 'isaac': 1, 'harrypott': 2, 'machin': 1, 'godot': 1, 'social': 1, 'skill': 1, 'fix': 1, 'duet': 1, 'space': 2, 'tran': 1, 'hollow': 1, 'collaps': 1, 'ultimatum': 1, 'synolog': 1, 'boi': 1, 'write': 1, 'vexillolog': 2, 'fli': 1, 'imaginari': 1, 'pl': 1, 'solo': 1, 'peloton': 1, 'notion': 1, 'android': 2, 'spoiler': 1, 'firefox': 1, 'plant': 1, 'poker': 1, 'hydro': 1, 'homi': 1, 'startrek': 1, 'clan': 1, 'denver': 1, 'bear': 1, 'italia': 1, 'asset': 2, 'corsa': 1, 'amc': 1, 'bodybuild': 1, 'transgend': 1, 'warrior': 1, 'develop': 1, 'fut': 1, 'natur': 1, 'lit': 1, 'darktid': 1, 'ds': 1, 'increment': 1, 'ubi': 1, 'quit': 1, 'overclock': 1, 'bogl': 1, 'ok': 4, 'buddi': 4, 'chicaneri': 1, 'easport': 1, 'sea': 1, 'thiev': 1, 'mass': 1, 'effect': 1, 'bake': 1, 'zoro': 1, 'zone': 1, 'english': 1, 'speak': 1, 'nice': 1, 'gun': 2, 'better': 1, 'call': 1, 'saul': 1, 'attir': 1, 'approv': 1, 'ibo': 1, 'mini': 1, 'paint': 1, 'texa': 1, 'resum': 1, 'indian': 2, 'small': 1, 'busi': 1, 'employ': 1, 'air': 1, 'bnb': 1, 'cybersecur': 1, 'surviv': 1, 'languag': 1, 'stuhl': 1, 'fire': 2, 'emblem': 2, 'rune': 1, 'nautica': 1, 'actual': 1, 'lesbian': 1, 'irrat': 1, 'mad': 2, 'anarchi': 1, 'battlefield': 1, 'portland': 1, 'va': 1, 'hv': 1, 'urban': 1, 'natti': 1, 'juic': 1, 'steak': 1, 'sonic': 1, 'hedgehog': 1, 'absolut': 1, 'supplement': 1, 'unresolv': 1, 'mysteri': 1, 'futurolog': 1, 'hou': 1, 'rd': 2, 'sff': 1, 'independ': 1, 'rat': 1, 'schlag': 1, 'high': 1, 'strang': 1, 'trailblaz': 1, 'metal': 1, 'gear': 2, 'solid': 1, 'hade': 1, 'lad': 1, 'gram': 1, 'realiti': 3, 'autism': 1, 'croatia': 1, 'banner': 1, 'lord': 1, 'futebol': 1, 'microsoft': 1, 'reward': 1, 'lock': 1, 'fighter': 1, 'kid': 1, 'loan': 1, 'emul': 1, 'kany': 1, 'fragranc': 1, 'neo': 1, 'vim': 1, 'calam': 1, 'abrupt': 1, 'chao': 1, 'sport': 1, 'noob': 1, 'militari': 1, 'low': 1, 'sodium': 1, 'cyberpunk': 1, 'guilti': 1, 'stun': 1, 'fisk': 1, 'eve': 1, 'finland': 1, 'arkham': 1, 'frag': 1, 'bmw': 1, 'insect': 1, 'airforc': 1, 'razer': 1, 'weed': 1, 'philadelphia': 1, 'wiki': 1, 'garden': 1, 'divis': 1, '8': 1, 'word': 1, 'offlin': 1, 'forza': 1, 'horizon': 1, 'smoke': 1, 'msp': 1, 'dm': 1, 'academi': 1, 'unearth': 1, 'arcana': 1, 'hogg': 1, 'folk': 1, 'darwin': 1, 'award': 1, 'laptop': 1, 'woodwork': 1, 'vegan': 1, 'poll': 1, 'nier': 1, 'pass': 1, 'enough': 1, 'musk': 1, 'spam': 1, 'p': 1, 'break': 1, 'bad': 1, 'hair': 1, 'tekken': 1, 'warzon': 1, 'rais': 1, 'narcissist': 1, 'zombi': 1, 'limbu': 1, 'compani': 1, 'chile': 1, 'imag': 1, 'arch': 1, 'electrician': 1, 'kitchen': 1, 'confidenti': 1, 'virtual': 2, 'nova': 1, 'outfit': 1, 'save': 1, 'parti': 1, 'econom': 1, 'pikmin': 1, 'airsoft': 1, 'women': 1, 'neoliber': 1, 'thinkpad': 1, 'unsub': 1, 'bed': 1, 'critic': 1, 'role': 1, 'houston': 1, 'wwe': 1, 'lang': 1, 'culinari': 1, 'bambu': 1, 'pad': 1, 'nurs': 1, 'edm': 1, 'fallen': 1, 'kidd': 1, 'ion': 1, 'doc': 1, 'airlin': 1, 'fl': 1, 'visual': 1, 'novel': 1, 'alien': 1, 'dayz': 1, 'dbz': 1, 'kk': 1, 'bag': 1, 'mtb': 1, 'scarlet': 1, 'violet': 1, 'pla': 1, 'swt': 1, 'propaganda': 1, 'poster': 1, 'itali': 1, 'rant': 1, 'di': 1, 'whi': 1, 'bocchi': 1, 'tuber': 1, 'keng': 1, 'ashura': 1, 'law': 1, 'stop': 1, 'drink': 1, 'hvac': 1, 'stardust': 1, 'hack': 1, 'experienc': 1, 'dev': 1, 'conan': 1, 'handbag': 1, 'neck': 1, 'beard': 1, 'omori': 1, 'retard': 1, 'armi': 1, 'risk': 1, 'rain': 1, 'soprano': 1, 'montreal': 1, 'japanes': 1, 'right': 1, 'cant': 1, 'smash': 1, 'chrome': 1, 'raid': 1, 'shadow': 1, 'ba': 1, 'dubai': 1, 'disc': 1, 'figur': 1, 'marriag': 1, 'auckland': 1, 'xeno': 1, 'blade': 1, 'chronicl': 1, 'aoe': 1, 'kotaku': 1, 'action': 1, 'british': 1, 'columbia': 1, 'need': 1, 'speed': 1, 'pik': 1, 'abu': 1, 'canadian': 1, 'brawl': 1, 'math': 1, 'baka': 1, 'blackmag': 1, 'fucker': 1, 'mo': 1, 'progress': 1, 'top': 1, 'arm': 1, 'cross': 1, 'wrasslin': 1, 'obsidian': 1, 'md': 1, 'maker': 1, 'audio': 1, 'orang': 1, 'theori': 1, 'digit': 1, 'nomad': 1, 'helluva': 1, 'boss': 1, 'beyond': 1, 'bump': 1, 'structur': 1, 'box': 1, 'hy': 1, 'block': 1, 'celtic': 1}\n"
     ]
    }
   ],
   "source": [
    "main_stems_counter = Counter()\n",
    "core_1k_df.progress_apply(lambda x: add_to_counter(x[\"token_stems\"], main_stems_counter), axis=1)\n",
    "\n",
    "stop_words_count = {}\n",
    "core_stems_count = {}\n",
    "for word in main_stems_counter.keys():\n",
    "    if word in stop_words:\n",
    "        stop_words_count[word.lower()] = main_stems_counter[word]\n",
    "    else:\n",
    "        core_stems_count[word.lower()] = main_stems_counter[word]\n",
    "        \n",
    "print(core_stems_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "33ae1463",
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_core_stems_count = sorted(core_stems_count.items(), key=lambda x:x[1], reverse=True)\n",
    "sorted_core_stems_count = [tup for tup in sorted_core_stems_count if not (re.search(r\"\\d\", tup[0]) or tup[0] in (\"r\", \"/\", \"_\"))]\n",
    "sorted_core_stems_count\n",
    "\n",
    "with open(\"./output/most_common_core_stems_over_3.csv\", \"w\") as scwcfile:\n",
    "    scwcfile.write(\"word, freq, category\\n\")\n",
    "    for x, y in sorted_core_stems_count:\n",
    "        if int(y) >= 5:\n",
    "            z = \"most common\"\n",
    "        elif int(y) > 1:\n",
    "            z = \"less common\"\n",
    "        else:\n",
    "            z = \"just once\"\n",
    "        scwcfile.write(f\"{x},{y},{z}\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "594dcb30",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ok that didn't really work as expected... trying a lemmatizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b90edc78",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.stem import WordNetLemmatizer\n",
    "lemmatizer = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "5843e811",
   "metadata": {},
   "outputs": [],
   "source": [
    "def lemmatize_all_tokens_from_list(tokens_list):\n",
    "    return [lemmatizer.lemmatize(token) for token in tokens_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "bc500a15",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package wordnet to\n",
      "[nltk_data]     /Users/sandrews/nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('wordnet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "cc56f240",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6556f21edfb74767ad481e56b3d0282f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "core_1k_df[\"token_lemmas_wordnet\"] = core_1k_df[\"tokens\"].progress_apply(lambda x: lemmatize_all_tokens_from_list(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "cbaff2fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'name', 'desc', 'page_id', 'num_members', 'page_nr',\n",
       "       'date_retrieved', 'age_num', 'age_word', 'created_dt',\n",
       "       'human_num_members', 'subreddit_url', 'image_url', 'flourish_img_html',\n",
       "       'rank_str', 'stripped_name', 'tokens', 'token_stems',\n",
       "       'token_lemmas_wordnet'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_1k_df.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "41964be0",
   "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>token_lemmas_wordnet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[r, /, home]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[r, /, ask, reddit]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[r, /, mildly, infuriating]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[r, /, face, palm]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[r, /, diablo, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>[r, /, beyond, the, bump]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>[r, /, structural, engineering]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>[r, /, boxing]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>[r, /, hy, pixel, sky, block]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>[r, /, boston, celtic]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                token_lemmas_wordnet\n",
       "0                       [r, /, home]\n",
       "1                [r, /, ask, reddit]\n",
       "2        [r, /, mildly, infuriating]\n",
       "3                 [r, /, face, palm]\n",
       "4                  [r, /, diablo, 4]\n",
       "..                               ...\n",
       "995        [r, /, beyond, the, bump]\n",
       "996  [r, /, structural, engineering]\n",
       "997                   [r, /, boxing]\n",
       "998    [r, /, hy, pixel, sky, block]\n",
       "999           [r, /, boston, celtic]\n",
       "\n",
       "[1000 rows x 1 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_1k_df[[\"token_lemmas_wordnet\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ff4d70ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "898a94c0ac304f24b3da1d9e38c25816",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1195\n"
     ]
    }
   ],
   "source": [
    "main_lemmas_counter = Counter()\n",
    "main_lemmas_dict = {}\n",
    "\n",
    "def add_lemmas_to_counter_and_dict(row, target_counter, target_dict):\n",
    "    tokens = row[\"token_lemmas_wordnet\"]\n",
    "    add_to_counter(tokens, target_counter)\n",
    "    for token in tokens:\n",
    "        if (token not in stop_words) and (token not in [\"/\", \"r\", \"_\"]) and not (re.search(r\"\\d\", token)):  \n",
    "            target_dict[token] = target_dict.get(token, [])\n",
    "            target_dict[token].append(f'<a href=\"' + row['subreddit_url'] + '\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >' + row[\"name\"] + \"</a>\")\n",
    "    \n",
    "core_1k_df.progress_apply(lambda x: add_lemmas_to_counter_and_dict(x, main_lemmas_counter, main_lemmas_dict), axis=1)\n",
    "\n",
    "stop_words_count = {}\n",
    "core_lemmas_count = {}\n",
    "for word in main_lemmas_counter.keys():\n",
    "    if word in stop_words:\n",
    "        stop_words_count[word.lower()] = main_lemmas_counter[word]\n",
    "    else:\n",
    "        core_lemmas_count[word.lower()] = main_lemmas_counter[word]\n",
    "        \n",
    "print(len(core_lemmas_count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "5fb26d35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1182"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(main_lemmas_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "00801e5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'home': ['<a href=\"https://www.reddit.com/r/Home\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Home</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HomeMaintenance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HomeMaintenance</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/homelab\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/homelab</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HomeImprovement\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HomeImprovement</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HomeNetworking\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HomeNetworking</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/homeassistant\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/homeassistant</a>'],\n",
       " 'ask': ['<a href=\"https://www.reddit.com/r/AskReddit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskReddit</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ask\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ask</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskMen\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskMen</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TooAfraidToAsk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TooAfraidToAsk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskUK\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskUK</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskNYC\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskNYC</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/askscience\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askscience</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/askTO\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askTO</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskMechanics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskMechanics</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskAnAustralian\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskAnAustralian</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/askSingapore\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askSingapore</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/askcarsales\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askcarsales</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskMiddleEast\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskMiddleEast</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskHistorians\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskHistorians</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/askgaybros\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askgaybros</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskAnAmerican\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskAnAmerican</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/asktransgender\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/asktransgender</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskWomenOver30\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskWomenOver30</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskCulinary\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskCulinary</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskDocs\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskDocs</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskFrance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskFrance</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskACanadian\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskACanadian</a>'],\n",
       " 'reddit': ['<a href=\"https://www.reddit.com/r/AskReddit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskReddit</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/BestofRedditorUpdates\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BestofRedditorUpdates</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FragReddit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FragReddit</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/redditonwiki\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/redditonwiki</a>'],\n",
       " 'mildly': ['<a href=\"https://www.reddit.com/r/mildlyinfuriating\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/mildlyinfuriating</a>'],\n",
       " 'infuriating': ['<a href=\"https://www.reddit.com/r/mildlyinfuriating\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/mildlyinfuriating</a>'],\n",
       " 'face': ['<a href=\"https://www.reddit.com/r/facepalm\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/facepalm</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LeopardsAteMyFace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LeopardsAteMyFace</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Faces\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Faces</a>'],\n",
       " 'palm': ['<a href=\"https://www.reddit.com/r/facepalm\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/facepalm</a>'],\n",
       " 'diablo': ['<a href=\"https://www.reddit.com/r/diablo4\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/diablo4</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Diablo\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Diablo</a>'],\n",
       " 'wa': ['<a href=\"https://www.reddit.com/r/therewasanattempt\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/therewasanattempt</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/SeattleWA\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SeattleWA</a>'],\n",
       " 'attempt': ['<a href=\"https://www.reddit.com/r/therewasanattempt\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/therewasanattempt</a>'],\n",
       " 'asshole': ['<a href=\"https://www.reddit.com/r/AmItheAsshole\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AmItheAsshole</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/assholedesign\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/assholedesign</a>'],\n",
       " 'damn': ['<a href=\"https://www.reddit.com/r/Damnthatsinteresting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Damnthatsinteresting</a>'],\n",
       " 'thats': ['<a href=\"https://www.reddit.com/r/Damnthatsinteresting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Damnthatsinteresting</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ThatsInsane\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ThatsInsane</a>'],\n",
       " 'interesting': ['<a href=\"https://www.reddit.com/r/Damnthatsinteresting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Damnthatsinteresting</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/notinteresting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/notinteresting</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/interesting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/interesting</a>'],\n",
       " 'world': ['<a href=\"https://www.reddit.com/r/worldnews\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/worldnews</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/RimWorld\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RimWorld</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MonsterHunterWorld\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MonsterHunterWorld</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/worldbuilding\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/worldbuilding</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/newworldgame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/newworldgame</a>'],\n",
       " 'news': ['<a href=\"https://www.reddit.com/r/worldnews\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/worldnews</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/news\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/news</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/inthenews\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/inthenews</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/UpliftingNews\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UpliftingNews</a>'],\n",
       " 'white': ['<a href=\"https://www.reddit.com/r/WhitePeopleTwitter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WhitePeopleTwitter</a>'],\n",
       " 'people': ['<a href=\"https://www.reddit.com/r/WhitePeopleTwitter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WhitePeopleTwitter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/BlackPeopleTwitter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BlackPeopleTwitter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/EntitledPeople\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EntitledPeople</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/insanepeoplefacebook\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/insanepeoplefacebook</a>'],\n",
       " 'twitter': ['<a href=\"https://www.reddit.com/r/WhitePeopleTwitter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WhitePeopleTwitter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/BlackPeopleTwitter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BlackPeopleTwitter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Twitter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Twitter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NonPoliticalTwitter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NonPoliticalTwitter</a>'],\n",
       " 'anti': ['<a href=\"https://www.reddit.com/r/antiwork\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/antiwork</a>'],\n",
       " 'work': ['<a href=\"https://www.reddit.com/r/antiwork\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/antiwork</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/WorkReform\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WorkReform</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NotHowGirlsWork\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NotHowGirlsWork</a>'],\n",
       " 'live': ['<a href=\"https://www.reddit.com/r/LivestreamFail\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LivestreamFail</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Hololive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Hololive</a>'],\n",
       " 'stream': ['<a href=\"https://www.reddit.com/r/LivestreamFail\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LivestreamFail</a>'],\n",
       " 'fail': ['<a href=\"https://www.reddit.com/r/LivestreamFail\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LivestreamFail</a>'],\n",
       " 'stupid': ['<a href=\"https://www.reddit.com/r/NoStupidQuestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NoStupidQuestions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/StupidFood\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StupidFood</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/WinStupidPrizes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WinStupidPrizes</a>'],\n",
       " 'question': ['<a href=\"https://www.reddit.com/r/NoStupidQuestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NoStupidQuestions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/cscareerquestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cscareerquestions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ITCareerQuestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ITCareerQuestions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/linuxquestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/linuxquestions</a>'],\n",
       " 'gaming': ['<a href=\"https://www.reddit.com/r/gaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gaming</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/pcgaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pcgaming</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/GamingLeaksAndRumours\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GamingLeaksAndRumours</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/gachagaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gachagaming</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Gamingcirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Gamingcirclejerk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/linux_gaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/linux_gaming</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/macgaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/macgaming</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/gamingsuggestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gamingsuggestions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/GamingLaptops\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GamingLaptops</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/IndianGaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IndianGaming</a>'],\n",
       " 'league': ['<a href=\"https://www.reddit.com/r/leagueoflegends\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/leagueoflegends</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LeagueOfMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LeagueOfMemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/RocketLeague\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RocketLeague</a>'],\n",
       " 'legend': ['<a href=\"https://www.reddit.com/r/leagueoflegends\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/leagueoflegends</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/apexlegends\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/apexlegends</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LegendsOfRuneterra\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LegendsOfRuneterra</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/RaidShadowLegends\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RaidShadowLegends</a>'],\n",
       " 'funny': ['<a href=\"https://www.reddit.com/r/funny\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/funny</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FunnyandSad\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FunnyandSad</a>'],\n",
       " 'ah': ['<a href=\"https://www.reddit.com/r/AITAH\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AITAH</a>'],\n",
       " 'nba': ['<a href=\"https://www.reddit.com/r/nba\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nba</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/nbacirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nbacirclejerk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NBA2k\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NBA2k</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Nbamemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Nbamemes</a>'],\n",
       " 'pic': ['<a href=\"https://www.reddit.com/r/pics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pics</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/cringepics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cringepics</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/progresspics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/progresspics</a>'],\n",
       " 'door': ['<a href=\"https://www.reddit.com/r/doordash\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/doordash</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/doordash_drivers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/doordash_drivers</a>'],\n",
       " 'dash': ['<a href=\"https://www.reddit.com/r/doordash\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/doordash</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/doordash_drivers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/doordash_drivers</a>'],\n",
       " 'public': ['<a href=\"https://www.reddit.com/r/PublicFreakout\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PublicFreakout</a>'],\n",
       " 'freakout': ['<a href=\"https://www.reddit.com/r/PublicFreakout\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PublicFreakout</a>'],\n",
       " 'movie': ['<a href=\"https://www.reddit.com/r/movies\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/movies</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/shittymoviedetails\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/shittymoviedetails</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MovieSuggestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MovieSuggestions</a>'],\n",
       " 'ukraine': ['<a href=\"https://www.reddit.com/r/UkraineWarVideoReport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UkraineWarVideoReport</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ukraine\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ukraine</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/UkraineRussiaReport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UkraineRussiaReport</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/RussiaUkraineWar2022\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RussiaUkraineWar2022</a>'],\n",
       " 'war': ['<a href=\"https://www.reddit.com/r/UkraineWarVideoReport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UkraineWarVideoReport</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Warthunder\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Warthunder</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/totalwar\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/totalwar</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Warframe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Warframe</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/RussiaUkraineWar2022\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RussiaUkraineWar2022</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/summonerswar\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/summonerswar</a>'],\n",
       " 'video': ['<a href=\"https://www.reddit.com/r/UkraineWarVideoReport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UkraineWarVideoReport</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CrazyFuckingVideos\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CrazyFuckingVideos</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/videos\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/videos</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/discordVideos\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/discordVideos</a>'],\n",
       " 'report': ['<a href=\"https://www.reddit.com/r/UkraineWarVideoReport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UkraineWarVideoReport</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/UkraineRussiaReport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UkraineRussiaReport</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TheMajorityReport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheMajorityReport</a>'],\n",
       " 'explain': ['<a href=\"https://www.reddit.com/r/explainlikeimfive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/explainlikeimfive</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ExplainTheJoke\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ExplainTheJoke</a>'],\n",
       " 'like': ['<a href=\"https://www.reddit.com/r/explainlikeimfive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/explainlikeimfive</a>'],\n",
       " 'im': ['<a href=\"https://www.reddit.com/r/explainlikeimfive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/explainlikeimfive</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ImTheMainCharacter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ImTheMainCharacter</a>'],\n",
       " 'five': ['<a href=\"https://www.reddit.com/r/explainlikeimfive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/explainlikeimfive</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/fivenightsatfreddys\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fivenightsatfreddys</a>'],\n",
       " 'politics': ['<a href=\"https://www.reddit.com/r/politics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/politics</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ukpolitics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ukpolitics</a>'],\n",
       " 'pc': ['<a href=\"https://www.reddit.com/r/pcmasterrace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pcmasterrace</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/pcgaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pcgaming</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PcBuild\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PcBuild</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/sffpc\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/sffpc</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/bapcsalescanada\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bapcsalescanada</a>'],\n",
       " 'master': ['<a href=\"https://www.reddit.com/r/pcmasterrace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pcmasterrace</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/masterduel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/masterduel</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ultrawidemasterrace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ultrawidemasterrace</a>'],\n",
       " 'race': ['<a href=\"https://www.reddit.com/r/pcmasterrace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pcmasterrace</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/rupaulsdragrace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/rupaulsdragrace</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ultrawidemasterrace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ultrawidemasterrace</a>'],\n",
       " 'piracy': ['<a href=\"https://www.reddit.com/r/Piracy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Piracy</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/animepiracy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/animepiracy</a>'],\n",
       " 'next': ['<a href=\"https://www.reddit.com/r/nextfuckinglevel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nextfuckinglevel</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/dndnext\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dndnext</a>'],\n",
       " 'fucking': ['<a href=\"https://www.reddit.com/r/nextfuckinglevel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nextfuckinglevel</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CrazyFuckingVideos\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CrazyFuckingVideos</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NatureIsFuckingLit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NatureIsFuckingLit</a>'],\n",
       " 'level': ['<a href=\"https://www.reddit.com/r/nextfuckinglevel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nextfuckinglevel</a>'],\n",
       " 'today': ['<a href=\"https://www.reddit.com/r/todayilearned\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/todayilearned</a>'],\n",
       " 'learned': ['<a href=\"https://www.reddit.com/r/todayilearned\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/todayilearned</a>'],\n",
       " 'mine': ['<a href=\"https://www.reddit.com/r/Minecraft\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Minecraft</a>'],\n",
       " 'craft': ['<a href=\"https://www.reddit.com/r/Minecraft\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Minecraft</a>'],\n",
       " 'soccer': ['<a href=\"https://www.reddit.com/r/soccer\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/soccer</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/soccercirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/soccercirclejerk</a>'],\n",
       " 'gen': ['<a href=\"https://www.reddit.com/r/Genshin_Impact_Leaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Impact_Leaks</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Genshin_Impact\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Impact</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Genshin_Memepact\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Memepact</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/GenP\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GenP</a>'],\n",
       " 'shin': ['<a href=\"https://www.reddit.com/r/Genshin_Impact_Leaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Impact_Leaks</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Genshin_Impact\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Impact</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Genshin_Memepact\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Memepact</a>'],\n",
       " 'impact': ['<a href=\"https://www.reddit.com/r/Genshin_Impact_Leaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Impact_Leaks</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Genshin_Impact\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Impact</a>'],\n",
       " 'leak': ['<a href=\"https://www.reddit.com/r/Genshin_Impact_Leaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Impact_Leaks</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HonkaiStarRail_leaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HonkaiStarRail_leaks</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/GamingLeaksAndRumours\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GamingLeaksAndRumours</a>'],\n",
       " 'crazy': ['<a href=\"https://www.reddit.com/r/CrazyFuckingVideos\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CrazyFuckingVideos</a>'],\n",
       " 'meme': ['<a href=\"https://www.reddit.com/r/memes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/memes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/dankmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dankmemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/wholesomememes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/wholesomememes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/dndmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dndmemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/marvelmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/marvelmemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PoliticalCompassMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PoliticalCompassMemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HistoryMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HistoryMemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MemePiece\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MemePiece</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/meme\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/meme</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/lotrmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lotrmemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Genshin_Memepact\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Memepact</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LeagueOfMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LeagueOfMemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/terriblefacebookmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/terriblefacebookmemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/distressingmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/distressingmemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PrequelMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PrequelMemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/animememes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/animememes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/IndianDankMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IndianDankMemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TheRightCantMeme\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheRightCantMeme</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Nbamemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Nbamemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/mathmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/mathmemes</a>'],\n",
       " 'irl': ['<a href=\"https://www.reddit.com/r/meirl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/meirl</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/anime_irl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/anime_irl</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/China_irl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/China_irl</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/furry_irl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/furry_irl</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/real_China_irl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/real_China_irl</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/IRLgirls\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IRLgirls</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/2meirl4meirl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/2meirl4meirl</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/2meirl4meirl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/2meirl4meirl</a>'],\n",
       " 'tik': ['<a href=\"https://www.reddit.com/r/TikTokCringe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TikTokCringe</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/tiktokthots\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tiktokthots</a>'],\n",
       " 'k': ['<a href=\"https://www.reddit.com/r/TikTokCringe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TikTokCringe</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Warhammer40k\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Warhammer40k</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/tiktokthots\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tiktokthots</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/40kLore\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/40kLore</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NBA2k\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NBA2k</a>'],\n",
       " 'cringe': ['<a href=\"https://www.reddit.com/r/TikTokCringe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TikTokCringe</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/sadcringe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/sadcringe</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/cringepics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cringepics</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CringetopiaRM\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CringetopiaRM</a>'],\n",
       " 'unexpected': ['<a href=\"https://www.reddit.com/r/Unexpected\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Unexpected</a>'],\n",
       " 'chat': ['<a href=\"https://www.reddit.com/r/ChatGPT\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ChatGPT</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/popculturechat\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/popculturechat</a>'],\n",
       " 'gpt': ['<a href=\"https://www.reddit.com/r/ChatGPT\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ChatGPT</a>'],\n",
       " 'combat': ['<a href=\"https://www.reddit.com/r/CombatFootage\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CombatFootage</a>'],\n",
       " 'footage': ['<a href=\"https://www.reddit.com/r/CombatFootage\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CombatFootage</a>'],\n",
       " 'life': ['<a href=\"https://www.reddit.com/r/LifeProTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LifeProTips</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Serverlife\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Serverlife</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/UnethicalLifeProTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UnethicalLifeProTips</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/BuyItForLife\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BuyItForLife</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/japanlife\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/japanlife</a>'],\n",
       " 'pro': ['<a href=\"https://www.reddit.com/r/LifeProTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LifeProTips</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/UnethicalLifeProTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UnethicalLifeProTips</a>'],\n",
       " 'tip': ['<a href=\"https://www.reddit.com/r/LifeProTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LifeProTips</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/UnethicalLifeProTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UnethicalLifeProTips</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LinusTechTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LinusTechTips</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CleaningTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CleaningTips</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/tipofmytongue\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tipofmytongue</a>'],\n",
       " 'wtf': ['<a href=\"https://www.reddit.com/r/WTF\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WTF</a>'],\n",
       " 'unpopular': ['<a href=\"https://www.reddit.com/r/unpopularopinion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/unpopularopinion</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TrueUnpopularOpinion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TrueUnpopularOpinion</a>'],\n",
       " 'opinion': ['<a href=\"https://www.reddit.com/r/unpopularopinion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/unpopularopinion</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TrueUnpopularOpinion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TrueUnpopularOpinion</a>'],\n",
       " 'build': ['<a href=\"https://www.reddit.com/r/buildapc\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/buildapc</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/buildapcsales\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/buildapcsales</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PcBuild\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PcBuild</a>'],\n",
       " 'apc': ['<a href=\"https://www.reddit.com/r/buildapc\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/buildapc</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/buildapcsales\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/buildapcsales</a>'],\n",
       " 'tif': ['<a href=\"https://www.reddit.com/r/tifu\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tifu</a>'],\n",
       " 'u': ['<a href=\"https://www.reddit.com/r/tifu\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tifu</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/2westerneurope4u\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/2westerneurope4u</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AusFinance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AusFinance</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/VaushV\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/VaushV</a>'],\n",
       " 'personal': ['<a href=\"https://www.reddit.com/r/personalfinance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/personalfinance</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PersonalFinanceCanada\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PersonalFinanceCanada</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/UKPersonalFinance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UKPersonalFinance</a>'],\n",
       " 'finance': ['<a href=\"https://www.reddit.com/r/personalfinance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/personalfinance</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PersonalFinanceCanada\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PersonalFinanceCanada</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/UKPersonalFinance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UKPersonalFinance</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AusFinance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AusFinance</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/povertyfinance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/povertyfinance</a>'],\n",
       " 'shitty': ['<a href=\"https://www.reddit.com/r/shittytattoos\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/shittytattoos</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/shittyfoodporn\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/shittyfoodporn</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/shittymoviedetails\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/shittymoviedetails</a>'],\n",
       " 'tattoo': ['<a href=\"https://www.reddit.com/r/shittytattoos\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/shittytattoos</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/tattooadvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tattooadvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TattooDesigns\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TattooDesigns</a>'],\n",
       " 'relationship': ['<a href=\"https://www.reddit.com/r/relationship_advice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/relationship_advice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/relationships\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/relationships</a>'],\n",
       " 'advice': ['<a href=\"https://www.reddit.com/r/relationship_advice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/relationship_advice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/legaladvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/legaladvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LegalAdviceUK\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LegalAdviceUK</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/legaladvicecanada\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/legaladvicecanada</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/dating_advice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dating_advice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/DogAdvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DogAdvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MechanicAdvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MechanicAdvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/tattooadvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tattooadvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/careeradvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/careeradvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Advice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Advice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AdviceAnimals\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AdviceAnimals</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CatAdvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CatAdvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/malehairadvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/malehairadvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HeadphoneAdvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HeadphoneAdvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/hvacadvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/hvacadvice</a>'],\n",
       " 'server': ['<a href=\"https://www.reddit.com/r/Serverlife\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Serverlife</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TalesFromYourServer\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TalesFromYourServer</a>'],\n",
       " 'best': ['<a href=\"https://www.reddit.com/r/BestofRedditorUpdates\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BestofRedditorUpdates</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TwoBestFriendsPlay\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoBestFriendsPlay</a>'],\n",
       " 'update': ['<a href=\"https://www.reddit.com/r/BestofRedditorUpdates\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BestofRedditorUpdates</a>'],\n",
       " 'one': ['<a href=\"https://www.reddit.com/r/OnePiece\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OnePiece</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/OnePunchMan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OnePunchMan</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/xboxone\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/xboxone</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/onebag\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/onebag</a>'],\n",
       " 'piece': ['<a href=\"https://www.reddit.com/r/OnePiece\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OnePiece</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MemePiece\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MemePiece</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/iamatotalpieceofshit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/iamatotalpieceofshit</a>'],\n",
       " 'anime': ['<a href=\"https://www.reddit.com/r/anime\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/anime</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Animemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Animemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/anime_irl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/anime_irl</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/goodanimemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/goodanimemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/9anime\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/9anime</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/animememes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/animememes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/animepiracy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/animepiracy</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AnimeFigures\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AnimeFigures</a>'],\n",
       " 'two': ['<a href=\"https://www.reddit.com/r/TwoXChromosomes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoXChromosomes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TwoHotTakes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoHotTakes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TwoSentenceHorror\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoSentenceHorror</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TwoBestFriendsPlay\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoBestFriendsPlay</a>'],\n",
       " 'x': ['<a href=\"https://www.reddit.com/r/TwoXChromosomes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoXChromosomes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/XboxSeriesX\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/XboxSeriesX</a>'],\n",
       " 'chromosome': ['<a href=\"https://www.reddit.com/r/TwoXChromosomes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoXChromosomes</a>'],\n",
       " 'hon': ['<a href=\"https://www.reddit.com/r/HonkaiStarRail\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HonkaiStarRail</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HonkaiStarRail_leaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HonkaiStarRail_leaks</a>'],\n",
       " 'kai': ['<a href=\"https://www.reddit.com/r/HonkaiStarRail\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HonkaiStarRail</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HonkaiStarRail_leaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HonkaiStarRail_leaks</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/JuJutsuKaisen\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/JuJutsuKaisen</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/houkai3rd\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/houkai3rd</a>'],\n",
       " 'star': ['<a href=\"https://www.reddit.com/r/HonkaiStarRail\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HonkaiStarRail</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HonkaiStarRail_leaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HonkaiStarRail_leaks</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/StardewValley\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StardewValley</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/starcitizen\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/starcitizen</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Brawlstars\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Brawlstars</a>'],\n",
       " 'rail': ['<a href=\"https://www.reddit.com/r/HonkaiStarRail\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HonkaiStarRail</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HonkaiStarRail_leaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HonkaiStarRail_leaks</a>'],\n",
       " 'ffxi': ['<a href=\"https://www.reddit.com/r/ffxiv\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ffxiv</a>'],\n",
       " 'v': ['<a href=\"https://www.reddit.com/r/ffxiv\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ffxiv</a>'],\n",
       " 'scape': ['<a href=\"https://www.reddit.com/r/2007scape\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/2007scape</a>'],\n",
       " 'wow': ['<a href=\"https://www.reddit.com/r/wow\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/wow</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/classicwow\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/classicwow</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/wownoob\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/wownoob</a>'],\n",
       " 'wallstreet': ['<a href=\"https://www.reddit.com/r/wallstreetbets\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/wallstreetbets</a>'],\n",
       " 'bet': ['<a href=\"https://www.reddit.com/r/wallstreetbets\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/wallstreetbets</a>'],\n",
       " 'tinder': ['<a href=\"https://www.reddit.com/r/Tinder\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Tinder</a>'],\n",
       " 'old': ['<a href=\"https://www.reddit.com/r/OldSchoolCool\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OldSchoolCool</a>'],\n",
       " 'school': ['<a href=\"https://www.reddit.com/r/OldSchoolCool\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OldSchoolCool</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/medicalschool\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/medicalschool</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/summonerschool\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/summonerschool</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LawSchool\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LawSchool</a>'],\n",
       " 'cool': ['<a href=\"https://www.reddit.com/r/OldSchoolCool\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OldSchoolCool</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/coolguides\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/coolguides</a>'],\n",
       " 'driver': ['<a href=\"https://www.reddit.com/r/doordash_drivers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/doordash_drivers</a>'],\n",
       " 'made': ['<a href=\"https://www.reddit.com/r/MadeMeSmile\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MadeMeSmile</a>'],\n",
       " 'smile': ['<a href=\"https://www.reddit.com/r/MadeMeSmile\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MadeMeSmile</a>'],\n",
       " 'steam': ['<a href=\"https://www.reddit.com/r/Steam\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Steam</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/SteamDeck\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SteamDeck</a>'],\n",
       " 'tum': ['<a href=\"https://www.reddit.com/r/tumblr\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tumblr</a>'],\n",
       " 'blr': ['<a href=\"https://www.reddit.com/r/tumblr\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tumblr</a>'],\n",
       " 'food': ['<a href=\"https://www.reddit.com/r/StupidFood\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StupidFood</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/foodsafety\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/foodsafety</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/shittyfoodporn\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/shittyfoodporn</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/food\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/food</a>'],\n",
       " 'legal': ['<a href=\"https://www.reddit.com/r/legaladvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/legaladvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LegalAdviceUK\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LegalAdviceUK</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/legaladvicecanada\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/legaladvicecanada</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/legal\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/legal</a>'],\n",
       " 'manga': ['<a href=\"https://www.reddit.com/r/manga\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/manga</a>'],\n",
       " 'hol': ['<a href=\"https://www.reddit.com/r/HolUp\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HolUp</a>'],\n",
       " 'peter': ['<a href=\"https://www.reddit.com/r/PeterExplainsTheJoke\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PeterExplainsTheJoke</a>'],\n",
       " 'explains': ['<a href=\"https://www.reddit.com/r/PeterExplainsTheJoke\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PeterExplainsTheJoke</a>'],\n",
       " 'joke': ['<a href=\"https://www.reddit.com/r/PeterExplainsTheJoke\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PeterExplainsTheJoke</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Jokes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Jokes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/dadjokes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dadjokes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ExplainTheJoke\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ExplainTheJoke</a>'],\n",
       " 'deck': ['<a href=\"https://www.reddit.com/r/SteamDeck\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SteamDeck</a>'],\n",
       " 'stable': ['<a href=\"https://www.reddit.com/r/StableDiffusion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StableDiffusion</a>'],\n",
       " 'diffusion': ['<a href=\"https://www.reddit.com/r/StableDiffusion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StableDiffusion</a>'],\n",
       " 'ugly': ['<a href=\"https://www.reddit.com/r/amiugly\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/amiugly</a>'],\n",
       " 'global': ['<a href=\"https://www.reddit.com/r/GlobalOffensive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GlobalOffensive</a>'],\n",
       " 'offensive': ['<a href=\"https://www.reddit.com/r/GlobalOffensive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GlobalOffensive</a>'],\n",
       " 'formula': ['<a href=\"https://www.reddit.com/r/formula1\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/formula1</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/formuladank\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/formuladank</a>'],\n",
       " 'uk': ['<a href=\"https://www.reddit.com/r/LegalAdviceUK\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LegalAdviceUK</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskUK\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskUK</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CasualUK\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CasualUK</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/UKPersonalFinance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UKPersonalFinance</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ukpolitics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ukpolitics</a>'],\n",
       " 'game': ['<a href=\"https://www.reddit.com/r/Games\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Games</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/DestinyTheGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DestinyTheGame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PiratedGames\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PiratedGames</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/lostarkgame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lostarkgame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/GameDeals\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GameDeals</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/footballmanagergames\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/footballmanagergames</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/SatisfactoryGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SatisfactoryGame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/yakuzagames\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/yakuzagames</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/osugame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/osugame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NoMansSkyTheGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NoMansSkyTheGame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ShouldIbuythisgame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ShouldIbuythisgame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FreeGameFindings\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FreeGameFindings</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HarryPotterGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HarryPotterGame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/incremental_games\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/incremental_games</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HadesTheGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HadesTheGame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/XboxGamePass\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/XboxGamePass</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/newworldgame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/newworldgame</a>'],\n",
       " 'hot': ['<a href=\"https://www.reddit.com/r/TwoHotTakes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoHotTakes</a>'],\n",
       " 'take': ['<a href=\"https://www.reddit.com/r/TwoHotTakes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoHotTakes</a>'],\n",
       " 'europe': ['<a href=\"https://www.reddit.com/r/europe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/europe</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/2westerneurope4u\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/2westerneurope4u</a>'],\n",
       " 'dnd': ['<a href=\"https://www.reddit.com/r/DnD\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DnD</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/dndnext\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dndnext</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/dndmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dndmemes</a>'],\n",
       " 'sysadmin': ['<a href=\"https://www.reddit.com/r/sysadmin\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/sysadmin</a>'],\n",
       " 'brand': ['<a href=\"https://www.reddit.com/r/BrandNewSentence\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BrandNewSentence</a>'],\n",
       " 'new': ['<a href=\"https://www.reddit.com/r/BrandNewSentence\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BrandNewSentence</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/newzealand\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/newzealand</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NewGreentexts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NewGreentexts</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/newworldgame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/newworldgame</a>'],\n",
       " 'sentence': ['<a href=\"https://www.reddit.com/r/BrandNewSentence\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BrandNewSentence</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TwoSentenceHorror\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoSentenceHorror</a>'],\n",
       " 'non': ['<a href=\"https://www.reddit.com/r/NonCredibleDefense\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NonCredibleDefense</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NonPoliticalTwitter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NonPoliticalTwitter</a>'],\n",
       " 'credible': ['<a href=\"https://www.reddit.com/r/NonCredibleDefense\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NonCredibleDefense</a>'],\n",
       " 'defense': ['<a href=\"https://www.reddit.com/r/NonCredibleDefense\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NonCredibleDefense</a>'],\n",
       " 'pop': ['<a href=\"https://www.reddit.com/r/popculturechat\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/popculturechat</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/popheads\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/popheads</a>'],\n",
       " 'culture': ['<a href=\"https://www.reddit.com/r/popculturechat\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/popculturechat</a>'],\n",
       " 'feed': ['<a href=\"https://www.reddit.com/r/feedthebeast\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/feedthebeast</a>'],\n",
       " 'beast': ['<a href=\"https://www.reddit.com/r/feedthebeast\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/feedthebeast</a>'],\n",
       " 'men': ['<a href=\"https://www.reddit.com/r/AskMen\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskMen</a>'],\n",
       " 'discord': ['<a href=\"https://www.reddit.com/r/discordapp\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/discordapp</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/discordVideos\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/discordVideos</a>'],\n",
       " 'app': ['<a href=\"https://www.reddit.com/r/discordapp\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/discordapp</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/apolloapp\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/apolloapp</a>'],\n",
       " 'dot': ['<a href=\"https://www.reddit.com/r/DotA2\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DotA2</a>'],\n",
       " 'elden': ['<a href=\"https://www.reddit.com/r/Eldenring\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Eldenring</a>'],\n",
       " 'ring': ['<a href=\"https://www.reddit.com/r/Eldenring\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Eldenring</a>'],\n",
       " 'malicious': ['<a href=\"https://www.reddit.com/r/MaliciousCompliance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MaliciousCompliance</a>'],\n",
       " 'compliance': ['<a href=\"https://www.reddit.com/r/MaliciousCompliance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MaliciousCompliance</a>'],\n",
       " 'faux': ['<a href=\"https://www.reddit.com/r/Fauxmoi\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Fauxmoi</a>'],\n",
       " 'moi': ['<a href=\"https://www.reddit.com/r/Fauxmoi\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Fauxmoi</a>'],\n",
       " 'television': ['<a href=\"https://www.reddit.com/r/television\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/television</a>'],\n",
       " 'canada': ['<a href=\"https://www.reddit.com/r/PersonalFinanceCanada\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PersonalFinanceCanada</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/legaladvicecanada\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/legaladvicecanada</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/canada\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/canada</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/bapcsalescanada\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bapcsalescanada</a>'],\n",
       " 'travel': ['<a href=\"https://www.reddit.com/r/travel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/travel</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/solotravel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/solotravel</a>'],\n",
       " 'fashion': ['<a href=\"https://www.reddit.com/r/FashionReps\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FashionReps</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/frugalmalefashion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/frugalmalefashion</a>'],\n",
       " 'rep': ['<a href=\"https://www.reddit.com/r/FashionReps\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FashionReps</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Repsneakers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Repsneakers</a>'],\n",
       " 'maybe': ['<a href=\"https://www.reddit.com/r/maybemaybemaybe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/maybemaybemaybe</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/maybemaybemaybe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/maybemaybemaybe</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/maybemaybemaybe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/maybemaybemaybe</a>'],\n",
       " 'could': ['<a href=\"https://www.reddit.com/r/Whatcouldgowrong\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Whatcouldgowrong</a>'],\n",
       " 'go': ['<a href=\"https://www.reddit.com/r/Whatcouldgowrong\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Whatcouldgowrong</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/pokemongo\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pokemongo</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/csgo\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/csgo</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/golang\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/golang</a>'],\n",
       " 'wrong': ['<a href=\"https://www.reddit.com/r/Whatcouldgowrong\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Whatcouldgowrong</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/amiwrong\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/amiwrong</a>'],\n",
       " 'destiny': ['<a href=\"https://www.reddit.com/r/DestinyTheGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DestinyTheGame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Destiny\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Destiny</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/destiny2\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/destiny2</a>'],\n",
       " 'black': ['<a href=\"https://www.reddit.com/r/BlackPeopleTwitter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BlackPeopleTwitter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/blackdesertonline\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/blackdesertonline</a>'],\n",
       " 'technology': ['<a href=\"https://www.reddit.com/r/technology\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/technology</a>'],\n",
       " 'petty': ['<a href=\"https://www.reddit.com/r/pettyrevenge\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pettyrevenge</a>'],\n",
       " 'revenge': ['<a href=\"https://www.reddit.com/r/pettyrevenge\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pettyrevenge</a>'],\n",
       " 'classic': ['<a href=\"https://www.reddit.com/r/classicwow\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/classicwow</a>'],\n",
       " 'amazed': ['<a href=\"https://www.reddit.com/r/BeAmazed\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BeAmazed</a>'],\n",
       " 'entertainment': ['<a href=\"https://www.reddit.com/r/entertainment\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/entertainment</a>'],\n",
       " 'oddly': ['<a href=\"https://www.reddit.com/r/oddlyterrifying\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/oddlyterrifying</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/oddlysatisfying\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/oddlysatisfying</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/oddlyspecific\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/oddlyspecific</a>'],\n",
       " 'terrifying': ['<a href=\"https://www.reddit.com/r/oddlyterrifying\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/oddlyterrifying</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TerrifyingAsFuck\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TerrifyingAsFuck</a>'],\n",
       " 'ukrainian': ['<a href=\"https://www.reddit.com/r/UkrainianConflict\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UkrainianConflict</a>'],\n",
       " 'conflict': ['<a href=\"https://www.reddit.com/r/UkrainianConflict\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UkrainianConflict</a>'],\n",
       " 'true': ['<a href=\"https://www.reddit.com/r/TrueOffMyChest\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TrueOffMyChest</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TrueUnpopularOpinion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TrueUnpopularOpinion</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/truerateme\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/truerateme</a>'],\n",
       " 'chest': ['<a href=\"https://www.reddit.com/r/TrueOffMyChest\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TrueOffMyChest</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/offmychest\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/offmychest</a>'],\n",
       " 'pirated': ['<a href=\"https://www.reddit.com/r/PiratedGames\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PiratedGames</a>'],\n",
       " 'valor': ['<a href=\"https://www.reddit.com/r/VALORANT\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/VALORANT</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ValorantCompetitive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ValorantCompetitive</a>'],\n",
       " 'ant': ['<a href=\"https://www.reddit.com/r/VALORANT\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/VALORANT</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ValorantCompetitive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ValorantCompetitive</a>'],\n",
       " 'squared': ['<a href=\"https://www.reddit.com/r/SquaredCircle\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SquaredCircle</a>'],\n",
       " 'circle': ['<a href=\"https://www.reddit.com/r/SquaredCircle\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SquaredCircle</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/nbacirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nbacirclejerk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Gamingcirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Gamingcirclejerk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/soccercirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/soccercirclejerk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/vexillologycirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/vexillologycirclejerk</a>'],\n",
       " 'tear': ['<a href=\"https://www.reddit.com/r/tearsofthekingdom\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tearsofthekingdom</a>'],\n",
       " 'kingdom': ['<a href=\"https://www.reddit.com/r/tearsofthekingdom\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tearsofthekingdom</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/unitedkingdom\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/unitedkingdom</a>'],\n",
       " 'green': ['<a href=\"https://www.reddit.com/r/greentext\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/greentext</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NewGreentexts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NewGreentexts</a>'],\n",
       " 'text': ['<a href=\"https://www.reddit.com/r/greentext\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/greentext</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NewGreentexts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NewGreentexts</a>'],\n",
       " 'crack': ['<a href=\"https://www.reddit.com/r/CrackWatch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CrackWatch</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CrackSupport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CrackSupport</a>'],\n",
       " 'watch': ['<a href=\"https://www.reddit.com/r/CrackWatch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CrackWatch</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Overwatch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Overwatch</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Watches\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Watches</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AppleWatch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AppleWatch</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Competitiveoverwatch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Competitiveoverwatch</a>'],\n",
       " 'dank': ['<a href=\"https://www.reddit.com/r/dankmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dankmemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/formuladank\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/formuladank</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Grimdank\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Grimdank</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/IndianDankMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IndianDankMemes</a>'],\n",
       " 'sex': ['<a href=\"https://www.reddit.com/r/sex\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/sex</a>'],\n",
       " 'dead': ['<a href=\"https://www.reddit.com/r/deadbydaylight\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/deadbydaylight</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/reddeadredemption\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/reddeadredemption</a>'],\n",
       " 'daylight': ['<a href=\"https://www.reddit.com/r/deadbydaylight\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/deadbydaylight</a>'],\n",
       " 'teenager': ['<a href=\"https://www.reddit.com/r/teenagers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/teenagers</a>'],\n",
       " 'holo': ['<a href=\"https://www.reddit.com/r/Hololive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Hololive</a>'],\n",
       " 'ufo': ['<a href=\"https://www.reddit.com/r/UFOs\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UFOs</a>'],\n",
       " 'afraid': ['<a href=\"https://www.reddit.com/r/TooAfraidToAsk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TooAfraidToAsk</a>'],\n",
       " 'wholesome': ['<a href=\"https://www.reddit.com/r/wholesomememes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/wholesomememes</a>'],\n",
       " 'map': ['<a href=\"https://www.reddit.com/r/MapPorn\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MapPorn</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/imaginarymaps\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/imaginarymaps</a>'],\n",
       " 'porn': ['<a href=\"https://www.reddit.com/r/MapPorn\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MapPorn</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/fightporn\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fightporn</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/shittyfoodporn\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/shittyfoodporn</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/DesignPorn\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DesignPorn</a>'],\n",
       " 'weird': ['<a href=\"https://www.reddit.com/r/Weird\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Weird</a>'],\n",
       " 'sky': ['<a href=\"https://www.reddit.com/r/skyrimmods\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/skyrimmods</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/skyrim\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/skyrim</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NoMansSkyTheGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NoMansSkyTheGame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HypixelSkyblock\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HypixelSkyblock</a>'],\n",
       " 'rim': ['<a href=\"https://www.reddit.com/r/skyrimmods\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/skyrimmods</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/skyrim\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/skyrim</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/RimWorld\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RimWorld</a>'],\n",
       " 'mod': ['<a href=\"https://www.reddit.com/r/skyrimmods\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/skyrimmods</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FalloutMods\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FalloutMods</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/allthemods\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/allthemods</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CalamityMod\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CalamityMod</a>'],\n",
       " 'c': ['<a href=\"https://www.reddit.com/r/cscareerquestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cscareerquestions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/csMajors\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/csMajors</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/csgo\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/csgo</a>'],\n",
       " 'career': ['<a href=\"https://www.reddit.com/r/cscareerquestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cscareerquestions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/careerguidance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/careerguidance</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/careeradvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/careeradvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ITCareerQuestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ITCareerQuestions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FinancialCareers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FinancialCareers</a>'],\n",
       " 'shit': ['<a href=\"https://www.reddit.com/r/shitposting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/shitposting</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ShitPostCrusaders\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ShitPostCrusaders</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/iamatotalpieceofshit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/iamatotalpieceofshit</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ShitAmericansSay\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ShitAmericansSay</a>'],\n",
       " 'posting': ['<a href=\"https://www.reddit.com/r/shitposting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/shitposting</a>'],\n",
       " 'nintendo': ['<a href=\"https://www.reddit.com/r/NintendoSwitch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NintendoSwitch</a>'],\n",
       " 'switch': ['<a href=\"https://www.reddit.com/r/NintendoSwitch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NintendoSwitch</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/SwitchPirates\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SwitchPirates</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Switch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Switch</a>'],\n",
       " 'path': ['<a href=\"https://www.reddit.com/r/pathofexile\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pathofexile</a>'],\n",
       " 'exile': ['<a href=\"https://www.reddit.com/r/pathofexile\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pathofexile</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ConanExiles\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ConanExiles</a>'],\n",
       " 'australia': ['<a href=\"https://www.reddit.com/r/australia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/australia</a>'],\n",
       " 'loop': ['<a href=\"https://www.reddit.com/r/OutOfTheLoop\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OutOfTheLoop</a>'],\n",
       " 'zelda': ['<a href=\"https://www.reddit.com/r/zelda\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/zelda</a>'],\n",
       " 'bald': ['<a href=\"https://www.reddit.com/r/bald\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bald</a>'],\n",
       " 'insta': ['<a href=\"https://www.reddit.com/r/InstacartShoppers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/InstacartShoppers</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Instagramreality\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Instagramreality</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/InstaCelebsGossip\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/InstaCelebsGossip</a>'],\n",
       " 'cart': ['<a href=\"https://www.reddit.com/r/InstacartShoppers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/InstacartShoppers</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/playboicarti\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/playboicarti</a>'],\n",
       " 'shopper': ['<a href=\"https://www.reddit.com/r/InstacartShoppers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/InstacartShoppers</a>'],\n",
       " 'amd': ['<a href=\"https://www.reddit.com/r/Amd\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Amd</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AMDHelp\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AMDHelp</a>'],\n",
       " 'taylor': ['<a href=\"https://www.reddit.com/r/TaylorSwift\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TaylorSwift</a>'],\n",
       " 'swift': ['<a href=\"https://www.reddit.com/r/TaylorSwift\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TaylorSwift</a>'],\n",
       " 'bge': ['<a href=\"https://www.reddit.com/r/ATBGE\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ATBGE</a>'],\n",
       " 'mid': ['<a href=\"https://www.reddit.com/r/midjourney\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/midjourney</a>'],\n",
       " 'journey': ['<a href=\"https://www.reddit.com/r/midjourney\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/midjourney</a>'],\n",
       " 'data': ['<a href=\"https://www.reddit.com/r/dataisbeautiful\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dataisbeautiful</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/DataHoarder\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DataHoarder</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/datascience\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/datascience</a>'],\n",
       " 'beautiful': ['<a href=\"https://www.reddit.com/r/dataisbeautiful\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dataisbeautiful</a>'],\n",
       " 'streetfighter': ['<a href=\"https://www.reddit.com/r/StreetFighter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StreetFighter</a>'],\n",
       " 'uber': ['<a href=\"https://www.reddit.com/r/UberEATS\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UberEATS</a>'],\n",
       " 'eats': ['<a href=\"https://www.reddit.com/r/UberEATS\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UberEATS</a>'],\n",
       " 'magic': ['<a href=\"https://www.reddit.com/r/magicTCG\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/magicTCG</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MagicArena\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MagicArena</a>'],\n",
       " 'tcg': ['<a href=\"https://www.reddit.com/r/magicTCG\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/magicTCG</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PokemonTCG\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PokemonTCG</a>'],\n",
       " 'rumour': ['<a href=\"https://www.reddit.com/r/GamingLeaksAndRumours\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GamingLeaksAndRumours</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MarvelStudios_Rumours\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MarvelStudios_Rumours</a>'],\n",
       " 'cat': ['<a href=\"https://www.reddit.com/r/cats\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cats</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CatAdvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CatAdvice</a>'],\n",
       " 'de': ['<a href=\"https://www.reddit.com/r/de\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/de</a>'],\n",
       " 'spiderman': ['<a href=\"https://www.reddit.com/r/Spiderman\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Spiderman</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/SpidermanPS4\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SpidermanPS4</a>'],\n",
       " 'marvel': ['<a href=\"https://www.reddit.com/r/marvelstudios\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/marvelstudios</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/marvelmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/marvelmemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Marvel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Marvel</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MarvelSnap\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MarvelSnap</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MarvelStudiosSpoilers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MarvelStudiosSpoilers</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MarvelStudios_Rumours\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MarvelStudios_Rumours</a>'],\n",
       " 'studio': ['<a href=\"https://www.reddit.com/r/marvelstudios\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/marvelstudios</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MarvelStudiosSpoilers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MarvelStudiosSpoilers</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FL_Studio\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FL_Studio</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MarvelStudios_Rumours\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MarvelStudios_Rumours</a>'],\n",
       " 'nvidia': ['<a href=\"https://www.reddit.com/r/nvidia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nvidia</a>'],\n",
       " 'roast': ['<a href=\"https://www.reddit.com/r/RoastMe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RoastMe</a>'],\n",
       " 'satisfying': ['<a href=\"https://www.reddit.com/r/oddlysatisfying\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/oddlysatisfying</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/satisfying\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/satisfying</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Satisfyingasfuck\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Satisfyingasfuck</a>'],\n",
       " 'philippine': ['<a href=\"https://www.reddit.com/r/Philippines\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Philippines</a>'],\n",
       " 'project': ['<a href=\"https://www.reddit.com/r/projectzomboid\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/projectzomboid</a>'],\n",
       " 'zombo': ['<a href=\"https://www.reddit.com/r/projectzomboid\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/projectzomboid</a>'],\n",
       " 'id': ['<a href=\"https://www.reddit.com/r/projectzomboid\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/projectzomboid</a>'],\n",
       " 'desert': ['<a href=\"https://www.reddit.com/r/blackdesertonline\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/blackdesertonline</a>'],\n",
       " 'online': ['<a href=\"https://www.reddit.com/r/blackdesertonline\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/blackdesertonline</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/gtaonline\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gtaonline</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/elderscrollsonline\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/elderscrollsonline</a>'],\n",
       " 'job': ['<a href=\"https://www.reddit.com/r/jobs\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/jobs</a>'],\n",
       " 'comic': ['<a href=\"https://www.reddit.com/r/comics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/comics</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/comicbooks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/comicbooks</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/DCcomics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DCcomics</a>'],\n",
       " 'techsupport': ['<a href=\"https://www.reddit.com/r/techsupport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/techsupport</a>'],\n",
       " 'united': ['<a href=\"https://www.reddit.com/r/unitedkingdom\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/unitedkingdom</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/unitedairlines\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/unitedairlines</a>'],\n",
       " 'super': ['<a href=\"https://www.reddit.com/r/Superstonk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Superstonk</a>'],\n",
       " 'tonk': ['<a href=\"https://www.reddit.com/r/Superstonk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Superstonk</a>'],\n",
       " 'programmer': ['<a href=\"https://www.reddit.com/r/ProgrammerHumor\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ProgrammerHumor</a>'],\n",
       " 'humor': ['<a href=\"https://www.reddit.com/r/ProgrammerHumor\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ProgrammerHumor</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PoliticalHumor\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PoliticalHumor</a>'],\n",
       " 'dew': ['<a href=\"https://www.reddit.com/r/StardewValley\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StardewValley</a>'],\n",
       " 'valley': ['<a href=\"https://www.reddit.com/r/StardewValley\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StardewValley</a>'],\n",
       " 'lost': ['<a href=\"https://www.reddit.com/r/lostarkgame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lostarkgame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/lostredditors\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lostredditors</a>'],\n",
       " 'ark': ['<a href=\"https://www.reddit.com/r/lostarkgame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lostarkgame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ARK\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ARK</a>'],\n",
       " 'unethical': ['<a href=\"https://www.reddit.com/r/UnethicalLifeProTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UnethicalLifeProTips</a>'],\n",
       " 'baseball': ['<a href=\"https://www.reddit.com/r/baseball\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/baseball</a>'],\n",
       " 'nfl': ['<a href=\"https://www.reddit.com/r/nfl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nfl</a>'],\n",
       " 'terra': ['<a href=\"https://www.reddit.com/r/Terraria\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Terraria</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LegendsOfRuneterra\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LegendsOfRuneterra</a>'],\n",
       " 'ria': ['<a href=\"https://www.reddit.com/r/Terraria\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Terraria</a>'],\n",
       " 'warhammer': ['<a href=\"https://www.reddit.com/r/Warhammer40k\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Warhammer40k</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/WarhammerCompetitive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WarhammerCompetitive</a>'],\n",
       " 'plumbing': ['<a href=\"https://www.reddit.com/r/Plumbing\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Plumbing</a>'],\n",
       " 'chan': ['<a href=\"https://www.reddit.com/r/4chan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/4chan</a>'],\n",
       " 'grand': ['<a href=\"https://www.reddit.com/r/grandorder\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/grandorder</a>'],\n",
       " 'order': ['<a href=\"https://www.reddit.com/r/grandorder\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/grandorder</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FallenOrder\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FallenOrder</a>'],\n",
       " 'shower': ['<a href=\"https://www.reddit.com/r/Showerthoughts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Showerthoughts</a>'],\n",
       " 'thought': ['<a href=\"https://www.reddit.com/r/Showerthoughts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Showerthoughts</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/RandomThoughts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RandomThoughts</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/kpopthoughts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/kpopthoughts</a>'],\n",
       " 'golf': ['<a href=\"https://www.reddit.com/r/golf\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/golf</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/discgolf\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/discgolf</a>'],\n",
       " 'aww': ['<a href=\"https://www.reddit.com/r/aww\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/aww</a>'],\n",
       " 'escape': ['<a href=\"https://www.reddit.com/r/EscapefromTarkov\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EscapefromTarkov</a>'],\n",
       " 'tar': ['<a href=\"https://www.reddit.com/r/EscapefromTarkov\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EscapefromTarkov</a>'],\n",
       " 'kov': ['<a href=\"https://www.reddit.com/r/EscapefromTarkov\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EscapefromTarkov</a>'],\n",
       " 'conspiracy': ['<a href=\"https://www.reddit.com/r/conspiracy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/conspiracy</a>'],\n",
       " 'rp': ['<a href=\"https://www.reddit.com/r/RPClipsGTA\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RPClipsGTA</a>'],\n",
       " 'clip': ['<a href=\"https://www.reddit.com/r/RPClipsGTA\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RPClipsGTA</a>'],\n",
       " 'gta': ['<a href=\"https://www.reddit.com/r/RPClipsGTA\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RPClipsGTA</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/gtaonline\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gtaonline</a>'],\n",
       " 'main': ['<a href=\"https://www.reddit.com/r/ImTheMainCharacter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ImTheMainCharacter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/IAmTheMainCharacter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IAmTheMainCharacter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/EulaMains\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EulaMains</a>'],\n",
       " 'character': ['<a href=\"https://www.reddit.com/r/ImTheMainCharacter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ImTheMainCharacter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CharacterAI\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CharacterAI</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/IAmTheMainCharacter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IAmTheMainCharacter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CharacterRant\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CharacterRant</a>'],\n",
       " 'thunder': ['<a href=\"https://www.reddit.com/r/Warthunder\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Warthunder</a>'],\n",
       " 'france': ['<a href=\"https://www.reddit.com/r/france\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/france</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskFrance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskFrance</a>'],\n",
       " 'punch': ['<a href=\"https://www.reddit.com/r/OnePunchMan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OnePunchMan</a>'],\n",
       " 'man': ['<a href=\"https://www.reddit.com/r/OnePunchMan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OnePunchMan</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ChainsawMan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ChainsawMan</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/manhwa\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/manhwa</a>'],\n",
       " 'total': ['<a href=\"https://www.reddit.com/r/totalwar\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/totalwar</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/iamatotalpieceofshit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/iamatotalpieceofshit</a>'],\n",
       " 'western': ['<a href=\"https://www.reddit.com/r/2westerneurope4u\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/2westerneurope4u</a>'],\n",
       " 'deep': ['<a href=\"https://www.reddit.com/r/DeepRockGalactic\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DeepRockGalactic</a>'],\n",
       " 'rock': ['<a href=\"https://www.reddit.com/r/DeepRockGalactic\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DeepRockGalactic</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/BocchiTheRock\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BocchiTheRock</a>'],\n",
       " 'galactic': ['<a href=\"https://www.reddit.com/r/DeepRockGalactic\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DeepRockGalactic</a>'],\n",
       " 'thing': ['<a href=\"https://www.reddit.com/r/whatisthisthing\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/whatisthisthing</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/justneckbeardthings\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/justneckbeardthings</a>'],\n",
       " 'casual': ['<a href=\"https://www.reddit.com/r/CasualUK\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CasualUK</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CasualConversation\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CasualConversation</a>'],\n",
       " 'cps': ['<a href=\"https://www.reddit.com/r/CPS\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CPS</a>'],\n",
       " 'competitive': ['<a href=\"https://www.reddit.com/r/CompetitiveTFT\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CompetitiveTFT</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ValorantCompetitive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ValorantCompetitive</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/WarhammerCompetitive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WarhammerCompetitive</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CoDCompetitive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CoDCompetitive</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Competitiveoverwatch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Competitiveoverwatch</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CompetitiveApex\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CompetitiveApex</a>'],\n",
       " 'tft': ['<a href=\"https://www.reddit.com/r/CompetitiveTFT\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CompetitiveTFT</a>'],\n",
       " 'guildwars': ['<a href=\"https://www.reddit.com/r/Guildwars2\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Guildwars2</a>'],\n",
       " 'gifs': ['<a href=\"https://www.reddit.com/r/gifs\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gifs</a>'],\n",
       " 'pokemon': ['<a href=\"https://www.reddit.com/r/pokemon\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pokemon</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/pokemongo\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/pokemongo</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PokemonInfiniteFusion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PokemonInfiniteFusion</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PokemonTCG\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PokemonTCG</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PokemonScarletViolet\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PokemonScarletViolet</a>'],\n",
       " 'hockey': ['<a href=\"https://www.reddit.com/r/hockey\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/hockey</a>'],\n",
       " 'baldurs': ['<a href=\"https://www.reddit.com/r/BaldursGate3\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BaldursGate3</a>'],\n",
       " 'gate': ['<a href=\"https://www.reddit.com/r/BaldursGate3\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BaldursGate3</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/OceanGateTitan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OceanGateTitan</a>'],\n",
       " 'learn': ['<a href=\"https://www.reddit.com/r/learnprogramming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/learnprogramming</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/learnpython\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/learnpython</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LearnJapanese\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LearnJapanese</a>'],\n",
       " 'programming': ['<a href=\"https://www.reddit.com/r/learnprogramming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/learnprogramming</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/programming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/programming</a>'],\n",
       " 'india': ['<a href=\"https://www.reddit.com/r/india\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/india</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/developersIndia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/developersIndia</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/IndiaSpeaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IndiaSpeaks</a>'],\n",
       " 'frugal': ['<a href=\"https://www.reddit.com/r/Frugal\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Frugal</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/frugalmalefashion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/frugalmalefashion</a>'],\n",
       " 'book': ['<a href=\"https://www.reddit.com/r/books\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/books</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/comicbooks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/comicbooks</a>'],\n",
       " 'team': ['<a href=\"https://www.reddit.com/r/TeamfightTactics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TeamfightTactics</a>'],\n",
       " 'fight': ['<a href=\"https://www.reddit.com/r/TeamfightTactics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TeamfightTactics</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/fightporn\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fightporn</a>'],\n",
       " 'tactic': ['<a href=\"https://www.reddit.com/r/TeamfightTactics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TeamfightTactics</a>'],\n",
       " 'crusader': ['<a href=\"https://www.reddit.com/r/CrusaderKings\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CrusaderKings</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ShitPostCrusaders\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ShitPostCrusaders</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/StardustCrusaders\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StardustCrusaders</a>'],\n",
       " 'king': ['<a href=\"https://www.reddit.com/r/CrusaderKings\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CrusaderKings</a>'],\n",
       " 'frame': ['<a href=\"https://www.reddit.com/r/Warframe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Warframe</a>'],\n",
       " 'twitch': ['<a href=\"https://www.reddit.com/r/Twitch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Twitch</a>'],\n",
       " 'chess': ['<a href=\"https://www.reddit.com/r/chess\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/chess</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/chessbeginners\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/chessbeginners</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AnarchyChess\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AnarchyChess</a>'],\n",
       " 'osh': ['<a href=\"https://www.reddit.com/r/OshiNoKo\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OshiNoKo</a>'],\n",
       " 'oko': ['<a href=\"https://www.reddit.com/r/OshiNoKo\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OshiNoKo</a>'],\n",
       " 'p': ['<a href=\"https://www.reddit.com/r/PS5\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PS5</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/SpidermanPS4\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SpidermanPS4</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PS4\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PS4</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/GenP\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GenP</a>'],\n",
       " 'fitness': ['<a href=\"https://www.reddit.com/r/Fitness\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Fitness</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/bodyweightfitness\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bodyweightfitness</a>'],\n",
       " 'tennis': ['<a href=\"https://www.reddit.com/r/tennis\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tennis</a>'],\n",
       " 'starfield': ['<a href=\"https://www.reddit.com/r/Starfield\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Starfield</a>'],\n",
       " 'insane': ['<a href=\"https://www.reddit.com/r/ThatsInsane\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ThatsInsane</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/insanepeoplefacebook\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/insanepeoplefacebook</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/insanereality\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/insanereality</a>'],\n",
       " 'thots': ['<a href=\"https://www.reddit.com/r/tiktokthots\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tiktokthots</a>'],\n",
       " 'good': ['<a href=\"https://www.reddit.com/r/goodanimemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/goodanimemes</a>'],\n",
       " 'sale': ['<a href=\"https://www.reddit.com/r/buildapcsales\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/buildapcsales</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/askcarsales\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askcarsales</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/bapcsalescanada\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bapcsalescanada</a>'],\n",
       " 'gunner': ['<a href=\"https://www.reddit.com/r/Gunners\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Gunners</a>'],\n",
       " 'mon': ['<a href=\"https://www.reddit.com/r/Asmongold\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Asmongold</a>'],\n",
       " 'gold': ['<a href=\"https://www.reddit.com/r/Asmongold\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Asmongold</a>'],\n",
       " 'guide': ['<a href=\"https://www.reddit.com/r/coolguides\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/coolguides</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TheGirlSurvivalGuide\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheGirlSurvivalGuide</a>'],\n",
       " 'xq': ['<a href=\"https://www.reddit.com/r/xqcow\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/xqcow</a>'],\n",
       " 'cow': ['<a href=\"https://www.reddit.com/r/xqcow\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/xqcow</a>'],\n",
       " 'ff': ['<a href=\"https://www.reddit.com/r/FFXVI\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FFXVI</a>'],\n",
       " 'xvi': ['<a href=\"https://www.reddit.com/r/FFXVI\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FFXVI</a>'],\n",
       " 'apple': ['<a href=\"https://www.reddit.com/r/apple\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/apple</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AppleWatch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AppleWatch</a>'],\n",
       " 'geography': ['<a href=\"https://www.reddit.com/r/geography\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/geography</a>'],\n",
       " 'car': ['<a href=\"https://www.reddit.com/r/cars\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cars</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/fuckcars\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fuckcars</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/whatisthiscar\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/whatisthiscar</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/askcarsales\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askcarsales</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/whatcarshouldIbuy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/whatcarshouldIbuy</a>'],\n",
       " 'rom': ['<a href=\"https://www.reddit.com/r/Roms\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Roms</a>'],\n",
       " 'red': ['<a href=\"https://www.reddit.com/r/reddevils\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/reddevils</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/reddeadredemption\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/reddeadredemption</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/redscarepod\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/redscarepod</a>'],\n",
       " 'devil': ['<a href=\"https://www.reddit.com/r/reddevils\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/reddevils</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AmITheDevil\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AmITheDevil</a>'],\n",
       " 'printing': ['<a href=\"https://www.reddit.com/r/3Dprinting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/3Dprinting</a>'],\n",
       " 'vancouver': ['<a href=\"https://www.reddit.com/r/vancouver\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/vancouver</a>'],\n",
       " 'crypto': ['<a href=\"https://www.reddit.com/r/CryptoCurrency\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CryptoCurrency</a>'],\n",
       " 'currency': ['<a href=\"https://www.reddit.com/r/CryptoCurrency\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CryptoCurrency</a>'],\n",
       " 'mm': ['<a href=\"https://www.reddit.com/r/MMA\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MMA</a>'],\n",
       " 'ap': ['<a href=\"https://www.reddit.com/r/APStudents\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/APStudents</a>'],\n",
       " 'student': ['<a href=\"https://www.reddit.com/r/APStudents\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/APStudents</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/StudentLoans\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StudentLoans</a>'],\n",
       " 'costco': ['<a href=\"https://www.reddit.com/r/Costco\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Costco</a>'],\n",
       " 'conservative': ['<a href=\"https://www.reddit.com/r/Conservative\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Conservative</a>'],\n",
       " 'random': ['<a href=\"https://www.reddit.com/r/RandomThoughts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RandomThoughts</a>'],\n",
       " 'runescape': ['<a href=\"https://www.reddit.com/r/runescape\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/runescape</a>'],\n",
       " 'science': ['<a href=\"https://www.reddit.com/r/science\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/science</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ScienceUncensored\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ScienceUncensored</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/askscience\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askscience</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/datascience\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/datascience</a>'],\n",
       " 'hoi': ['<a href=\"https://www.reddit.com/r/hoi4\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/hoi4</a>'],\n",
       " 'kpop': ['<a href=\"https://www.reddit.com/r/kpop\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/kpop</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/kpopthoughts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/kpopthoughts</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/kpophelp\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/kpophelp</a>'],\n",
       " 'gach': ['<a href=\"https://www.reddit.com/r/gachagaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gachagaming</a>'],\n",
       " 'starwars': ['<a href=\"https://www.reddit.com/r/StarWars\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StarWars</a>'],\n",
       " 'cooking': ['<a href=\"https://www.reddit.com/r/Cooking\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Cooking</a>'],\n",
       " 'stellaris': ['<a href=\"https://www.reddit.com/r/Stellaris\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Stellaris</a>'],\n",
       " 'beginner': ['<a href=\"https://www.reddit.com/r/chessbeginners\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/chessbeginners</a>'],\n",
       " 'battle': ['<a href=\"https://www.reddit.com/r/BattleBitRemastered\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BattleBitRemastered</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/DBZDokkanBattle\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DBZDokkanBattle</a>'],\n",
       " 'bit': ['<a href=\"https://www.reddit.com/r/BattleBitRemastered\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BattleBitRemastered</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Bitcoin\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Bitcoin</a>'],\n",
       " 'remastered': ['<a href=\"https://www.reddit.com/r/BattleBitRemastered\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BattleBitRemastered</a>'],\n",
       " 'guidance': ['<a href=\"https://www.reddit.com/r/careerguidance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/careerguidance</a>'],\n",
       " 'tk': ['<a href=\"https://www.reddit.com/r/TOTK\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TOTK</a>'],\n",
       " 'grim': ['<a href=\"https://www.reddit.com/r/Grimdank\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Grimdank</a>'],\n",
       " 'hearthstone': ['<a href=\"https://www.reddit.com/r/hearthstone\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/hearthstone</a>'],\n",
       " 'eu': ['<a href=\"https://www.reddit.com/r/eu4\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/eu4</a>'],\n",
       " 'first': ['<a href=\"https://www.reddit.com/r/firstimpression\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/firstimpression</a>'],\n",
       " 'impression': ['<a href=\"https://www.reddit.com/r/firstimpression\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/firstimpression</a>'],\n",
       " 'rolled': ['<a href=\"https://www.reddit.com/r/Justrolledintotheshop\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Justrolledintotheshop</a>'],\n",
       " 'shop': ['<a href=\"https://www.reddit.com/r/Justrolledintotheshop\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Justrolledintotheshop</a>'],\n",
       " 'melbourne': ['<a href=\"https://www.reddit.com/r/melbourne\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/melbourne</a>'],\n",
       " 'leopard': ['<a href=\"https://www.reddit.com/r/LeopardsAteMyFace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LeopardsAteMyFace</a>'],\n",
       " 'ate': ['<a href=\"https://www.reddit.com/r/LeopardsAteMyFace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LeopardsAteMyFace</a>'],\n",
       " 'technically': ['<a href=\"https://www.reddit.com/r/technicallythetruth\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/technicallythetruth</a>'],\n",
       " 'truth': ['<a href=\"https://www.reddit.com/r/technicallythetruth\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/technicallythetruth</a>'],\n",
       " 'webdev': ['<a href=\"https://www.reddit.com/r/webdev\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/webdev</a>'],\n",
       " 'ufc': ['<a href=\"https://www.reddit.com/r/ufc\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ufc</a>'],\n",
       " 'awful': ['<a href=\"https://www.reddit.com/r/awfuleverything\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/awfuleverything</a>'],\n",
       " 'everything': ['<a href=\"https://www.reddit.com/r/awfuleverything\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/awfuleverything</a>'],\n",
       " 'city': ['<a href=\"https://www.reddit.com/r/CitiesSkylines\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CitiesSkylines</a>'],\n",
       " 'skyline': ['<a href=\"https://www.reddit.com/r/CitiesSkylines\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CitiesSkylines</a>'],\n",
       " 'starter': ['<a href=\"https://www.reddit.com/r/starterpacks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/starterpacks</a>'],\n",
       " 'pack': ['<a href=\"https://www.reddit.com/r/starterpacks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/starterpacks</a>'],\n",
       " 'contagious': ['<a href=\"https://www.reddit.com/r/ContagiousLaughter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ContagiousLaughter</a>'],\n",
       " 'laughter': ['<a href=\"https://www.reddit.com/r/ContagiousLaughter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ContagiousLaughter</a>'],\n",
       " 'walmart': ['<a href=\"https://www.reddit.com/r/walmart\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/walmart</a>'],\n",
       " 'ich': ['<a href=\"https://www.reddit.com/r/ich_iel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ich_iel</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/BinIchDasArschloch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BinIchDasArschloch</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Beichtstuhl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Beichtstuhl</a>'],\n",
       " 'el': ['<a href=\"https://www.reddit.com/r/ich_iel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ich_iel</a>'],\n",
       " 'argentina': ['<a href=\"https://www.reddit.com/r/argentina\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/argentina</a>'],\n",
       " 'self': ['<a href=\"https://www.reddit.com/r/selfhosted\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/selfhosted</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/selfie\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/selfie</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/selfimprovement\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/selfimprovement</a>'],\n",
       " 'hosted': ['<a href=\"https://www.reddit.com/r/selfhosted\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/selfhosted</a>'],\n",
       " 'ksi': ['<a href=\"https://www.reddit.com/r/ksi\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ksi</a>'],\n",
       " 'sims': ['<a href=\"https://www.reddit.com/r/Sims4\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Sims4</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/thesims\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/thesims</a>'],\n",
       " 'maintenance': ['<a href=\"https://www.reddit.com/r/HomeMaintenance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HomeMaintenance</a>'],\n",
       " 'final': ['<a href=\"https://www.reddit.com/r/FinalFantasy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FinalFantasy</a>'],\n",
       " 'fantasy': ['<a href=\"https://www.reddit.com/r/FinalFantasy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FinalFantasy</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Fantasy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Fantasy</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FantasyPL\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FantasyPL</a>'],\n",
       " 'maplestory': ['<a href=\"https://www.reddit.com/r/Maplestory\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Maplestory</a>'],\n",
       " 'kgb': ['<a href=\"https://www.reddit.com/r/KGBTR\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/KGBTR</a>'],\n",
       " 'tr': ['<a href=\"https://www.reddit.com/r/KGBTR\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/KGBTR</a>'],\n",
       " 'mifflin': ['<a href=\"https://www.reddit.com/r/DunderMifflin\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DunderMifflin</a>'],\n",
       " 'fort': ['<a href=\"https://www.reddit.com/r/FortNiteBR\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FortNiteBR</a>'],\n",
       " 'nite': ['<a href=\"https://www.reddit.com/r/FortNiteBR\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FortNiteBR</a>'],\n",
       " 'br': ['<a href=\"https://www.reddit.com/r/FortNiteBR\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FortNiteBR</a>'],\n",
       " 'mechanical': ['<a href=\"https://www.reddit.com/r/MechanicalKeyboards\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MechanicalKeyboards</a>'],\n",
       " 'keyboard': ['<a href=\"https://www.reddit.com/r/MechanicalKeyboards\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MechanicalKeyboards</a>'],\n",
       " 'cursed': ['<a href=\"https://www.reddit.com/r/cursedcomments\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cursedcomments</a>'],\n",
       " 'comment': ['<a href=\"https://www.reddit.com/r/cursedcomments\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cursedcomments</a>'],\n",
       " 'horror': ['<a href=\"https://www.reddit.com/r/horror\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/horror</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TwoSentenceHorror\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoSentenceHorror</a>'],\n",
       " 'lore': ['<a href=\"https://www.reddit.com/r/40kLore\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/40kLore</a>'],\n",
       " 'hoarder': ['<a href=\"https://www.reddit.com/r/DataHoarder\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DataHoarder</a>'],\n",
       " 'sweden': ['<a href=\"https://www.reddit.com/r/sweden\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/sweden</a>'],\n",
       " 'redemption': ['<a href=\"https://www.reddit.com/r/reddeadredemption\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/reddeadredemption</a>'],\n",
       " 'safety': ['<a href=\"https://www.reddit.com/r/foodsafety\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/foodsafety</a>'],\n",
       " 'netherlands': ['<a href=\"https://www.reddit.com/r/Netherlands\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Netherlands</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/thenetherlands\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/thenetherlands</a>'],\n",
       " 'change': ['<a href=\"https://www.reddit.com/r/changemyview\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/changemyview</a>'],\n",
       " 'view': ['<a href=\"https://www.reddit.com/r/changemyview\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/changemyview</a>'],\n",
       " 'political': ['<a href=\"https://www.reddit.com/r/PoliticalHumor\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PoliticalHumor</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/PoliticalCompassMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PoliticalCompassMemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/NonPoliticalTwitter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NonPoliticalTwitter</a>'],\n",
       " 'singapore': ['<a href=\"https://www.reddit.com/r/singapore\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/singapore</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/askSingapore\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askSingapore</a>'],\n",
       " 'patient': ['<a href=\"https://www.reddit.com/r/patientgamers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/patientgamers</a>'],\n",
       " 'gamers': ['<a href=\"https://www.reddit.com/r/patientgamers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/patientgamers</a>'],\n",
       " 'citizen': ['<a href=\"https://www.reddit.com/r/starcitizen\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/starcitizen</a>'],\n",
       " 'ar': ['<a href=\"https://www.reddit.com/r/arknights\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/arknights</a>'],\n",
       " 'knight': ['<a href=\"https://www.reddit.com/r/arknights\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/arknights</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HollowKnight\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HollowKnight</a>'],\n",
       " 'val': ['<a href=\"https://www.reddit.com/r/valheim\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/valheim</a>'],\n",
       " 'heim': ['<a href=\"https://www.reddit.com/r/valheim\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/valheim</a>'],\n",
       " 'battlestations': ['<a href=\"https://www.reddit.com/r/battlestations\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/battlestations</a>'],\n",
       " 'recruiting': ['<a href=\"https://www.reddit.com/r/recruitinghell\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/recruitinghell</a>'],\n",
       " 'hell': ['<a href=\"https://www.reddit.com/r/recruitinghell\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/recruitinghell</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/UrbanHell\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UrbanHell</a>'],\n",
       " 'reform': ['<a href=\"https://www.reddit.com/r/WorkReform\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WorkReform</a>'],\n",
       " 'rate': ['<a href=\"https://www.reddit.com/r/truerateme\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/truerateme</a>'],\n",
       " 'medical': ['<a href=\"https://www.reddit.com/r/medicalschool\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/medicalschool</a>'],\n",
       " 'lose': ['<a href=\"https://www.reddit.com/r/loseit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/loseit</a>'],\n",
       " 'apex': ['<a href=\"https://www.reddit.com/r/apexlegends\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/apexlegends</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CompetitiveApex\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CompetitiveApex</a>'],\n",
       " 'jerk': ['<a href=\"https://www.reddit.com/r/nbacirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nbacirclejerk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Gamingcirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Gamingcirclejerk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/soccercirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/soccercirclejerk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/vexillologycirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/vexillologycirclejerk</a>'],\n",
       " 'xbox': ['<a href=\"https://www.reddit.com/r/XboxSeriesX\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/XboxSeriesX</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/xboxone\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/xboxone</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/XboxGamePass\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/XboxGamePass</a>'],\n",
       " 'series': ['<a href=\"https://www.reddit.com/r/XboxSeriesX\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/XboxSeriesX</a>'],\n",
       " 'nyc': ['<a href=\"https://www.reddit.com/r/AskNYC\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskNYC</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/nyc\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nyc</a>'],\n",
       " 'compass': ['<a href=\"https://www.reddit.com/r/PoliticalCompassMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PoliticalCompassMemes</a>'],\n",
       " 'colleen': ['<a href=\"https://www.reddit.com/r/ColleenBallingerSnark\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ColleenBallingerSnark</a>'],\n",
       " 'ballinger': ['<a href=\"https://www.reddit.com/r/ColleenBallingerSnark\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ColleenBallingerSnark</a>'],\n",
       " 'snark': ['<a href=\"https://www.reddit.com/r/ColleenBallingerSnark\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ColleenBallingerSnark</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FundieSnarkUncensored\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FundieSnarkUncensored</a>'],\n",
       " 'deal': ['<a href=\"https://www.reddit.com/r/GameDeals\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GameDeals</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/gundeals\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gundeals</a>'],\n",
       " 'well': ['<a href=\"https://www.reddit.com/r/Wellthatsucks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Wellthatsucks</a>'],\n",
       " 'suck': ['<a href=\"https://www.reddit.com/r/Wellthatsucks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Wellthatsucks</a>'],\n",
       " 'reddito': ['<a href=\"https://www.reddit.com/r/lostredditors\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lostredditors</a>'],\n",
       " 'history': ['<a href=\"https://www.reddit.com/r/HistoryMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HistoryMemes</a>'],\n",
       " 'lgbt': ['<a href=\"https://www.reddit.com/r/lgbt\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lgbt</a>'],\n",
       " 'lab': ['<a href=\"https://www.reddit.com/r/homelab\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/homelab</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/BambuLab\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BambuLab</a>'],\n",
       " 'batman': ['<a href=\"https://www.reddit.com/r/batman\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/batman</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/BatmanArkham\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BatmanArkham</a>'],\n",
       " 'boxoffice': ['<a href=\"https://www.reddit.com/r/boxoffice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/boxoffice</a>'],\n",
       " 'dating': ['<a href=\"https://www.reddit.com/r/dating_advice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dating_advice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/dating\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dating</a>'],\n",
       " 'dad': ['<a href=\"https://www.reddit.com/r/dadjokes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dadjokes</a>'],\n",
       " 'chelsea': ['<a href=\"https://www.reddit.com/r/chelseafc\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/chelseafc</a>'],\n",
       " 'fc': ['<a href=\"https://www.reddit.com/r/chelseafc\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/chelseafc</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/LiverpoolFC\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LiverpoolFC</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/EASportsFC\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EASportsFC</a>'],\n",
       " 'fuck': ['<a href=\"https://www.reddit.com/r/fuckcars\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fuckcars</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TerrifyingAsFuck\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TerrifyingAsFuck</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Satisfyingasfuck\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Satisfyingasfuck</a>'],\n",
       " 'ireland': ['<a href=\"https://www.reddit.com/r/ireland\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ireland</a>'],\n",
       " 'brasil': ['<a href=\"https://www.reddit.com/r/brasil\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/brasil</a>'],\n",
       " 'dog': ['<a href=\"https://www.reddit.com/r/DogAdvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DogAdvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/dogs\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/dogs</a>'],\n",
       " 'support': ['<a href=\"https://www.reddit.com/r/CrackSupport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CrackSupport</a>'],\n",
       " 'skincare': ['<a href=\"https://www.reddit.com/r/SkincareAddiction\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SkincareAddiction</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/30PlusSkinCare\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/30PlusSkinCare</a>'],\n",
       " 'addiction': ['<a href=\"https://www.reddit.com/r/SkincareAddiction\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SkincareAddiction</a>'],\n",
       " 'ie': ['<a href=\"https://www.reddit.com/r/selfie\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/selfie</a>'],\n",
       " 'kim': ['<a href=\"https://www.reddit.com/r/KimetsuNoYaiba\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/KimetsuNoYaiba</a>'],\n",
       " 'etsu': ['<a href=\"https://www.reddit.com/r/KimetsuNoYaiba\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/KimetsuNoYaiba</a>'],\n",
       " 'ya': ['<a href=\"https://www.reddit.com/r/KimetsuNoYaiba\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/KimetsuNoYaiba</a>'],\n",
       " 'iba': ['<a href=\"https://www.reddit.com/r/KimetsuNoYaiba\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/KimetsuNoYaiba</a>'],\n",
       " 'snap': ['<a href=\"https://www.reddit.com/r/MarvelSnap\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MarvelSnap</a>'],\n",
       " 'choosing': ['<a href=\"https://www.reddit.com/r/ChoosingBeggars\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ChoosingBeggars</a>'],\n",
       " 'beggar': ['<a href=\"https://www.reddit.com/r/ChoosingBeggars\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ChoosingBeggars</a>'],\n",
       " 'russia': ['<a href=\"https://www.reddit.com/r/UkraineRussiaReport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UkraineRussiaReport</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/RussiaUkraineWar2022\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RussiaUkraineWar2022</a>'],\n",
       " 'adhd': ['<a href=\"https://www.reddit.com/r/ADHD\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ADHD</a>'],\n",
       " 'chainsaw': ['<a href=\"https://www.reddit.com/r/ChainsawMan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ChainsawMan</a>'],\n",
       " 'blender': ['<a href=\"https://www.reddit.com/r/blender\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/blender</a>'],\n",
       " 'list': ['<a href=\"https://www.reddit.com/r/ListOfSubreddits\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ListOfSubreddits</a>'],\n",
       " 'sub': ['<a href=\"https://www.reddit.com/r/ListOfSubreddits\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ListOfSubreddits</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/subnautica\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/subnautica</a>'],\n",
       " 'redd': ['<a href=\"https://www.reddit.com/r/ListOfSubreddits\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ListOfSubreddits</a>'],\n",
       " 'london': ['<a href=\"https://www.reddit.com/r/london\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/london</a>'],\n",
       " 'sad': ['<a href=\"https://www.reddit.com/r/sadcringe\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/sadcringe</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FunnyandSad\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FunnyandSad</a>'],\n",
       " 'fallout': ['<a href=\"https://www.reddit.com/r/Fallout\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Fallout</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FalloutMods\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FalloutMods</a>'],\n",
       " 'headphone': ['<a href=\"https://www.reddit.com/r/headphones\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/headphones</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HeadphoneAdvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HeadphoneAdvice</a>'],\n",
       " 'ontario': ['<a href=\"https://www.reddit.com/r/ontario\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ontario</a>'],\n",
       " 'applying': ['<a href=\"https://www.reddit.com/r/ApplyingToCollege\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ApplyingToCollege</a>'],\n",
       " 'college': ['<a href=\"https://www.reddit.com/r/ApplyingToCollege\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ApplyingToCollege</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/college\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/college</a>'],\n",
       " 'gundam': ['<a href=\"https://www.reddit.com/r/Gundam\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Gundam</a>'],\n",
       " 'china': ['<a href=\"https://www.reddit.com/r/China_irl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/China_irl</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/China\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/China</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/real_China_irl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/real_China_irl</a>'],\n",
       " 'uncensored': ['<a href=\"https://www.reddit.com/r/ScienceUncensored\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ScienceUncensored</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FundieSnarkUncensored\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FundieSnarkUncensored</a>'],\n",
       " 'breath': ['<a href=\"https://www.reddit.com/r/Breath_of_the_Wild\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Breath_of_the_Wild</a>'],\n",
       " 'wild': ['<a href=\"https://www.reddit.com/r/Breath_of_the_Wild\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Breath_of_the_Wild</a>'],\n",
       " 'sanfrancisco': ['<a href=\"https://www.reddit.com/r/sanfrancisco\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/sanfrancisco</a>'],\n",
       " 'rust': ['<a href=\"https://www.reddit.com/r/rust\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/rust</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/playrust\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/playrust</a>'],\n",
       " 'ip': ['<a href=\"https://www.reddit.com/r/IASIP\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IASIP</a>'],\n",
       " 'rupaul': ['<a href=\"https://www.reddit.com/r/rupaulsdragrace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/rupaulsdragrace</a>'],\n",
       " 'drag': ['<a href=\"https://www.reddit.com/r/rupaulsdragrace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/rupaulsdragrace</a>'],\n",
       " 'premed': ['<a href=\"https://www.reddit.com/r/premed\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/premed</a>'],\n",
       " 'monitor': ['<a href=\"https://www.reddit.com/r/Monitors\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Monitors</a>'],\n",
       " 'mouse': ['<a href=\"https://www.reddit.com/r/MouseReview\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MouseReview</a>'],\n",
       " 'review': ['<a href=\"https://www.reddit.com/r/MouseReview\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MouseReview</a>'],\n",
       " 'realestate': ['<a href=\"https://www.reddit.com/r/RealEstate\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RealEstate</a>'],\n",
       " 'civ': ['<a href=\"https://www.reddit.com/r/civ\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/civ</a>'],\n",
       " 'financial': ['<a href=\"https://www.reddit.com/r/FinancialPlanning\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FinancialPlanning</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/financialindependence\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/financialindependence</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FinancialCareers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FinancialCareers</a>'],\n",
       " 'planning': ['<a href=\"https://www.reddit.com/r/FinancialPlanning\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FinancialPlanning</a>'],\n",
       " 'arbeit': ['<a href=\"https://www.reddit.com/r/arbeitsleben\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/arbeitsleben</a>'],\n",
       " 'leben': ['<a href=\"https://www.reddit.com/r/arbeitsleben\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/arbeitsleben</a>'],\n",
       " 'bug': ['<a href=\"https://www.reddit.com/r/whatisthisbug\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/whatisthisbug</a>'],\n",
       " 'tale': ['<a href=\"https://www.reddit.com/r/TalesFromYourServer\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TalesFromYourServer</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Undertale\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Undertale</a>'],\n",
       " 'phone': ['<a href=\"https://www.reddit.com/r/iphone\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/iphone</a>'],\n",
       " 'romania': ['<a href=\"https://www.reddit.com/r/Romania\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Romania</a>'],\n",
       " 'sil': ['<a href=\"https://www.reddit.com/r/TheSilphRoad\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheSilphRoad</a>'],\n",
       " 'ph': ['<a href=\"https://www.reddit.com/r/TheSilphRoad\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheSilphRoad</a>'],\n",
       " 'road': ['<a href=\"https://www.reddit.com/r/TheSilphRoad\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheSilphRoad</a>'],\n",
       " 'liverpool': ['<a href=\"https://www.reddit.com/r/LiverpoolFC\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LiverpoolFC</a>'],\n",
       " 'mac': ['<a href=\"https://www.reddit.com/r/mac\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/mac</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/macgaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/macgaming</a>'],\n",
       " 'google': ['<a href=\"https://www.reddit.com/r/GooglePixel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GooglePixel</a>'],\n",
       " 'pixel': ['<a href=\"https://www.reddit.com/r/GooglePixel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/GooglePixel</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HypixelSkyblock\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HypixelSkyblock</a>'],\n",
       " 'jujutsu': ['<a href=\"https://www.reddit.com/r/JuJutsuKaisen\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/JuJutsuKaisen</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Jujutsushi\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Jujutsushi</a>'],\n",
       " 'sen': ['<a href=\"https://www.reddit.com/r/JuJutsuKaisen\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/JuJutsuKaisen</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/forsen\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/forsen</a>'],\n",
       " 'cricket': ['<a href=\"https://www.reddit.com/r/Cricket\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Cricket</a>'],\n",
       " 'conversation': ['<a href=\"https://www.reddit.com/r/CasualConversation\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CasualConversation</a>'],\n",
       " 'tesla': ['<a href=\"https://www.reddit.com/r/TeslaModel3\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TeslaModel3</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/teslamotors\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/teslamotors</a>'],\n",
       " 'model': ['<a href=\"https://www.reddit.com/r/TeslaModel3\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TeslaModel3</a>'],\n",
       " 'help': ['<a href=\"https://www.reddit.com/r/help\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/help</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/kpophelp\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/kpophelp</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AMDHelp\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AMDHelp</a>'],\n",
       " 'polska': ['<a href=\"https://www.reddit.com/r/Polska\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Polska</a>'],\n",
       " 'stock': ['<a href=\"https://www.reddit.com/r/stocks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/stocks</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/amcstock\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/amcstock</a>'],\n",
       " 'major': ['<a href=\"https://www.reddit.com/r/csMajors\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/csMajors</a>'],\n",
       " 'n': ['<a href=\"https://www.reddit.com/r/NikkeMobile\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NikkeMobile</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/BollyBlindsNGossip\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BollyBlindsNGossip</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/wordington\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/wordington</a>'],\n",
       " 'ikke': ['<a href=\"https://www.reddit.com/r/NikkeMobile\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NikkeMobile</a>'],\n",
       " 'mobile': ['<a href=\"https://www.reddit.com/r/NikkeMobile\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NikkeMobile</a>'],\n",
       " 'wedding': ['<a href=\"https://www.reddit.com/r/weddingdress\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/weddingdress</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Weddingattireapproval\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Weddingattireapproval</a>'],\n",
       " 'dress': ['<a href=\"https://www.reddit.com/r/weddingdress\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/weddingdress</a>'],\n",
       " 'rob': ['<a href=\"https://www.reddit.com/r/roblox\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/roblox</a>'],\n",
       " 'lox': ['<a href=\"https://www.reddit.com/r/roblox\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/roblox</a>'],\n",
       " 'toronto': ['<a href=\"https://www.reddit.com/r/toronto\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/toronto</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/torontoraptors\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/torontoraptors</a>'],\n",
       " 'portugal': ['<a href=\"https://www.reddit.com/r/portugal\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/portugal</a>'],\n",
       " 'parenting': ['<a href=\"https://www.reddit.com/r/Parenting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Parenting</a>'],\n",
       " 'summoner': ['<a href=\"https://www.reddit.com/r/summonerschool\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/summonerschool</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/summonerswar\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/summonerswar</a>'],\n",
       " 'mechanic': ['<a href=\"https://www.reddit.com/r/MechanicAdvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MechanicAdvice</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskMechanics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskMechanics</a>'],\n",
       " 'tool': ['<a href=\"https://www.reddit.com/r/Tools\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Tools</a>'],\n",
       " 'bjj': ['<a href=\"https://www.reddit.com/r/bjj\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bjj</a>'],\n",
       " 'play': ['<a href=\"https://www.reddit.com/r/playrust\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/playrust</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TwoBestFriendsPlay\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoBestFriendsPlay</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/playboicarti\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/playboicarti</a>'],\n",
       " 'titanic': ['<a href=\"https://www.reddit.com/r/titanic\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/titanic</a>'],\n",
       " 'zealand': ['<a href=\"https://www.reddit.com/r/newzealand\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/newzealand</a>'],\n",
       " 'naruto': ['<a href=\"https://www.reddit.com/r/Naruto\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Naruto</a>'],\n",
       " 'bolly': ['<a href=\"https://www.reddit.com/r/BollyBlindsNGossip\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BollyBlindsNGossip</a>'],\n",
       " 'blind': ['<a href=\"https://www.reddit.com/r/BollyBlindsNGossip\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BollyBlindsNGossip</a>'],\n",
       " 'gossip': ['<a href=\"https://www.reddit.com/r/BollyBlindsNGossip\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BollyBlindsNGossip</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/InstaCelebsGossip\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/InstaCelebsGossip</a>'],\n",
       " 'finanzen': ['<a href=\"https://www.reddit.com/r/Finanzen\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Finanzen</a>'],\n",
       " 'gamedev': ['<a href=\"https://www.reddit.com/r/gamedev\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gamedev</a>'],\n",
       " 'art': ['<a href=\"https://www.reddit.com/r/Art\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Art</a>'],\n",
       " 'sip': ['<a href=\"https://www.reddit.com/r/SipsTea\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SipsTea</a>'],\n",
       " 'tea': ['<a href=\"https://www.reddit.com/r/SipsTea\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SipsTea</a>'],\n",
       " 'hyrule': ['<a href=\"https://www.reddit.com/r/HyruleEngineering\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HyruleEngineering</a>'],\n",
       " 'engineering': ['<a href=\"https://www.reddit.com/r/HyruleEngineering\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HyruleEngineering</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/audioengineering\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/audioengineering</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/StructuralEngineering\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StructuralEngineering</a>'],\n",
       " 'entrepreneur': ['<a href=\"https://www.reddit.com/r/Entrepreneur\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Entrepreneur</a>'],\n",
       " 'teacher': ['<a href=\"https://www.reddit.com/r/Teachers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Teachers</a>'],\n",
       " 'boardgames': ['<a href=\"https://www.reddit.com/r/boardgames\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/boardgames</a>'],\n",
       " 'factor': ['<a href=\"https://www.reddit.com/r/factorio\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/factorio</a>'],\n",
       " 'io': ['<a href=\"https://www.reddit.com/r/factorio\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/factorio</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ios\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ios</a>'],\n",
       " 'human': ['<a href=\"https://www.reddit.com/r/HumansBeingBros\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HumansBeingBros</a>'],\n",
       " 'bros': ['<a href=\"https://www.reddit.com/r/HumansBeingBros\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HumansBeingBros</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/askgaybros\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askgaybros</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/smashbros\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/smashbros</a>'],\n",
       " 'hiphop': ['<a href=\"https://www.reddit.com/r/hiphopheads\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/hiphopheads</a>'],\n",
       " 'head': ['<a href=\"https://www.reddit.com/r/hiphopheads\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/hiphopheads</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/popheads\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/popheads</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Bogleheads\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Bogleheads</a>'],\n",
       " 'football': ['<a href=\"https://www.reddit.com/r/footballmanagergames\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/footballmanagergames</a>'],\n",
       " 'manager': ['<a href=\"https://www.reddit.com/r/footballmanagergames\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/footballmanagergames</a>'],\n",
       " 'lego': ['<a href=\"https://www.reddit.com/r/lego\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lego</a>'],\n",
       " 'confession': ['<a href=\"https://www.reddit.com/r/confessions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/confessions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/confession\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/confession</a>'],\n",
       " 'celeb': ['<a href=\"https://www.reddit.com/r/Celebhub\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Celebhub</a>'],\n",
       " 'hub': ['<a href=\"https://www.reddit.com/r/Celebhub\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Celebhub</a>'],\n",
       " 'night': ['<a href=\"https://www.reddit.com/r/fivenightsatfreddys\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fivenightsatfreddys</a>'],\n",
       " 'freddys': ['<a href=\"https://www.reddit.com/r/fivenightsatfreddys\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fivenightsatfreddys</a>'],\n",
       " 'biology': ['<a href=\"https://www.reddit.com/r/biology\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/biology</a>'],\n",
       " 'buy': ['<a href=\"https://www.reddit.com/r/BuyItForLife\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BuyItForLife</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ShouldIbuythisgame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ShouldIbuythisgame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Pandabuy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Pandabuy</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/whatcarshouldIbuy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/whatcarshouldIbuy</a>'],\n",
       " 'halo': ['<a href=\"https://www.reddit.com/r/halo\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/halo</a>'],\n",
       " 'arena': ['<a href=\"https://www.reddit.com/r/MagicArena\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MagicArena</a>'],\n",
       " 'lotr': ['<a href=\"https://www.reddit.com/r/lotrmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lotrmemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/lotr\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lotr</a>'],\n",
       " 'simracing': ['<a href=\"https://www.reddit.com/r/simracing\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/simracing</a>'],\n",
       " 'motorcycle': ['<a href=\"https://www.reddit.com/r/motorcycles\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/motorcycles</a>'],\n",
       " 'hunt': ['<a href=\"https://www.reddit.com/r/HuntShowdown\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HuntShowdown</a>'],\n",
       " 'showdown': ['<a href=\"https://www.reddit.com/r/HuntShowdown\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HuntShowdown</a>'],\n",
       " 'pact': ['<a href=\"https://www.reddit.com/r/Genshin_Memepact\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Genshin_Memepact</a>'],\n",
       " 'care': ['<a href=\"https://www.reddit.com/r/redscarepod\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/redscarepod</a>'],\n",
       " 'pod': ['<a href=\"https://www.reddit.com/r/redscarepod\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/redscarepod</a>'],\n",
       " 'window': ['<a href=\"https://www.reddit.com/r/Windows10\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Windows10</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Windows11\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Windows11</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/windows\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/windows</a>'],\n",
       " 'denmark': ['<a href=\"https://www.reddit.com/r/Denmark\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Denmark</a>'],\n",
       " 'hungary': ['<a href=\"https://www.reddit.com/r/hungary\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/hungary</a>'],\n",
       " 'bayarea': ['<a href=\"https://www.reddit.com/r/bayarea\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bayarea</a>'],\n",
       " 'cycling': ['<a href=\"https://www.reddit.com/r/cycling\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cycling</a>'],\n",
       " 'h': ['<a href=\"https://www.reddit.com/r/h3h3productions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/h3h3productions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/h3h3productions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/h3h3productions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/HFY\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HFY</a>'],\n",
       " 'production': ['<a href=\"https://www.reddit.com/r/h3h3productions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/h3h3productions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/edmproduction\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/edmproduction</a>'],\n",
       " 'love': ['<a href=\"https://www.reddit.com/r/LoveIslandTV\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LoveIslandTV</a>'],\n",
       " 'island': ['<a href=\"https://www.reddit.com/r/LoveIslandTV\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LoveIslandTV</a>'],\n",
       " 'tv': ['<a href=\"https://www.reddit.com/r/LoveIslandTV\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LoveIslandTV</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/SuccessionTV\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SuccessionTV</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/OfflinetvGirls\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OfflinetvGirls</a>'],\n",
       " 'assassin': ['<a href=\"https://www.reddit.com/r/assassinscreed\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/assassinscreed</a>'],\n",
       " 'creed': ['<a href=\"https://www.reddit.com/r/assassinscreed\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/assassinscreed</a>'],\n",
       " 'unreal': ['<a href=\"https://www.reddit.com/r/unrealengine\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/unrealengine</a>'],\n",
       " 'engine': ['<a href=\"https://www.reddit.com/r/unrealengine\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/unrealengine</a>'],\n",
       " 'unity': ['<a href=\"https://www.reddit.com/r/Unity3D\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Unity3D</a>'],\n",
       " 'succession': ['<a href=\"https://www.reddit.com/r/SuccessionTV\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SuccessionTV</a>'],\n",
       " 'poverty': ['<a href=\"https://www.reddit.com/r/povertyfinance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/povertyfinance</a>'],\n",
       " 'australian': ['<a href=\"https://www.reddit.com/r/AskAnAustralian\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskAnAustralian</a>'],\n",
       " 'rainbow': ['<a href=\"https://www.reddit.com/r/Rainbow6\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Rainbow6</a>'],\n",
       " 'linux': ['<a href=\"https://www.reddit.com/r/linux_gaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/linux_gaming</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/linux\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/linux</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/archlinux\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/archlinux</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/linuxquestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/linuxquestions</a>'],\n",
       " 'post': ['<a href=\"https://www.reddit.com/r/ShitPostCrusaders\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ShitPostCrusaders</a>'],\n",
       " 'satisfactory': ['<a href=\"https://www.reddit.com/r/SatisfactoryGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SatisfactoryGame</a>'],\n",
       " 'adult': ['<a href=\"https://www.reddit.com/r/Adulting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Adulting</a>'],\n",
       " 'ing': ['<a href=\"https://www.reddit.com/r/Adulting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Adulting</a>'],\n",
       " 'rare': ['<a href=\"https://www.reddit.com/r/rareinsults\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/rareinsults</a>'],\n",
       " 'insult': ['<a href=\"https://www.reddit.com/r/rareinsults\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/rareinsults</a>'],\n",
       " 'clever': ['<a href=\"https://www.reddit.com/r/clevercomebacks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/clevercomebacks</a>'],\n",
       " 'comeback': ['<a href=\"https://www.reddit.com/r/clevercomebacks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/clevercomebacks</a>'],\n",
       " 'plex': ['<a href=\"https://www.reddit.com/r/PleX\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PleX</a>'],\n",
       " 'j': ['<a href=\"https://www.reddit.com/r/JRPG\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/JRPG</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/reactjs\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/reactjs</a>'],\n",
       " 'rpg': ['<a href=\"https://www.reddit.com/r/JRPG\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/JRPG</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/rpg\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/rpg</a>'],\n",
       " 'mexico': ['<a href=\"https://www.reddit.com/r/mexico\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/mexico</a>'],\n",
       " 'bodyweight': ['<a href=\"https://www.reddit.com/r/bodyweightfitness\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bodyweightfitness</a>'],\n",
       " 'boston': ['<a href=\"https://www.reddit.com/r/boston\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/boston</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/bostonceltics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bostonceltics</a>'],\n",
       " 'mycology': ['<a href=\"https://www.reddit.com/r/mycology\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/mycology</a>'],\n",
       " 'entitled': ['<a href=\"https://www.reddit.com/r/EntitledPeople\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EntitledPeople</a>'],\n",
       " 'friend': ['<a href=\"https://www.reddit.com/r/TwoBestFriendsPlay\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TwoBestFriendsPlay</a>'],\n",
       " 'terrible': ['<a href=\"https://www.reddit.com/r/terriblefacebookmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/terriblefacebookmemes</a>'],\n",
       " 'facebook': ['<a href=\"https://www.reddit.com/r/terriblefacebookmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/terriblefacebookmemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/insanepeoplefacebook\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/insanepeoplefacebook</a>'],\n",
       " 'macos': ['<a href=\"https://www.reddit.com/r/MacOS\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MacOS</a>'],\n",
       " 'youtube': ['<a href=\"https://www.reddit.com/r/youtube\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/youtube</a>'],\n",
       " 'yugioh': ['<a href=\"https://www.reddit.com/r/yugioh\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/yugioh</a>'],\n",
       " 'dc': ['<a href=\"https://www.reddit.com/r/DC_Cinematic\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DC_Cinematic</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/DCcomics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DCcomics</a>'],\n",
       " 'cinematic': ['<a href=\"https://www.reddit.com/r/DC_Cinematic\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DC_Cinematic</a>'],\n",
       " 'tf': ['<a href=\"https://www.reddit.com/r/tf2\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tf2</a>'],\n",
       " 'accounting': ['<a href=\"https://www.reddit.com/r/Accounting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Accounting</a>'],\n",
       " 'mmorpg': ['<a href=\"https://www.reddit.com/r/MMORPG\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MMORPG</a>'],\n",
       " 'diy': ['<a href=\"https://www.reddit.com/r/DIY\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DIY</a>'],\n",
       " 'yakuza': ['<a href=\"https://www.reddit.com/r/yakuzagames\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/yakuzagames</a>'],\n",
       " 'seattle': ['<a href=\"https://www.reddit.com/r/Seattle\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Seattle</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/SeattleWA\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SeattleWA</a>'],\n",
       " 'improvement': ['<a href=\"https://www.reddit.com/r/HomeImprovement\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HomeImprovement</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/selfimprovement\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/selfimprovement</a>'],\n",
       " 'investing': ['<a href=\"https://www.reddit.com/r/investing\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/investing</a>'],\n",
       " 'tree': ['<a href=\"https://www.reddit.com/r/trees\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/trees</a>'],\n",
       " 'girl': ['<a href=\"https://www.reddit.com/r/NotHowGirlsWork\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NotHowGirlsWork</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/cosplaygirls\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cosplaygirls</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Nicegirls\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Nicegirls</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TheGirlSurvivalGuide\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheGirlSurvivalGuide</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/OfflinetvGirls\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OfflinetvGirls</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/IRLgirls\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IRLgirls</a>'],\n",
       " 'iron': ['<a href=\"https://www.reddit.com/r/ironscape\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ironscape</a>'],\n",
       " 'cape': ['<a href=\"https://www.reddit.com/r/ironscape\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ironscape</a>'],\n",
       " 'hardware': ['<a href=\"https://www.reddit.com/r/hardware\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/hardware</a>'],\n",
       " 'fap': ['<a href=\"https://www.reddit.com/r/NoFap\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NoFap</a>'],\n",
       " 'linus': ['<a href=\"https://www.reddit.com/r/LinusTechTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LinusTechTips</a>'],\n",
       " 'tech': ['<a href=\"https://www.reddit.com/r/LinusTechTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LinusTechTips</a>'],\n",
       " 'edh': ['<a href=\"https://www.reddit.com/r/EDH\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EDH</a>'],\n",
       " 'tress': ['<a href=\"https://www.reddit.com/r/tressless\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tressless</a>'],\n",
       " 'le': ['<a href=\"https://www.reddit.com/r/tressless\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tressless</a>'],\n",
       " 'journal': ['<a href=\"https://www.reddit.com/r/tjournal_refugees\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tjournal_refugees</a>'],\n",
       " 'refugee': ['<a href=\"https://www.reddit.com/r/tjournal_refugees\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tjournal_refugees</a>'],\n",
       " 'jee': ['<a href=\"https://www.reddit.com/r/JEENEETards\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/JEENEETards</a>'],\n",
       " 'nee': ['<a href=\"https://www.reddit.com/r/JEENEETards\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/JEENEETards</a>'],\n",
       " 'tards': ['<a href=\"https://www.reddit.com/r/JEENEETards\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/JEENEETards</a>'],\n",
       " 'fo': ['<a href=\"https://www.reddit.com/r/fo76\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fo76</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/fo4\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fo4</a>'],\n",
       " 'singularity': ['<a href=\"https://www.reddit.com/r/singularity\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/singularity</a>'],\n",
       " 'fy': ['<a href=\"https://www.reddit.com/r/HFY\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HFY</a>'],\n",
       " 'networking': ['<a href=\"https://www.reddit.com/r/HomeNetworking\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HomeNetworking</a>'],\n",
       " 'cleaning': ['<a href=\"https://www.reddit.com/r/CleaningTips\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CleaningTips</a>'],\n",
       " 'berserk': ['<a href=\"https://www.reddit.com/r/Berserk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Berserk</a>'],\n",
       " 'joe': ['<a href=\"https://www.reddit.com/r/JoeRogan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/JoeRogan</a>'],\n",
       " 'rogan': ['<a href=\"https://www.reddit.com/r/JoeRogan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/JoeRogan</a>'],\n",
       " 'bleach': ['<a href=\"https://www.reddit.com/r/bleach\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bleach</a>'],\n",
       " 'osu': ['<a href=\"https://www.reddit.com/r/osugame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/osugame</a>'],\n",
       " 'oculus': ['<a href=\"https://www.reddit.com/r/OculusQuest\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OculusQuest</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/oculus\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/oculus</a>'],\n",
       " 'quest': ['<a href=\"https://www.reddit.com/r/OculusQuest\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OculusQuest</a>'],\n",
       " 'photoshop': ['<a href=\"https://www.reddit.com/r/PhotoshopRequest\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PhotoshopRequest</a>'],\n",
       " 'request': ['<a href=\"https://www.reddit.com/r/PhotoshopRequest\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PhotoshopRequest</a>'],\n",
       " 'know': ['<a href=\"https://www.reddit.com/r/YouShouldKnow\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/YouShouldKnow</a>'],\n",
       " 'noyes': ['<a href=\"https://www.reddit.com/r/nonononoyes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nonononoyes</a>'],\n",
       " 'epic': ['<a href=\"https://www.reddit.com/r/EpicSeven\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EpicSeven</a>'],\n",
       " 'seven': ['<a href=\"https://www.reddit.com/r/EpicSeven\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EpicSeven</a>'],\n",
       " 'atheism': ['<a href=\"https://www.reddit.com/r/atheism\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/atheism</a>'],\n",
       " 'person': ['<a href=\"https://www.reddit.com/r/PERSoNA\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PERSoNA</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Persona5\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Persona5</a>'],\n",
       " 'american': ['<a href=\"https://www.reddit.com/r/ShitAmericansSay\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ShitAmericansSay</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AskAnAmerican\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskAnAmerican</a>'],\n",
       " 'say': ['<a href=\"https://www.reddit.com/r/ShitAmericansSay\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ShitAmericansSay</a>'],\n",
       " 'male': ['<a href=\"https://www.reddit.com/r/frugalmalefashion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/frugalmalefashion</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/malelivingspace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/malelivingspace</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/malehairadvice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/malehairadvice</a>'],\n",
       " 'nomans': ['<a href=\"https://www.reddit.com/r/NoMansSkyTheGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NoMansSkyTheGame</a>'],\n",
       " 'residency': ['<a href=\"https://www.reddit.com/r/Residency\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Residency</a>'],\n",
       " 'suggestion': ['<a href=\"https://www.reddit.com/r/gamingsuggestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gamingsuggestions</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MovieSuggestions\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MovieSuggestions</a>'],\n",
       " 'middleeast': ['<a href=\"https://www.reddit.com/r/AskMiddleEast\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskMiddleEast</a>'],\n",
       " 'azure': ['<a href=\"https://www.reddit.com/r/AzureLane\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AzureLane</a>'],\n",
       " 'lane': ['<a href=\"https://www.reddit.com/r/AzureLane\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AzureLane</a>'],\n",
       " 'pathfinder': ['<a href=\"https://www.reddit.com/r/Pathfinder_Kingmaker\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Pathfinder_Kingmaker</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Pathfinder2e\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Pathfinder2e</a>'],\n",
       " 'kingmaker': ['<a href=\"https://www.reddit.com/r/Pathfinder_Kingmaker\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Pathfinder_Kingmaker</a>'],\n",
       " 'latest': ['<a href=\"https://www.reddit.com/r/LateStageCapitalism\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LateStageCapitalism</a>'],\n",
       " 'age': ['<a href=\"https://www.reddit.com/r/LateStageCapitalism\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LateStageCapitalism</a>'],\n",
       " 'capitalism': ['<a href=\"https://www.reddit.com/r/LateStageCapitalism\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LateStageCapitalism</a>'],\n",
       " 'austin': ['<a href=\"https://www.reddit.com/r/Austin\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Austin</a>'],\n",
       " 'saint': ['<a href=\"https://www.reddit.com/r/SaintMeghanMarkle\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SaintMeghanMarkle</a>'],\n",
       " 'meghan': ['<a href=\"https://www.reddit.com/r/SaintMeghanMarkle\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SaintMeghanMarkle</a>'],\n",
       " 'markle': ['<a href=\"https://www.reddit.com/r/SaintMeghanMarkle\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SaintMeghanMarkle</a>'],\n",
       " 'privacy': ['<a href=\"https://www.reddit.com/r/privacy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/privacy</a>'],\n",
       " 'delta': ['<a href=\"https://www.reddit.com/r/delta\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/delta</a>'],\n",
       " 'sneaker': ['<a href=\"https://www.reddit.com/r/Sneakers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Sneakers</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Repsneakers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Repsneakers</a>'],\n",
       " 'monster': ['<a href=\"https://www.reddit.com/r/MonsterHunter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MonsterHunter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MonsterHunterWorld\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MonsterHunterWorld</a>'],\n",
       " 'hunter': ['<a href=\"https://www.reddit.com/r/MonsterHunter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MonsterHunter</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/MonsterHunterWorld\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MonsterHunterWorld</a>'],\n",
       " 'btd': ['<a href=\"https://www.reddit.com/r/btd6\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/btd6</a>'],\n",
       " 'rocket': ['<a href=\"https://www.reddit.com/r/RocketLeague\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/RocketLeague</a>'],\n",
       " 'would': ['<a href=\"https://www.reddit.com/r/whowouldwin\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/whowouldwin</a>'],\n",
       " 'win': ['<a href=\"https://www.reddit.com/r/whowouldwin\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/whowouldwin</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/WinStupidPrizes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WinStupidPrizes</a>'],\n",
       " 'coin': ['<a href=\"https://www.reddit.com/r/Bitcoin\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Bitcoin</a>'],\n",
       " 'distressing': ['<a href=\"https://www.reddit.com/r/distressingmemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/distressingmemes</a>'],\n",
       " 'bin': ['<a href=\"https://www.reddit.com/r/BinIchDasArschloch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BinIchDasArschloch</a>'],\n",
       " 'da': ['<a href=\"https://www.reddit.com/r/BinIchDasArschloch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BinIchDasArschloch</a>'],\n",
       " 'arschloch': ['<a href=\"https://www.reddit.com/r/BinIchDasArschloch\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BinIchDasArschloch</a>'],\n",
       " 'raptor': ['<a href=\"https://www.reddit.com/r/torontoraptors\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/torontoraptors</a>'],\n",
       " 'e': ['<a href=\"https://www.reddit.com/r/Pathfinder2e\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Pathfinder2e</a>'],\n",
       " 'trashy': ['<a href=\"https://www.reddit.com/r/trashy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/trashy</a>'],\n",
       " 'calgary': ['<a href=\"https://www.reddit.com/r/Calgary\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Calgary</a>'],\n",
       " 'fifty': ['<a href=\"https://www.reddit.com/r/FiftyFifty\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FiftyFifty</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FiftyFifty\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FiftyFifty</a>'],\n",
       " 'turkey': ['<a href=\"https://www.reddit.com/r/Turkey\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Turkey</a>'],\n",
       " 'detail': ['<a href=\"https://www.reddit.com/r/shittymoviedetails\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/shittymoviedetails</a>'],\n",
       " 'python': ['<a href=\"https://www.reddit.com/r/learnpython\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/learnpython</a>'],\n",
       " 'assistant': ['<a href=\"https://www.reddit.com/r/homeassistant\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/homeassistant</a>'],\n",
       " 'prequel': ['<a href=\"https://www.reddit.com/r/PrequelMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PrequelMemes</a>'],\n",
       " 'cosplay': ['<a href=\"https://www.reddit.com/r/cosplaygirls\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cosplaygirls</a>'],\n",
       " 'last': ['<a href=\"https://www.reddit.com/r/TheLastAirbender\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheLastAirbender</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/lastimages\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lastimages</a>'],\n",
       " 'airbender': ['<a href=\"https://www.reddit.com/r/TheLastAirbender\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheLastAirbender</a>'],\n",
       " 'panda': ['<a href=\"https://www.reddit.com/r/Pandabuy\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Pandabuy</a>'],\n",
       " 'free': ['<a href=\"https://www.reddit.com/r/FreeGameFindings\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FreeGameFindings</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FREEMEDIAHECKYEAH\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FREEMEDIAHECKYEAH</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/childfree\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/childfree</a>'],\n",
       " 'finding': ['<a href=\"https://www.reddit.com/r/FreeGameFindings\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FreeGameFindings</a>'],\n",
       " 'noah': ['<a href=\"https://www.reddit.com/r/NoahGetTheBoat\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NoahGetTheBoat</a>'],\n",
       " 'get': ['<a href=\"https://www.reddit.com/r/NoahGetTheBoat\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NoahGetTheBoat</a>'],\n",
       " 'boat': ['<a href=\"https://www.reddit.com/r/NoahGetTheBoat\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NoahGetTheBoat</a>'],\n",
       " 'historian': ['<a href=\"https://www.reddit.com/r/AskHistorians\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AskHistorians</a>'],\n",
       " 'boku': ['<a href=\"https://www.reddit.com/r/BokuNoHeroAcademia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BokuNoHeroAcademia</a>'],\n",
       " 'hero': ['<a href=\"https://www.reddit.com/r/BokuNoHeroAcademia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BokuNoHeroAcademia</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/FireEmblemHeroes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FireEmblemHeroes</a>'],\n",
       " 'academia': ['<a href=\"https://www.reddit.com/r/BokuNoHeroAcademia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BokuNoHeroAcademia</a>'],\n",
       " 'mtf': ['<a href=\"https://www.reddit.com/r/MtF\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MtF</a>'],\n",
       " 'homeowner': ['<a href=\"https://www.reddit.com/r/homeowners\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/homeowners</a>'],\n",
       " 'hwa': ['<a href=\"https://www.reddit.com/r/manhwa\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/manhwa</a>'],\n",
       " 'motor': ['<a href=\"https://www.reddit.com/r/teslamotors\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/teslamotors</a>'],\n",
       " 'mtg': ['<a href=\"https://www.reddit.com/r/mtg\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/mtg</a>'],\n",
       " 'celebs': ['<a href=\"https://www.reddit.com/r/Celebs\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Celebs</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/InstaCelebsGossip\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/InstaCelebsGossip</a>'],\n",
       " 'linked': ['<a href=\"https://www.reddit.com/r/LinkedInLunatics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LinkedInLunatics</a>'],\n",
       " 'lunatic': ['<a href=\"https://www.reddit.com/r/LinkedInLunatics\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LinkedInLunatics</a>'],\n",
       " 'sydney': ['<a href=\"https://www.reddit.com/r/sydney\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/sydney</a>'],\n",
       " 'design': ['<a href=\"https://www.reddit.com/r/TattooDesigns\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TattooDesigns</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/assholedesign\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/assholedesign</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/DesignPorn\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DesignPorn</a>'],\n",
       " 'creditcards': ['<a href=\"https://www.reddit.com/r/CreditCards\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CreditCards</a>'],\n",
       " 'local': ['<a href=\"https://www.reddit.com/r/LocalLLaMA\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LocalLLaMA</a>'],\n",
       " 'llama': ['<a href=\"https://www.reddit.com/r/LocalLLaMA\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LocalLLaMA</a>'],\n",
       " 'music': ['<a href=\"https://www.reddit.com/r/Music\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Music</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/WeAreTheMusicMakers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WeAreTheMusicMakers</a>'],\n",
       " 'apollo': ['<a href=\"https://www.reddit.com/r/apolloapp\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/apolloapp</a>'],\n",
       " 'payday': ['<a href=\"https://www.reddit.com/r/paydaytheheist\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/paydaytheheist</a>'],\n",
       " 'heist': ['<a href=\"https://www.reddit.com/r/paydaytheheist\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/paydaytheheist</a>'],\n",
       " 'dark': ['<a href=\"https://www.reddit.com/r/darksouls3\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/darksouls3</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/darksouls\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/darksouls</a>'],\n",
       " 'soul': ['<a href=\"https://www.reddit.com/r/darksouls3\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/darksouls3</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/darksouls\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/darksouls</a>'],\n",
       " 'guitar': ['<a href=\"https://www.reddit.com/r/Guitar\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Guitar</a>'],\n",
       " 'austria': ['<a href=\"https://www.reddit.com/r/Austria\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Austria</a>'],\n",
       " 'infinite': ['<a href=\"https://www.reddit.com/r/PokemonInfiniteFusion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PokemonInfiniteFusion</a>'],\n",
       " 'fusion': ['<a href=\"https://www.reddit.com/r/PokemonInfiniteFusion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/PokemonInfiniteFusion</a>'],\n",
       " 'software': ['<a href=\"https://www.reddit.com/r/software\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/software</a>'],\n",
       " 'ottawa': ['<a href=\"https://www.reddit.com/r/ottawa\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ottawa</a>'],\n",
       " 'medium': ['<a href=\"https://www.reddit.com/r/FREEMEDIAHECKYEAH\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FREEMEDIAHECKYEAH</a>'],\n",
       " 'heck': ['<a href=\"https://www.reddit.com/r/FREEMEDIAHECKYEAH\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FREEMEDIAHECKYEAH</a>'],\n",
       " 'yeah': ['<a href=\"https://www.reddit.com/r/FREEMEDIAHECKYEAH\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FREEMEDIAHECKYEAH</a>'],\n",
       " 'audiophile': ['<a href=\"https://www.reddit.com/r/audiophile\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/audiophile</a>'],\n",
       " 'shi': ['<a href=\"https://www.reddit.com/r/Jujutsushi\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Jujutsushi</a>'],\n",
       " 'japan': ['<a href=\"https://www.reddit.com/r/japanlife\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/japanlife</a>'],\n",
       " 'blue': ['<a href=\"https://www.reddit.com/r/BlueArchive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BlueArchive</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/BlueLock\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BlueLock</a>'],\n",
       " 'archive': ['<a href=\"https://www.reddit.com/r/BlueArchive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BlueArchive</a>'],\n",
       " 'clash': ['<a href=\"https://www.reddit.com/r/ClashRoyale\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ClashRoyale</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/ClashOfClans\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ClashOfClans</a>'],\n",
       " 'royale': ['<a href=\"https://www.reddit.com/r/ClashRoyale\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ClashRoyale</a>'],\n",
       " 'elder': ['<a href=\"https://www.reddit.com/r/elderscrollsonline\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/elderscrollsonline</a>'],\n",
       " 'scroll': ['<a href=\"https://www.reddit.com/r/elderscrollsonline\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/elderscrollsonline</a>'],\n",
       " 'duel': ['<a href=\"https://www.reddit.com/r/masterduel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/masterduel</a>'],\n",
       " 'specific': ['<a href=\"https://www.reddit.com/r/oddlyspecific\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/oddlyspecific</a>'],\n",
       " 'cfb': ['<a href=\"https://www.reddit.com/r/CFB\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CFB</a>'],\n",
       " 'day': ['<a href=\"https://www.reddit.com/r/7daystodie\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/7daystodie</a>'],\n",
       " 'die': ['<a href=\"https://www.reddit.com/r/7daystodie\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/7daystodie</a>'],\n",
       " 'poland': ['<a href=\"https://www.reddit.com/r/poland\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/poland</a>'],\n",
       " 'rog': ['<a href=\"https://www.reddit.com/r/ROGAlly\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ROGAlly</a>'],\n",
       " 'ally': ['<a href=\"https://www.reddit.com/r/ROGAlly\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ROGAlly</a>'],\n",
       " 'bb': ['<a href=\"https://www.reddit.com/r/BBBY\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BBBY</a>'],\n",
       " 'furry': ['<a href=\"https://www.reddit.com/r/furry_irl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/furry_irl</a>'],\n",
       " 'pirate': ['<a href=\"https://www.reddit.com/r/SwitchPirates\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SwitchPirates</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Piratefolk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Piratefolk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/assetto_pirate\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/assetto_pirate</a>'],\n",
       " 'gay': ['<a href=\"https://www.reddit.com/r/askgaybros\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/askgaybros</a>'],\n",
       " 'lakers': ['<a href=\"https://www.reddit.com/r/lakers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lakers</a>'],\n",
       " 'electric': ['<a href=\"https://www.reddit.com/r/electricvehicles\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/electricvehicles</a>'],\n",
       " 'vehicle': ['<a href=\"https://www.reddit.com/r/electricvehicles\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/electricvehicles</a>'],\n",
       " 'modern': ['<a href=\"https://www.reddit.com/r/ModernWarfareII\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ModernWarfareII</a>'],\n",
       " 'warfare': ['<a href=\"https://www.reddit.com/r/ModernWarfareII\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ModernWarfareII</a>'],\n",
       " 'ii': ['<a href=\"https://www.reddit.com/r/ModernWarfareII\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ModernWarfareII</a>'],\n",
       " 'trash': ['<a href=\"https://www.reddit.com/r/TrashTaste\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TrashTaste</a>'],\n",
       " 'taste': ['<a href=\"https://www.reddit.com/r/TrashTaste\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TrashTaste</a>'],\n",
       " 'washingtondc': ['<a href=\"https://www.reddit.com/r/washingtondc\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/washingtondc</a>'],\n",
       " 'drum': ['<a href=\"https://www.reddit.com/r/Drumkits\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Drumkits</a>'],\n",
       " 'kit': ['<a href=\"https://www.reddit.com/r/Drumkits\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Drumkits</a>'],\n",
       " 'edmonton': ['<a href=\"https://www.reddit.com/r/Edmonton\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Edmonton</a>'],\n",
       " 'majority': ['<a href=\"https://www.reddit.com/r/TheMajorityReport\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheMajorityReport</a>'],\n",
       " 'prize': ['<a href=\"https://www.reddit.com/r/WinStupidPrizes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/WinStupidPrizes</a>'],\n",
       " 'aviation': ['<a href=\"https://www.reddit.com/r/aviation\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/aviation</a>'],\n",
       " 'mortal': ['<a href=\"https://www.reddit.com/r/MortalKombat\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MortalKombat</a>'],\n",
       " 'kombat': ['<a href=\"https://www.reddit.com/r/MortalKombat\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MortalKombat</a>'],\n",
       " 'losangeles': ['<a href=\"https://www.reddit.com/r/LosAngeles\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LosAngeles</a>'],\n",
       " 'mcat': ['<a href=\"https://www.reddit.com/r/Mcat\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Mcat</a>'],\n",
       " 'lifehacks': ['<a href=\"https://www.reddit.com/r/lifehacks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/lifehacks</a>'],\n",
       " 'intel': ['<a href=\"https://www.reddit.com/r/intel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/intel</a>'],\n",
       " 'sleep': ['<a href=\"https://www.reddit.com/r/nosleep\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nosleep</a>'],\n",
       " 'plus': ['<a href=\"https://www.reddit.com/r/30PlusSkinCare\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/30PlusSkinCare</a>'],\n",
       " 'ultra': ['<a href=\"https://www.reddit.com/r/ultrawidemasterrace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ultrawidemasterrace</a>'],\n",
       " 'wide': ['<a href=\"https://www.reddit.com/r/ultrawidemasterrace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ultrawidemasterrace</a>'],\n",
       " 'chicago': ['<a href=\"https://www.reddit.com/r/chicago\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/chicago</a>'],\n",
       " 'logitech': ['<a href=\"https://www.reddit.com/r/LogitechG\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LogitechG</a>'],\n",
       " 'g': ['<a href=\"https://www.reddit.com/r/LogitechG\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LogitechG</a>'],\n",
       " 'yuzu': ['<a href=\"https://www.reddit.com/r/yuzu\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/yuzu</a>'],\n",
       " 'coys': ['<a href=\"https://www.reddit.com/r/coys\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/coys</a>'],\n",
       " 'eula': ['<a href=\"https://www.reddit.com/r/EulaMains\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EulaMains</a>'],\n",
       " 'resident': ['<a href=\"https://www.reddit.com/r/residentevil\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/residentevil</a>'],\n",
       " 'evil': ['<a href=\"https://www.reddit.com/r/residentevil\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/residentevil</a>'],\n",
       " 'trucker': ['<a href=\"https://www.reddit.com/r/Truckers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Truckers</a>'],\n",
       " 'serbia': ['<a href=\"https://www.reddit.com/r/serbia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/serbia</a>'],\n",
       " 'plate': ['<a href=\"https://www.reddit.com/r/moreplatesmoredates\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/moreplatesmoredates</a>'],\n",
       " 'date': ['<a href=\"https://www.reddit.com/r/moreplatesmoredates\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/moreplatesmoredates</a>'],\n",
       " 'name': ['<a href=\"https://www.reddit.com/r/namenerds\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/namenerds</a>'],\n",
       " 'nerd': ['<a href=\"https://www.reddit.com/r/namenerds\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/namenerds</a>'],\n",
       " 'rolex': ['<a href=\"https://www.reddit.com/r/rolex\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/rolex</a>'],\n",
       " 'malaysia': ['<a href=\"https://www.reddit.com/r/malaysia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/malaysia</a>'],\n",
       " 'cod': ['<a href=\"https://www.reddit.com/r/CoDCompetitive\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CoDCompetitive</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CODWarzone\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CODWarzone</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/CODZombies\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CODZombies</a>'],\n",
       " 'running': ['<a href=\"https://www.reddit.com/r/running\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/running</a>'],\n",
       " 'bravo': ['<a href=\"https://www.reddit.com/r/BravoRealHousewives\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BravoRealHousewives</a>'],\n",
       " 'real': ['<a href=\"https://www.reddit.com/r/BravoRealHousewives\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BravoRealHousewives</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/real_China_irl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/real_China_irl</a>'],\n",
       " 'housewife': ['<a href=\"https://www.reddit.com/r/BravoRealHousewives\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BravoRealHousewives</a>'],\n",
       " 'blankies': ['<a href=\"https://www.reddit.com/r/blankies\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/blankies</a>'],\n",
       " 'uplifting': ['<a href=\"https://www.reddit.com/r/UpliftingNews\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UpliftingNews</a>'],\n",
       " 'netflix': ['<a href=\"https://www.reddit.com/r/netflix\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/netflix</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/TheUltimatumNetflix\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheUltimatumNetflix</a>'],\n",
       " 'wohnen': ['<a href=\"https://www.reddit.com/r/wohnen\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/wohnen</a>'],\n",
       " 'child': ['<a href=\"https://www.reddit.com/r/childfree\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/childfree</a>'],\n",
       " 'fundie': ['<a href=\"https://www.reddit.com/r/FundieSnarkUncensored\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FundieSnarkUncensored</a>'],\n",
       " 'add': ['<a href=\"https://www.reddit.com/r/daddit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/daddit</a>'],\n",
       " 'playstation': ['<a href=\"https://www.reddit.com/r/playstation\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/playstation</a>'],\n",
       " 'korea': ['<a href=\"https://www.reddit.com/r/korea\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/korea</a>'],\n",
       " 'ocean': ['<a href=\"https://www.reddit.com/r/OceanGateTitan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OceanGateTitan</a>'],\n",
       " 'titan': ['<a href=\"https://www.reddit.com/r/OceanGateTitan\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/OceanGateTitan</a>'],\n",
       " 'construction': ['<a href=\"https://www.reddit.com/r/Construction\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Construction</a>'],\n",
       " 'react': ['<a href=\"https://www.reddit.com/r/reactjs\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/reactjs</a>'],\n",
       " 'divinity': ['<a href=\"https://www.reddit.com/r/DivinityOriginalSin\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DivinityOriginalSin</a>'],\n",
       " 'original': ['<a href=\"https://www.reddit.com/r/DivinityOriginalSin\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DivinityOriginalSin</a>'],\n",
       " 'tongue': ['<a href=\"https://www.reddit.com/r/tipofmytongue\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/tipofmytongue</a>'],\n",
       " 'binding': ['<a href=\"https://www.reddit.com/r/bindingofisaac\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bindingofisaac</a>'],\n",
       " 'isaac': ['<a href=\"https://www.reddit.com/r/bindingofisaac\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bindingofisaac</a>'],\n",
       " 'harrypotter': ['<a href=\"https://www.reddit.com/r/HarryPotterGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HarryPotterGame</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/harrypotter\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/harrypotter</a>'],\n",
       " 'machine': ['<a href=\"https://www.reddit.com/r/MachineLearning\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MachineLearning</a>'],\n",
       " 'learning': ['<a href=\"https://www.reddit.com/r/MachineLearning\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MachineLearning</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/EnglishLearning\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EnglishLearning</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/languagelearning\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/languagelearning</a>'],\n",
       " 'godot': ['<a href=\"https://www.reddit.com/r/godot\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/godot</a>'],\n",
       " 'social': ['<a href=\"https://www.reddit.com/r/socialskills\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/socialskills</a>'],\n",
       " 'skill': ['<a href=\"https://www.reddit.com/r/socialskills\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/socialskills</a>'],\n",
       " 'animal': ['<a href=\"https://www.reddit.com/r/AdviceAnimals\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AdviceAnimals</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/AnimalCrossing\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AnimalCrossing</a>'],\n",
       " 'fixed': ['<a href=\"https://www.reddit.com/r/fixedbytheduet\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fixedbytheduet</a>'],\n",
       " 'duet': ['<a href=\"https://www.reddit.com/r/fixedbytheduet\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fixedbytheduet</a>'],\n",
       " 'living': ['<a href=\"https://www.reddit.com/r/malelivingspace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/malelivingspace</a>'],\n",
       " 'space': ['<a href=\"https://www.reddit.com/r/malelivingspace\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/malelivingspace</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/space\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/space</a>'],\n",
       " 'trans': ['<a href=\"https://www.reddit.com/r/trans\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/trans</a>'],\n",
       " 'hollow': ['<a href=\"https://www.reddit.com/r/HollowKnight\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HollowKnight</a>'],\n",
       " 'collapse': ['<a href=\"https://www.reddit.com/r/collapse\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/collapse</a>'],\n",
       " 'ultimatum': ['<a href=\"https://www.reddit.com/r/TheUltimatumNetflix\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheUltimatumNetflix</a>'],\n",
       " 'synology': ['<a href=\"https://www.reddit.com/r/synology\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/synology</a>'],\n",
       " 'boi': ['<a href=\"https://www.reddit.com/r/playboicarti\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/playboicarti</a>'],\n",
       " 'writing': ['<a href=\"https://www.reddit.com/r/writing\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/writing</a>'],\n",
       " 'vexillology': ['<a href=\"https://www.reddit.com/r/vexillologycirclejerk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/vexillologycirclejerk</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/vexillology\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/vexillology</a>'],\n",
       " 'flying': ['<a href=\"https://www.reddit.com/r/flying\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/flying</a>'],\n",
       " 'imaginary': ['<a href=\"https://www.reddit.com/r/imaginarymaps\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/imaginarymaps</a>'],\n",
       " 'pl': ['<a href=\"https://www.reddit.com/r/FantasyPL\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FantasyPL</a>'],\n",
       " 'solo': ['<a href=\"https://www.reddit.com/r/solotravel\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/solotravel</a>'],\n",
       " 'peloton': ['<a href=\"https://www.reddit.com/r/peloton\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/peloton</a>'],\n",
       " 'notion': ['<a href=\"https://www.reddit.com/r/Notion\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Notion</a>'],\n",
       " 'android': ['<a href=\"https://www.reddit.com/r/Android\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Android</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/androidapps\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/androidapps</a>'],\n",
       " 'spoiler': ['<a href=\"https://www.reddit.com/r/MarvelStudiosSpoilers\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MarvelStudiosSpoilers</a>'],\n",
       " 'firefox': ['<a href=\"https://www.reddit.com/r/firefox\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/firefox</a>'],\n",
       " 'whats': ['<a href=\"https://www.reddit.com/r/whatsthisplant\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/whatsthisplant</a>'],\n",
       " 'plant': ['<a href=\"https://www.reddit.com/r/whatsthisplant\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/whatsthisplant</a>'],\n",
       " 'poker': ['<a href=\"https://www.reddit.com/r/poker\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/poker</a>'],\n",
       " 'hydro': ['<a href=\"https://www.reddit.com/r/HydroHomies\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HydroHomies</a>'],\n",
       " 'homies': ['<a href=\"https://www.reddit.com/r/HydroHomies\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HydroHomies</a>'],\n",
       " 'startrek': ['<a href=\"https://www.reddit.com/r/startrek\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/startrek</a>'],\n",
       " 'clan': ['<a href=\"https://www.reddit.com/r/ClashOfClans\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ClashOfClans</a>'],\n",
       " 'denver': ['<a href=\"https://www.reddit.com/r/Denver\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Denver</a>'],\n",
       " 'bear': ['<a href=\"https://www.reddit.com/r/TheBear\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheBear</a>'],\n",
       " 'italia': ['<a href=\"https://www.reddit.com/r/Italia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Italia</a>'],\n",
       " 'asset': ['<a href=\"https://www.reddit.com/r/assettocorsa\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/assettocorsa</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/assetto_pirate\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/assetto_pirate</a>'],\n",
       " 'corsa': ['<a href=\"https://www.reddit.com/r/assettocorsa\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/assettocorsa</a>'],\n",
       " 'amc': ['<a href=\"https://www.reddit.com/r/amcstock\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/amcstock</a>'],\n",
       " 'bodybuilding': ['<a href=\"https://www.reddit.com/r/bodybuilding\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/bodybuilding</a>'],\n",
       " 'transgender': ['<a href=\"https://www.reddit.com/r/asktransgender\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/asktransgender</a>'],\n",
       " 'warrior': ['<a href=\"https://www.reddit.com/r/warriors\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/warriors</a>'],\n",
       " 'developer': ['<a href=\"https://www.reddit.com/r/developersIndia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/developersIndia</a>'],\n",
       " 'fut': ['<a href=\"https://www.reddit.com/r/fut\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fut</a>'],\n",
       " 'nature': ['<a href=\"https://www.reddit.com/r/NatureIsFuckingLit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NatureIsFuckingLit</a>'],\n",
       " 'lit': ['<a href=\"https://www.reddit.com/r/NatureIsFuckingLit\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/NatureIsFuckingLit</a>'],\n",
       " 'darktide': ['<a href=\"https://www.reddit.com/r/DarkTide\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/DarkTide</a>'],\n",
       " 'incremental': ['<a href=\"https://www.reddit.com/r/incremental_games\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/incremental_games</a>'],\n",
       " 'ubi': ['<a href=\"https://www.reddit.com/r/Ubiquiti\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Ubiquiti</a>'],\n",
       " 'quit': ['<a href=\"https://www.reddit.com/r/Ubiquiti\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Ubiquiti</a>'],\n",
       " 'overclocking': ['<a href=\"https://www.reddit.com/r/overclocking\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/overclocking</a>'],\n",
       " 'bogle': ['<a href=\"https://www.reddit.com/r/Bogleheads\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Bogleheads</a>'],\n",
       " 'ok': ['<a href=\"https://www.reddit.com/r/okbuddychicanery\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/okbuddychicanery</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/okbuddytrailblazer\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/okbuddytrailblazer</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/okbuddyretard\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/okbuddyretard</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/okbuddybaka\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/okbuddybaka</a>'],\n",
       " 'buddy': ['<a href=\"https://www.reddit.com/r/okbuddychicanery\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/okbuddychicanery</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/okbuddytrailblazer\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/okbuddytrailblazer</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/okbuddyretard\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/okbuddyretard</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/okbuddybaka\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/okbuddybaka</a>'],\n",
       " 'chicanery': ['<a href=\"https://www.reddit.com/r/okbuddychicanery\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/okbuddychicanery</a>'],\n",
       " 'easports': ['<a href=\"https://www.reddit.com/r/EASportsFC\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EASportsFC</a>'],\n",
       " 'sea': ['<a href=\"https://www.reddit.com/r/Seaofthieves\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Seaofthieves</a>'],\n",
       " 'thief': ['<a href=\"https://www.reddit.com/r/Seaofthieves\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Seaofthieves</a>'],\n",
       " 'mass': ['<a href=\"https://www.reddit.com/r/masseffect\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/masseffect</a>'],\n",
       " 'effect': ['<a href=\"https://www.reddit.com/r/masseffect\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/masseffect</a>'],\n",
       " 'baking': ['<a href=\"https://www.reddit.com/r/Baking\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Baking</a>'],\n",
       " 'zoro': ['<a href=\"https://www.reddit.com/r/ZoroZone\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ZoroZone</a>'],\n",
       " 'zone': ['<a href=\"https://www.reddit.com/r/ZoroZone\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/ZoroZone</a>'],\n",
       " 'english': ['<a href=\"https://www.reddit.com/r/EnglishLearning\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/EnglishLearning</a>'],\n",
       " 'speaks': ['<a href=\"https://www.reddit.com/r/IndiaSpeaks\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IndiaSpeaks</a>'],\n",
       " 'nice': ['<a href=\"https://www.reddit.com/r/Nicegirls\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Nicegirls</a>'],\n",
       " 'gun': ['<a href=\"https://www.reddit.com/r/gundeals\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/gundeals</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Gunpla\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Gunpla</a>'],\n",
       " 'better': ['<a href=\"https://www.reddit.com/r/betterCallSaul\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/betterCallSaul</a>'],\n",
       " 'call': ['<a href=\"https://www.reddit.com/r/betterCallSaul\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/betterCallSaul</a>'],\n",
       " 'saul': ['<a href=\"https://www.reddit.com/r/betterCallSaul\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/betterCallSaul</a>'],\n",
       " 'attire': ['<a href=\"https://www.reddit.com/r/Weddingattireapproval\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Weddingattireapproval</a>'],\n",
       " 'approval': ['<a href=\"https://www.reddit.com/r/Weddingattireapproval\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Weddingattireapproval</a>'],\n",
       " 'igbo': ['<a href=\"https://www.reddit.com/r/IBO\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IBO</a>'],\n",
       " 'mini': ['<a href=\"https://www.reddit.com/r/minipainting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/minipainting</a>'],\n",
       " 'painting': ['<a href=\"https://www.reddit.com/r/minipainting\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/minipainting</a>'],\n",
       " 'beauty': ['<a href=\"https://www.reddit.com/r/beauty\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/beauty</a>'],\n",
       " 'texas': ['<a href=\"https://www.reddit.com/r/texas\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/texas</a>'],\n",
       " 'resume': ['<a href=\"https://www.reddit.com/r/resumes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/resumes</a>'],\n",
       " 'indian': ['<a href=\"https://www.reddit.com/r/IndianDankMemes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IndianDankMemes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/IndianGaming\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IndianGaming</a>'],\n",
       " 'small': ['<a href=\"https://www.reddit.com/r/smallbusiness\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/smallbusiness</a>'],\n",
       " 'business': ['<a href=\"https://www.reddit.com/r/smallbusiness\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/smallbusiness</a>'],\n",
       " 'employed': ['<a href=\"https://www.reddit.com/r/overemployed\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/overemployed</a>'],\n",
       " 'air': ['<a href=\"https://www.reddit.com/r/airbnb_hosts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/airbnb_hosts</a>'],\n",
       " 'bnb': ['<a href=\"https://www.reddit.com/r/airbnb_hosts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/airbnb_hosts</a>'],\n",
       " 'host': ['<a href=\"https://www.reddit.com/r/airbnb_hosts\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/airbnb_hosts</a>'],\n",
       " 'cybersecurity': ['<a href=\"https://www.reddit.com/r/cybersecurity\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/cybersecurity</a>'],\n",
       " 'survival': ['<a href=\"https://www.reddit.com/r/TheGirlSurvivalGuide\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/TheGirlSurvivalGuide</a>'],\n",
       " 'language': ['<a href=\"https://www.reddit.com/r/languagelearning\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/languagelearning</a>'],\n",
       " 'stuhl': ['<a href=\"https://www.reddit.com/r/Beichtstuhl\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Beichtstuhl</a>'],\n",
       " 'fire': ['<a href=\"https://www.reddit.com/r/FireEmblemHeroes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FireEmblemHeroes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/fireemblem\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fireemblem</a>'],\n",
       " 'emblem': ['<a href=\"https://www.reddit.com/r/FireEmblemHeroes\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/FireEmblemHeroes</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/fireemblem\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fireemblem</a>'],\n",
       " 'rune': ['<a href=\"https://www.reddit.com/r/LegendsOfRuneterra\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LegendsOfRuneterra</a>'],\n",
       " 'nautica': ['<a href=\"https://www.reddit.com/r/subnautica\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/subnautica</a>'],\n",
       " 'actual': ['<a href=\"https://www.reddit.com/r/actuallesbians\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/actuallesbians</a>'],\n",
       " 'lesbian': ['<a href=\"https://www.reddit.com/r/actuallesbians\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/actuallesbians</a>'],\n",
       " 'irrational': ['<a href=\"https://www.reddit.com/r/IrrationalMadness\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IrrationalMadness</a>'],\n",
       " 'madness': ['<a href=\"https://www.reddit.com/r/IrrationalMadness\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/IrrationalMadness</a>'],\n",
       " 'anarchy': ['<a href=\"https://www.reddit.com/r/AnarchyChess\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AnarchyChess</a>'],\n",
       " 'battlefield': ['<a href=\"https://www.reddit.com/r/battlefield2042\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/battlefield2042</a>'],\n",
       " 'portland': ['<a href=\"https://www.reddit.com/r/Portland\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Portland</a>'],\n",
       " 'va': ['<a href=\"https://www.reddit.com/r/VaushV\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/VaushV</a>'],\n",
       " 'hv': ['<a href=\"https://www.reddit.com/r/VaushV\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/VaushV</a>'],\n",
       " 'urban': ['<a href=\"https://www.reddit.com/r/UrbanHell\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UrbanHell</a>'],\n",
       " 'natty': ['<a href=\"https://www.reddit.com/r/nattyorjuice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nattyorjuice</a>'],\n",
       " 'juice': ['<a href=\"https://www.reddit.com/r/nattyorjuice\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/nattyorjuice</a>'],\n",
       " 'steak': ['<a href=\"https://www.reddit.com/r/steak\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/steak</a>'],\n",
       " 'sonic': ['<a href=\"https://www.reddit.com/r/SonicTheHedgehog\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SonicTheHedgehog</a>'],\n",
       " 'hedgehog': ['<a href=\"https://www.reddit.com/r/SonicTheHedgehog\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/SonicTheHedgehog</a>'],\n",
       " 'absolute': ['<a href=\"https://www.reddit.com/r/AbsoluteUnits\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AbsoluteUnits</a>'],\n",
       " 'unit': ['<a href=\"https://www.reddit.com/r/AbsoluteUnits\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AbsoluteUnits</a>'],\n",
       " 'supplement': ['<a href=\"https://www.reddit.com/r/Supplements\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Supplements</a>'],\n",
       " 'unresolved': ['<a href=\"https://www.reddit.com/r/UnresolvedMysteries\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UnresolvedMysteries</a>'],\n",
       " 'mystery': ['<a href=\"https://www.reddit.com/r/UnresolvedMysteries\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/UnresolvedMysteries</a>'],\n",
       " 'futurology': ['<a href=\"https://www.reddit.com/r/Futurology\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Futurology</a>'],\n",
       " 'hou': ['<a href=\"https://www.reddit.com/r/houkai3rd\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/houkai3rd</a>'],\n",
       " 'rd': ['<a href=\"https://www.reddit.com/r/houkai3rd\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/houkai3rd</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Save3rdPartyApps\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Save3rdPartyApps</a>'],\n",
       " 'sff': ['<a href=\"https://www.reddit.com/r/sffpc\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/sffpc</a>'],\n",
       " 'independence': ['<a href=\"https://www.reddit.com/r/financialindependence\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/financialindependence</a>'],\n",
       " 'rat': ['<a href=\"https://www.reddit.com/r/Ratschlag\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Ratschlag</a>'],\n",
       " 'schlag': ['<a href=\"https://www.reddit.com/r/Ratschlag\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Ratschlag</a>'],\n",
       " 'high': ['<a href=\"https://www.reddit.com/r/HighStrangeness\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HighStrangeness</a>'],\n",
       " 'strangeness': ['<a href=\"https://www.reddit.com/r/HighStrangeness\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HighStrangeness</a>'],\n",
       " 'trailblazer': ['<a href=\"https://www.reddit.com/r/okbuddytrailblazer\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/okbuddytrailblazer</a>'],\n",
       " 'metal': ['<a href=\"https://www.reddit.com/r/metalgearsolid\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/metalgearsolid</a>'],\n",
       " 'gear': ['<a href=\"https://www.reddit.com/r/metalgearsolid\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/metalgearsolid</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/Guiltygear\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Guiltygear</a>'],\n",
       " 'solid': ['<a href=\"https://www.reddit.com/r/metalgearsolid\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/metalgearsolid</a>'],\n",
       " 'hades': ['<a href=\"https://www.reddit.com/r/HadesTheGame\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/HadesTheGame</a>'],\n",
       " 'mad': ['<a href=\"https://www.reddit.com/r/madlads\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/madlads</a>'],\n",
       " 'lad': ['<a href=\"https://www.reddit.com/r/madlads\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/madlads</a>'],\n",
       " 'gram': ['<a href=\"https://www.reddit.com/r/Instagramreality\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Instagramreality</a>'],\n",
       " 'reality': ['<a href=\"https://www.reddit.com/r/Instagramreality\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Instagramreality</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/insanereality\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/insanereality</a>',\n",
       "  '<a href=\"https://www.reddit.com/r/virtualreality\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/virtualreality</a>'],\n",
       " 'autism': ['<a href=\"https://www.reddit.com/r/autism\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/autism</a>'],\n",
       " 'croatia': ['<a href=\"https://www.reddit.com/r/croatia\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/croatia</a>'],\n",
       " 'banner': ['<a href=\"https://www.reddit.com/r/Bannerlord\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Bannerlord</a>'],\n",
       " 'lord': ['<a href=\"https://www.reddit.com/r/Bannerlord\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Bannerlord</a>'],\n",
       " 'futebol': ['<a href=\"https://www.reddit.com/r/futebol\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/futebol</a>'],\n",
       " 'microsoft': ['<a href=\"https://www.reddit.com/r/MicrosoftRewards\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MicrosoftRewards</a>'],\n",
       " 'reward': ['<a href=\"https://www.reddit.com/r/MicrosoftRewards\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/MicrosoftRewards</a>'],\n",
       " 'lock': ['<a href=\"https://www.reddit.com/r/BlueLock\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/BlueLock</a>'],\n",
       " 'fighter': ['<a href=\"https://www.reddit.com/r/thefighterandthekid\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/thefighterandthekid</a>'],\n",
       " 'kid': ['<a href=\"https://www.reddit.com/r/thefighterandthekid\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/thefighterandthekid</a>'],\n",
       " 'loan': ['<a href=\"https://www.reddit.com/r/StudentLoans\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/StudentLoans</a>'],\n",
       " 'emulation': ['<a href=\"https://www.reddit.com/r/emulation\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/emulation</a>'],\n",
       " 'kanye': ['<a href=\"https://www.reddit.com/r/Kanye\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Kanye</a>'],\n",
       " 'fragrance': ['<a href=\"https://www.reddit.com/r/fragrance\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/fragrance</a>'],\n",
       " 'neo': ['<a href=\"https://www.reddit.com/r/neovim\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/neovim</a>'],\n",
       " 'vim': ['<a href=\"https://www.reddit.com/r/neovim\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/neovim</a>'],\n",
       " 'calamity': ['<a href=\"https://www.reddit.com/r/CalamityMod\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/CalamityMod</a>'],\n",
       " 'abrupt': ['<a href=\"https://www.reddit.com/r/AbruptChaos\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AbruptChaos</a>'],\n",
       " 'chaos': ['<a href=\"https://www.reddit.com/r/AbruptChaos\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/AbruptChaos</a>'],\n",
       " 'sport': ['<a href=\"https://www.reddit.com/r/sports\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/sports</a>'],\n",
       " 'productivity': ['<a href=\"https://www.reddit.com/r/productivity\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/productivity</a>'],\n",
       " 'noob': ['<a href=\"https://www.reddit.com/r/wownoob\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/wownoob</a>'],\n",
       " 'military': ['<a href=\"https://www.reddit.com/r/Military\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/Military</a>'],\n",
       " 'low': ['<a href=\"https://www.reddit.com/r/LowSodiumCyberpunk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LowSodiumCyberpunk</a>'],\n",
       " 'sodium': ['<a href=\"https://www.reddit.com/r/LowSodiumCyberpunk\" target=\"_blank\"  rel=\"nofollow noopener noreferrer\" >r/LowSodiumCyberpunk</a>'],\n",
       " ...}"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_lemmas_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "0a63fc60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1182\n",
      "271\n",
      "886\n"
     ]
    }
   ],
   "source": [
    "sorted_core_lemmas_count = sorted(core_lemmas_count.items(), key=lambda x:x[1], reverse=True)\n",
    "sorted_core_lemmas_count = [tup for tup in sorted_core_lemmas_count if not (re.search(r\"\\d\", tup[0]) or tup[0] in (\"r\", \"/\", \"_\"))]\n",
    "print(len(sorted_core_lemmas_count))\n",
    "\n",
    "less_common_dict, just_once_dict = {}, {}\n",
    "with open(\"./output/most_common_core_lemmas_with_subs.csv\", \"w\") as scwcfile:\n",
    "    scwcfile.write(\"word,freq,subs\\n\")        \n",
    "    for x, y in sorted(sorted_core_lemmas_count, key=lambda x: (x[1], x), reverse=True):\n",
    "        if int(y) >= 5:\n",
    "            lemmas_str = \", \".join(main_lemmas_dict.get(x, ''))\n",
    "            scwcfile.write(f\"{x},{y},{lemmas_str}\\n\")\n",
    "        elif int(y) > 1:\n",
    "            less_common_dict[x] = int(y)\n",
    "        else:\n",
    "            just_once_dict[x] = int(y)\n",
    "    print(len(less_common_dict))\n",
    "    print(len(just_once_dict))\n",
    "\n",
    "with open(\"./output/less_common_core_lemmas_alphasorted.csv\", \"w\") as less_common_lemmas_file:\n",
    "    less_common_lemmas_file.write(\"less common (less than 5, greater than 2)\\n\")    \n",
    "#     for k, v in sorted(less_common_dict.items(), key=lambda x:x[1], reverse=True): # valuesorted\n",
    "    for k, v in sorted(less_common_dict.items()): # alphasorted\n",
    "        less_common_lemmas_file.write(f\"{k} ({v}), \")\n",
    "    less_common_lemmas_file.write(\"\\n\")\n",
    "    less_common_lemmas_file.write(\"just one\\n\")\n",
    "    for k, v in sorted(just_once_dict.items()):\n",
    "        less_common_lemmas_file.write(f\"{k}, \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "9c5a1da3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'ask (22), meme (20), game (17), advice (15), gaming (10), irl (8), anime (8), war (6), marvel (6), home (6), girl (6), competitive (6), world (5), watch (5), uk (5), tip (5), star (5), pokemon (5), pc (5), life (5), k (5), finance (5), circle (5), career (5), car (5), video (4), ukraine (4), u (4), two (4), twitter (4), studio (4), sky (4), shit (4), science (4), school (4), reddit (4), question (4), porn (4), people (4), p (4), one (4), ok (4), news (4), new (4), nba (4), mod (4), linux (4), legend (4), legal (4), kai (4), joke (4), jerk (4), go (4), gen (4), food (4), dank (4), cringe (4), character (4), canada (4), buy (4), buddy (4), xbox (3), wow (3), work (3), window (3), tv (3), true (3), thought (3), tattoo (3), switch (3), stupid (3), shitty (3), shin (3), self (3), satisfying (3), sale (3), rim (3), report (3), red (3), reality (3), race (3), political (3), play (3), pirate (3), piece (3), pic (3), personal (3), online (3), oddly (3), n (3), movie (3), maybe (3), 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diffusion (1), die (1), di (1), dew (1), devs (1), developer (1), detail (1), desert (1), denver (1), denmark (1), delta (1), defense (1), deep (1), deck (1), de (1), dbz (1), dayz (1), daylight (1), day (1), date (1), darwin (1), darktide (1), damn (1), dad (1), da (1), cycling (1), cybersecurity (1), cyberpunk (1), cursed (1), currency (1), culture (1), culinary (1), crypto (1), crossing (1), croatia (1), critical (1), cricket (1), creed (1), creditcards (1), credible (1), crazy (1), craft (1), cps (1), coys (1), cow (1), could (1), costco (1), cosplay (1), corsa (1), cooking (1), conversation (1), contagious (1), construction (1), conspiracy (1), conservative (1), conflict (1), confidential (1), conan (1), compliance (1), compass (1), company (1), comment (1), comeback (1), combat (1), columbia (1), colleen (1), collapse (1), coin (1), clip (1), clever (1), cleaning (1), classic (1), clan (1), civ (1), city (1), citizen (1), cinematic (1), chronicle (1), chromosome (1), chrome (1), choosing (1), chile (1), child (1), chicanery (1), chicago (1), chelsea (1), chaos (1), change (1), chan (1), chainsaw (1), cfb (1), celtic (1), celeb (1), care (1), capitalism (1), cape (1), cant (1), canadian (1), call (1), calgary (1), calamity (1), business (1), bump (1), building (1), bug (1), btd (1), british (1), breath (1), breaking (1), brawl (1), bravo (1), brasil (1), brand (1), br (1), boxoffice (1), boxing (1), bos (1), bolly (1), boku (1), boi (1), bogle (1), bodyweight (1), bodybuilding (1), bocchi (1), boat (1), boardgames (1), bnb (1), bmw (1), blr (1), block (1), blind (1), blender (1), bleach (1), blankies (1), blade (1), blackmagic (1), bjj (1), biology (1), binding (1), bin (1), bge (1), beyond (1), better (1), bet (1), berserk (1), beginner (1), beggar (1), bed (1), beauty (1), beautiful (1), beast (1), beard (1), bear (1), bb (1), bayarea (1), battlestations (1), battlefield (1), baseball (1), banner (1), bambu (1), ballinger (1), baldurs (1), bald (1), baking (1), baka (1), bag (1), bad (1), ba (1), azure (1), aww (1), awful (1), award (1), aviation (1), autism (1), austria (1), australian (1), australia (1), austin (1), audiophile (1), audio (1), auckland (1), attire (1), attempt (1), atheism (1), ate (1), assistant (1), assassin (1), ashura (1), art (1), arschloch (1), army (1), arm (1), arkham (1), argentina (1), arena (1), archive (1), arch (1), arcanum (1), arbeit (1), ar (1), approval (1), applying (1), apollo (1), ap (1), aoe (1), anti (1), anarchy (1), amc (1), amazed (1), ally (1), alien (1), airsoft (1), airline (1), airforce (1), airbender (1), air (1), ah (1), age (1), afraid (1), adult (1), adhd (1), addiction (1), add (1), actual (1), action (1), accounting (1), academy (1), academia (1), abu (1), absolute (1), abrupt (1)'"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\", \".join([f\"{k} ({v})\" for k, v in sorted(sorted_core_lemmas_count, key=lambda x: (x[1], x), reverse=True)])   "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5bd1dd4b",
   "metadata": {},
   "source": [
    "### Now lemmatizing for the CountVectorizer implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f34dd5c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "84e1aea7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_list_into_string_with_spaces(l):\n",
    "    # first two elements are r and /\n",
    "    return \" \".join(l[2:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "97525e4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bc829ff865de4a4e96899e2f816d960e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "core_1k_df[\"joined_tokens\"] = core_1k_df[\"tokens\"].progress_apply(lambda x: convert_list_into_string_with_spaces(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1db91905",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                  home\n",
       "1            ask reddit\n",
       "2    mildly infuriating\n",
       "Name: joined_tokens, dtype: object"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "core_1k_df[\"joined_tokens\"][:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fe9e1a52",
   "metadata": {},
   "outputs": [],
   "source": [
    "count_vectorizer = CountVectorizer(stop_words=\"english\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f2b76f7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = count_vectorizer.fit_transform(core_1k_df[\"joined_tokens\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "ae0928e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['abrupt', 'absolute', 'abu', 'academia', 'academy', 'accounting',\n",
       "       'action', 'actual', 'add', 'addiction'], dtype=object)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_vectorizer.get_feature_names_out()[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "37b5fafb",
   "metadata": {},
   "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>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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</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>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 1196 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     abrupt  absolute  abu  academia  academy  accounting  action  actual  \\\n",
       "0         0         0    0         0        0           0       0       0   \n",
       "1         0         0    0         0        0           0       0       0   \n",
       "2         0         0    0         0        0           0       0       0   \n",
       "3         0         0    0         0        0           0       0       0   \n",
       "4         0         0    0         0        0           0       0       0   \n",
       "..      ...       ...  ...       ...      ...         ...     ...     ...   \n",
       "995       0         0    0         0        0           0       0       0   \n",
       "996       0         0    0         0        0           0       0       0   \n",
       "997       0         0    0         0        0           0       0       0   \n",
       "998       0         0    0         0        0           0       0       0   \n",
       "999       0         0    0         0        0           0       0       0   \n",
       "\n",
       "     add  addiction  ...  yeah  youtube  yugioh  yuzu  zealand  zelda  \\\n",
       "0      0          0  ...     0        0       0     0        0      0   \n",
       "1      0          0  ...     0        0       0     0        0      0   \n",
       "2      0          0  ...     0        0       0     0        0      0   \n",
       "3      0          0  ...     0        0       0     0        0      0   \n",
       "4      0          0  ...     0        0       0     0        0      0   \n",
       "..   ...        ...  ...   ...      ...     ...   ...      ...    ...   \n",
       "995    0          0  ...     0        0       0     0        0      0   \n",
       "996    0          0  ...     0        0       0     0        0      0   \n",
       "997    0          0  ...     0        0       0     0        0      0   \n",
       "998    0          0  ...     0        0       0     0        0      0   \n",
       "999    0          0  ...     0        0       0     0        0      0   \n",
       "\n",
       "     zombies  zombo  zone  zoro  \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",
       "995        0      0     0     0  \n",
       "996        0      0     0     0  \n",
       "997        0      0     0     0  \n",
       "998        0      0     0     0  \n",
       "999        0      0     0     0  \n",
       "\n",
       "[1000 rows x 1196 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(X.toarray(), columns=count_vectorizer.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "c51442d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.stem.porter import PorterStemmer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a127386f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fish\n"
     ]
    }
   ],
   "source": [
    "porter_stemmer = PorterStemmer()\n",
    "print(porter_stemmer.stem(\"fishes\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "09c23c85",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stemming_tokenizer(str_input):\n",
    "    words = str_input.lower().split()\n",
    "    return [porter_stemmer.stem(word) for word in words]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "9c110583",
   "metadata": {},
   "outputs": [],
   "source": [
    "stem_count_vectorizer = CountVectorizer(stop_words='english', tokenizer=stemming_tokenizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "4fca4c83",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sandrews/src/lede/subs/.env/lib/python3.10/site-packages/sklearn/feature_extraction/text.py:525: UserWarning: The parameter 'token_pattern' will not be used since 'tokenizer' is not None'\n",
      "  warnings.warn(\n",
      "/Users/sandrews/src/lede/subs/.env/lib/python3.10/site-packages/sklearn/feature_extraction/text.py:408: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['abov', 'afterward', 'alon', 'alreadi', 'alway', 'ani', 'anoth', 'anyon', 'anyth', 'anywher', 'becam', 'becaus', 'becom', 'befor', 'besid', 'cri', 'describ', 'dure', 'els', 'elsewher', 'empti', 'everi', 'everyon', 'everyth', 'everywher', 'fifti', 'formerli', 'forti', 'ha', 'henc', 'hereaft', 'herebi', 'hi', 'howev', 'hundr', 'inde', 'latterli', 'mani', 'meanwhil', 'moreov', 'mostli', 'nobodi', 'noon', 'noth', 'nowher', 'onc', 'onli', 'otherwis', 'ourselv', 'perhap', 'pleas', 'seriou', 'sever', 'sinc', 'sincer', 'sixti', 'someon', 'someth', 'sometim', 'somewher', 'themselv', 'thenc', 'thereaft', 'therebi', 'therefor', 'thi', 'thu', 'togeth', 'twelv', 'twenti', 'veri', 'wa', 'whatev', 'whenc', 'whenev', 'wherea', 'whereaft', 'wherebi', 'wherev', 'whi', 'yourselv'] not in stop_words.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "X = stem_count_vectorizer.fit_transform(core_1k_df[\"joined_tokens\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b1d31f58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '_', 'abrupt',\n",
       "       'absolut', 'abu', 'academi', 'academia', 'account', 'action',\n",
       "       'actual', 'add'], dtype=object)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stem_count_vectorizer.get_feature_names_out()[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "5f05aaca",
   "metadata": {},
   "outputs": [],
   "source": [
    "stem_count_df = pd.DataFrame(X.toarray(), columns=stem_count_vectorizer.get_feature_names_out())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "dcb1267b",
   "metadata": {},
   "outputs": [],
   "source": [
    "sums = {}\n",
    "for col in stem_count_df.columns:\n",
    "    sums[col] = stem_count_df[col].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b0a1876e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sums_counter = Counter(sums)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "1f99fb59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('_', 28),\n",
       " ('game', 27),\n",
       " ('ask', 22),\n",
       " ('meme', 20),\n",
       " ('2', 15),\n",
       " ('advic', 15),\n",
       " ('4', 14),\n",
       " ('3', 12),\n",
       " ('anim', 10),\n",
       " ('0', 9),\n",
       " ('irl', 8),\n",
       " ('learn', 7),\n",
       " ('1', 6),\n",
       " ('competit', 6),\n",
       " ('fuck', 6),\n",
       " ('girl', 6),\n",
       " ('home', 6),\n",
       " ('marvel', 6),\n",
       " ('war', 6),\n",
       " ('car', 5),\n",
       " ('career', 5),\n",
       " ('circl', 5),\n",
       " ('financ', 5),\n",
       " ('k', 5),\n",
       " ('life', 5),\n",
       " ('pc', 5),\n",
       " ('person', 5),\n",
       " ('pokemon', 5),\n",
       " ('polit', 5),\n",
       " ('star', 5),\n",
       " ('thi', 5),\n",
       " ('tip', 5),\n",
       " ('uk', 5),\n",
       " ('watch', 5),\n",
       " ('world', 5),\n",
       " ('6', 4),\n",
       " ('7', 4),\n",
       " ('app', 4),\n",
       " ('buddi', 4),\n",
       " ('build', 4),\n",
       " ('buy', 4),\n",
       " ('canada', 4),\n",
       " ('charact', 4),\n",
       " ('cring', 4),\n",
       " ('d', 4),\n",
       " ('dank', 4),\n",
       " ('engin', 4),\n",
       " ('food', 4),\n",
       " ('gen', 4),\n",
       " ('jerk', 4),\n",
       " ('joke', 4),\n",
       " ('kai', 4),\n",
       " ('legal', 4),\n",
       " ('legend', 4),\n",
       " ('linux', 4),\n",
       " ('mod', 4),\n",
       " ('nba', 4),\n",
       " ('new', 4),\n",
       " ('news', 4),\n",
       " ('ok', 4),\n",
       " ('peopl', 4),\n",
       " ('pirat', 4),\n",
       " ('porn', 4),\n",
       " ('question', 4),\n",
       " ('reddit', 4),\n",
       " ('school', 4),\n",
       " ('scienc', 4),\n",
       " ('shit', 4),\n",
       " ('sky', 4),\n",
       " ('studio', 4),\n",
       " ('twitter', 4),\n",
       " ('ukrain', 4),\n",
       " ('video', 4),\n",
       " ('9', 3),\n",
       " ('bro', 3),\n",
       " ('celeb', 3),\n",
       " ('chess', 3),\n",
       " ('china', 3),\n",
       " ('cod', 3),\n",
       " ('comic', 3),\n",
       " ('crusad', 3),\n",
       " ('cs', 3),\n",
       " ('data', 3),\n",
       " ('date', 3),\n",
       " ('design', 3),\n",
       " ('destini', 3),\n",
       " ('dnd', 3),\n",
       " ('explain', 3),\n",
       " ('face', 3),\n",
       " ('fantasi', 3),\n",
       " ('fc', 3),\n",
       " ('financi', 3),\n",
       " ('free', 3),\n",
       " ('h', 3),\n",
       " ('head', 3),\n",
       " ('help', 3),\n",
       " ('ich', 3),\n",
       " ('india', 3),\n",
       " ('insan', 3),\n",
       " ('insta', 3),\n",
       " ('just', 3),\n",
       " ('kpop', 3),\n",
       " ('leagu', 3),\n",
       " ('leak', 3),\n",
       " ('live', 3),\n",
       " ('main', 3),\n",
       " ('male', 3),\n",
       " ('man', 3),\n",
       " ('master', 3),\n",
       " ('mayb', 3),\n",
       " ('mechan', 3),\n",
       " ('movi', 3),\n",
       " ('n', 3),\n",
       " ('oddli', 3),\n",
       " ('onlin', 3),\n",
       " ('pic', 3),\n",
       " ('piec', 3),\n",
       " ('play', 3),\n",
       " ('product', 3),\n",
       " ('ps', 3),\n",
       " ('race', 3),\n",
       " ('realiti', 3),\n",
       " ('red', 3),\n",
       " ('report', 3),\n",
       " ('rim', 3),\n",
       " ('s', 3),\n",
       " ('sale', 3),\n",
       " ('satisfi', 3),\n",
       " ('self', 3),\n",
       " ('shin', 3),\n",
       " ('shitti', 3),\n",
       " ('stupid', 3),\n",
       " ('switch', 3),\n",
       " ('tattoo', 3),\n",
       " ('thought', 3),\n",
       " ('true', 3),\n",
       " ('tv', 3),\n",
       " ('unit', 3),\n",
       " ('window', 3),\n",
       " ('work', 3),\n",
       " ('wow', 3),\n",
       " ('xbox', 3),\n",
       " ('5', 2),\n",
       " ('amd', 2),\n",
       " ('american', 2),\n",
       " ('android', 2),\n",
       " ('ant', 2),\n",
       " ('apc', 2),\n",
       " ('apex', 2),\n",
       " ('appl', 2),\n",
       " ('ark', 2),\n",
       " ('asset', 2),\n",
       " ('asshol', 2),\n",
       " ('batman', 2),\n",
       " ('battl', 2),\n",
       " ('beauti', 2),\n",
       " ('best', 2),\n",
       " ('bit', 2),\n",
       " ('black', 2),\n",
       " ('blue', 2),\n",
       " ('book', 2),\n",
       " ('boston', 2),\n",
       " ('cart', 2),\n",
       " ('casual', 2),\n",
       " ('cat', 2),\n",
       " ('chat', 2),\n",
       " ('chest', 2),\n",
       " ('clash', 2),\n",
       " ('colleg', 2),\n",
       " ('confess', 2),\n",
       " ('cool', 2),\n",
       " ('crack', 2),\n",
       " ('dark', 2),\n",
       " ('dash', 2),\n",
       " ('dc', 2),\n",
       " ('dead', 2),\n",
       " ('deal', 2),\n",
       " ('devil', 2),\n",
       " ('diablo', 2),\n",
       " ('discord', 2),\n",
       " ('dog', 2),\n",
       " ('door', 2),\n",
       " ('electr', 2),\n",
       " ('emblem', 2),\n",
       " ('europ', 2),\n",
       " ('exil', 2),\n",
       " ('facebook', 2),\n",
       " ('fallout', 2),\n",
       " ('fashion', 2),\n",
       " ('fifti', 2),\n",
       " ('fight', 2),\n",
       " ('fit', 2),\n",
       " ('fo', 2),\n",
       " ('formula', 2),\n",
       " ('franc', 2),\n",
       " ('frugal', 2),\n",
       " ('funni', 2),\n",
       " ('gate', 2),\n",
       " ('gear', 2),\n",
       " ('golf', 2)]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sums_counter.most_common(200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a66b7619",
   "metadata": {},
   "source": [
    "## Determine categories per subreddit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5161d23",
   "metadata": {},
   "source": [
    "Subreddits were grouped together into categories with corresponding regex patterns using word frequencies (output above). \n",
    "The following regexes categorizes a hundred subreddit names successfully.\n",
    "\n",
    "When run on a thousand or more, there are many that were assigned the \"other\" category.\n",
    "A future task is to further refine the regex patterns to move \"other\" strings into more meaningful categories.\n",
    "I also attempted to do topic modeling and classification on names and descriptions but had dubious results.\n",
    "Will investigate^ further later, as writing regex patterns was a painful process. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "574cf61c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "      <th>created_dt</th>\n",
       "      <th>human_num_members</th>\n",
       "      <th>subreddit_url</th>\n",
       "      <th>image_url</th>\n",
       "      <th>flourish_img_html</th>\n",
       "      <th>rank_str</th>\n",
       "      <th>stripped_name</th>\n",
       "      <th>tokens</th>\n",
       "      <th>joined_tokens</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,237</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>135.2 thousand</td>\n",
       "      <td>https://www.reddit.com/r/Home</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>'Home'</td>\n",
       "      <td>[r, /, home]</td>\n",
       "      <td>home</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,833,971</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>41.8 million</td>\n",
       "      <td>https://www.reddit.com/r/AskReddit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>'AskReddit'</td>\n",
       "      <td>[r, /, ask, reddit]</td>\n",
       "      <td>ask reddit</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          name                                               desc  page_id  \\\n",
       "0       r/Home  Everything home related: interior design, home...  5_2qs0k   \n",
       "1  r/AskReddit  r/AskReddit is the place to ask and answer tho...  5_2qh1i   \n",
       "\n",
       "  num_members  page_nr date_retrieved  age_num age_word  created_dt  \\\n",
       "0     135,237        0     2023-07-07       14    years        2009   \n",
       "1  41,833,971        0     2023-07-07       15    years        2008   \n",
       "\n",
       "  human_num_members                       subreddit_url image_url  \\\n",
       "0    135.2 thousand       https://www.reddit.com/r/Home       NaN   \n",
       "1      41.8 million  https://www.reddit.com/r/AskReddit       NaN   \n",
       "\n",
       "  flourish_img_html  rank_str stripped_name               tokens joined_tokens  \n",
       "0               NaN         0        'Home'         [r, /, home]          home  \n",
       "1               NaN         1   'AskReddit'  [r, /, ask, reddit]    ask reddit  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create new df, dropping a random column that was not supposed to be there\n",
    "# TODO: double-check what that column was!\n",
    "new_1k_df = core_1k_df.drop(core_1k_df.columns[0], axis=1)\n",
    "new_1k_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "3889634d",
   "metadata": {},
   "outputs": [],
   "source": [
    "regexes = {\n",
    "    #0\n",
    "    \"advice and opinions\": r\"ask|question|thoughts|tip|suggestion|advice|opinion|help|asshole|aita|aitah|amiugly|trueoffmychest|roastme|offmychest|whatisthisthing|truerateme|whatisthisbug|amithedevil|confessions|amiwrong|confession|whatisthiscar|iamatotalpieceofshit|whatcarshouldibuy|whatsthisplant\",\n",
    "    \n",
    "    #1\n",
    "    \"dank gifs and memes\": r\"meme|cringe|humor|funny|joke|smile|gif|dank|holup|aww|cursedcomments|clevercomebacks|oddlyspecific\",\n",
    "   \n",
    "    #2\n",
    "    \"fails\": r\"facepalm|fail|wtf|tifu|shittytattoos|shitposting|therewasanattempt|whatcouldgowrong|awfuleverything|wellthatsucks\",\n",
    "    \n",
    "    #3\n",
    "    \"mood\": r\"infuriating|interesting|unexpected|holdup|terrifying|fulfilling|satisfying|publicfreakout|pettyrevenge|beamazed|thatsinsane|flying\",\n",
    "    \n",
    "    #4\n",
    "    \"science and growth\": r\"grow|learn|engineering|explain|improve|scien|financ|career|build|data|work|weird|jobs|legal|premed|realestate|stocks|entrepreneur|biology|mycology|accounting|diy|investing|trees|atheism|linkedinlunatics|creditcards|aviation|mcat|college|construction|amcstock|natureisfuckinglit|space|resumes|smallbusiness|unresolvedmysteries|futurology|autism|studentloans|productivity|insects|electrical|polls|economics|nursing|aliens|diwhy\",\n",
    "    \n",
    "    #5\n",
    "    \"tech and software\": r\"tech|linux|pc|program|mac|rust|android|app|sysadmin|data|chatgpt|wallstreetbets|stablediffusion|hololive|3dprinting|webdev|chatgpt|characterai|3dprinting|cryptocurrency|selfhosted|mechanicalkeyboards|blender|headphones|monitors|mousereview|talesfromyourserver|iphone|googlepixel|teslamodel3|nikkemobile|tools|windows10|unrealengine|unity3d|oculusquest|photoshoprequest|bitcoin|binichdasarschloch|teslamotors|localllama|electricvehicles|windows11|playstation|reactjs|notion|firefox|oculus|3ds|ps4|cybersecurity|windows|golang|ipad|fl_studio|hacking|experienceddevs|ios|chrome|kotakuinaction\",\n",
    "    \n",
    "    #6\n",
    "    \"world news and places\": r\"news|war|place|uk|canada|china|india|netherlands|singapore|russia|austrialia|polit|world|seattle|europe|philippines|france|melbourne|argentina|sweden|ireland|brasil|australia|de|unitedkingdom|geography|vancouver|london|ontario|sanfrancisco|arbeitsleben|romania|liverpoolfc|toronto|portugal|newzealand|denmark|hungary|bayarea|mexico|boston|shitamericanssay|austin|calgary|turkey|sydney|austria|ottawa|poland|washingtondc|edmonton|losangeles|chicago|serbia|malaysia|korea|oceangatetitan|imaginarymaps|denver|italia|nyc|texas|portland|croatia|military|finland|airforce|philadelphia|chile|houston|italy|army|montreal|dubai|auckland|britishcolumbia|ukrain.*\",\n",
    "    \n",
    "    #7\n",
    "    \"games and media\": r\"gam|media|leagueoflegends|poke|anim|sims|reality|switch|batman|marvel|elden|movie|music|harry potter|fire emblem|video|comic|minecraft|diablo|leagueoflegends|genshin|onepiece|honkaistarrail|ffxiv|2007scape|wow|steam|manga|globaloffensive|dnd|dota|television|entertainment|zelda|spiderman|onepunchman|skyrim|chess|PS5|starfield|ffxvi|hearthstone|finanfantasy|battlefield2042|maplestory|fortnite|xbox|civ|midjourney|streetfighter|magictcg|overwatch|blackdesertonline|4chan|gtaonline|books|ps5|finalfantasy|fortnitebr|horror|reddeadredemption|kimetsunoyaiba|chainsawman|fallout|gundam|breath_of_the_wild|rupaulsdragrace|roblox|titanic|naruto|fivenightsatfreddys|halo|magicarena|simracing|loveislandtv|assassinscreed|successiontv|yugioh|dc_cinematic|mmorpg|ironscape|bleach|azurelane|monsterhunter|rpg|fiftyfifty|thelastairbender|bokunoheroacademia|manhwa|mtg|paydaytheheist|darksouls3|elderscrollsonline|masterduel|mortalkombat|residentevil|codcompetitive|bravorealhousewives|falloutmods|harrypotter|hollowknight|darksouls|startrek|thebear|bettercallsaul|fireemblemheroes|legendsofruneterra|sonicthehedgehog|metalgearsolid|competitiveoverwatch|fireemblem|undertale|unearthedarcana|breakingbad|codzombies|edmproduction|visualnovels|lotr|thesopranos|smashbros|raidshadowlegends|xenoblade_chronicles|pikabu|splatoon\",\n",
    "    \n",
    "    #8\n",
    "    \"porny non-porn things\": r\"porn|uncensored\",\n",
    "    \n",
    "    #9\n",
    "    \"culture and daily life\": r\"home|life|kpop|fitness|school|travel|cooking|fashion|culture|sports|food|nba|soccer|formula1|baseball|nfl|golf|boxing|hockey|tennis|pics|plumbing|frugal|mma|skincareaddiction|cricket|casualconversation|bjj|art|cycling|adulting|tattoodesigns|guitar|audiophile|drumkits|nosleep|30plusskincare|running|writing|peloton|baking|minipainting|beauty|steak|supplements|futebol|fragrance|weed|gardening|smoking|wwe|stopdrinking|instacelebsgossip|handbags|progresspics|orangetheory|bostonceltics\",\n",
    "    \n",
    "    #10\n",
    "    \"people and relationships\": r\"buddy|relation|wedding|tinder|people|girls|sex|twoxchromosomes|teenagers|taylorswift|cats|apstudents|conservative|ufc|lgbt|iama|selfie|csmajors|parenting|teachers|humansbeingbros|dating|nofap|joerogan|saintmeghanmarkle|torontoraptors|celebs|furry_irl|lakers|truckers|childfree|socialskills|malelivingspace|trans|actuallesbians|irrationalmadness|kanye|vegan|raisedbynarcissists|electricians|neoliberal|virtualyoutubers|justneckbeardthings|2meirl4meirl|marriage|dogs|digitalnomad\",\n",
    "    \n",
    "    #11\n",
    "    \"companies\": r\"doordash|discord|facebook|netflix|reddit|twitter|tumblr|instacart|twitch|tiktok|costco|walmart|dundermifflin|ubereats|nvidia|lego|youtube|bbby|intel|rolex|airbnb_hosts|bmw|limbuscompany|unitedairlines\",\n",
    "    \n",
    "    #12\n",
    "#     \"other\": r\"|piracy|nextfuckinglevel|meirl|combatfootage|twohottakes|noncredibledefense|feedthebeast|maliciouscompliance|fauxmoi|maybemaybemaybe|valorant|squaredcircle|tearsofthekingdom|greentext|crackwatch|deadbydaylight|ufos|destiny|pathofexile|outoftheloop|bald|amd|atbge|projectzomboid|superstonk|stardewvalley|terraria|grandorder|escapefromtarkov|conspiracy|imthemaincharacter|deeprockgalactic|cps|competitivetft|baldursgate3|teamfighttactics|crusaderkings|oshinoko|gunners|asmongold|coolguides|xqcow|cars|roms|reddevils|runescape|hoi4|stellaris|battlebitremastered|totk|eu4|firstimpression|justrolledintotheshop|leopardsatemyface|citiesskylines|starterpacks|contagiouslaughter|ich_iel|ksi|kgbtr|40klore|changemyview|starcitizen|arknights|valorantcompetitive|valheim|battlestations|twosentencehorror|recruitinghell|whenthe|loseit|apexlegends|boxoffice|chelseafc|fuckcars|cracksupport|choosingbeggars|adhd|iasip|thesilphroad|polska|bollyblindsngossip|destiny2|finanzen|sipstea|watches|factorio|hiphopheads|celebhub|motorcycles|huntshowdown|redscarepod|h3h3productions|rainbow6|shitpostcrusaders|rareinsults|iamthemaincharacter|plex|jrpg|twobestfriendsplay|tf2|newgreentexts|edh|tressless|tjournal_refugees|jeeneetards|fo76|singularity|hfy|berserk|fantasy|youshouldknow|nonononoyes|epicseven|persona|residency|pathfinder_kingmaker|latestagecapitalism|fo4|privacy|delta|sneakers|btd6|rocketleague|whowouldwin|pathfinder2e|trashy|popheads|pandabuy|noahgettheboat|mtf|jujutsushi|bluearchive|clashroyale|cfb|7daystodie|rogally|persona5|csgo|trashtaste|themajorityreport|winstupidprizes|ultrawidemasterrace|repsneakers|yuzu|coys|eulamains|ark|moreplatesmoredates|namenerds|197|blankies|wohnen|daddit|divinityoriginalsin|bindingofisaac|godot|fixedbytheduet|collapse|synology|playboicarti|vexillologycirclejerk|fantasypl|allthemods|hydrohomies|clashofclans|assettocorsa|fut|darktide|forsen|ubiquiti|overclocking|bogleheads|seaofthieves|masseffect|zorozone|gundeals|ibo|overemployed|beichtstuhl|subnautica|vaushv|urbanhell|nattyorjuice|absoluteunits|ratschlag|highstrangeness|madlads|vexillology|bannerlord|bluelock|thefighterandthekid|emulation|neovim|calamitymod|abruptchaos|lowsodiumcyberpunk|guiltygear|stunfisk|eve|razer|thedivision|19684|wordington|forzahorizon|msp|hoggit|piratefolk|nier|enoughmuskspam|genp|tekken|lastimages|kitchenconfidential|nova|outfits|pikmin|airsoft|thinkpad|justunsubbed|criticalrole|competitiveapex|bambulab|fallenorder|kiddions|dayz|onebag|mtb|gunpla|swtor|propagandaposters|characterrant|assetto_pirate|bocchitherock|kengan_ashura|stardustcrusaders|conanexiles|omori|riskofrain|aoe2|needforspeed|brawlstars|blackmagicfuckery|youmo|faces|wrasslin|obsidianmd|helluvaboss|beyondthebump|hypixelskyblock\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "b8ccf9c3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "      <th>created_dt</th>\n",
       "      <th>human_num_members</th>\n",
       "      <th>...</th>\n",
       "      <th>science and growth</th>\n",
       "      <th>tech and software</th>\n",
       "      <th>world news and places</th>\n",
       "      <th>games and media</th>\n",
       "      <th>porny non-porn things</th>\n",
       "      <th>culture and daily life</th>\n",
       "      <th>people and relationships</th>\n",
       "      <th>companies</th>\n",
       "      <th>all_cols</th>\n",
       "      <th>hyperlink</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,237</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>135.2 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 6), match='home'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/Home'&gt;r/Home...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,833,971</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>41.8 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(5, 11), match='reddit'&gt;</td>\n",
       "      <td>[advice and opinions, companies]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/AskReddit'&gt;r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>r/mildlyinfuriating</td>\n",
       "      <td>jugkfmghgug</td>\n",
       "      <td>5_2ubgg</td>\n",
       "      <td>5,961,250</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>6.0 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[mood]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/mildlyinfuri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>r/facepalm</td>\n",
       "      <td>/r/facepalm has gone private in protest of the...</td>\n",
       "      <td>5_2r5rp</td>\n",
       "      <td>7,469,361</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>13</td>\n",
       "      <td>years</td>\n",
       "      <td>2010</td>\n",
       "      <td>7.5 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[fails]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/facepalm'&gt;r/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>r/diablo4</td>\n",
       "      <td>Welcome to the un official Diablo 4 subreddit!...</td>\n",
       "      <td>5_2rzx9</td>\n",
       "      <td>746,468</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "      <td>2011</td>\n",
       "      <td>746.5 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 8), match='diablo'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/diablo4'&gt;r/d...</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>95</th>\n",
       "      <td>r/television</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5_2qh6e</td>\n",
       "      <td>16,926,100</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>16.9 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 12), match='televis...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/television'&gt;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>r/PersonalFinanceCanada</td>\n",
       "      <td>This subreddit is a place to discuss anything ...</td>\n",
       "      <td>5_2tasy</td>\n",
       "      <td>1,208,852</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>1.2 million</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;re.Match object; span=(10, 16), match='financ'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(17, 23), match='canada'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[science and growth, world news and places]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/PersonalFina...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>r/travel</td>\n",
       "      <td>r/travel is a community about exploring the wo...</td>\n",
       "      <td>5_2qh41</td>\n",
       "      <td>7,912,406</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>7.9 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 8), match='travel'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/travel'&gt;r/tr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>r/FashionReps</td>\n",
       "      <td>Reddit's largest community for the discussion ...</td>\n",
       "      <td>5_31hcv</td>\n",
       "      <td>1,324,942</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>9</td>\n",
       "      <td>years</td>\n",
       "      <td>2014</td>\n",
       "      <td>1.3 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 9), match='fashion'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/FashionReps'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>r/maybemaybemaybe</td>\n",
       "      <td>For those videos that make you think maybe...</td>\n",
       "      <td>5_38e1l</td>\n",
       "      <td>2,708,928</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>8</td>\n",
       "      <td>years</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.7 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/maybemaybema...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       name  \\\n",
       "0                    r/Home   \n",
       "1               r/AskReddit   \n",
       "2       r/mildlyinfuriating   \n",
       "3                r/facepalm   \n",
       "4                 r/diablo4   \n",
       "..                      ...   \n",
       "95             r/television   \n",
       "96  r/PersonalFinanceCanada   \n",
       "97                 r/travel   \n",
       "98            r/FashionReps   \n",
       "99        r/maybemaybemaybe   \n",
       "\n",
       "                                                 desc  page_id num_members  \\\n",
       "0   Everything home related: interior design, home...  5_2qs0k     135,237   \n",
       "1   r/AskReddit is the place to ask and answer tho...  5_2qh1i  41,833,971   \n",
       "2                                         jugkfmghgug  5_2ubgg   5,961,250   \n",
       "3   /r/facepalm has gone private in protest of the...  5_2r5rp   7,469,361   \n",
       "4   Welcome to the un official Diablo 4 subreddit!...  5_2rzx9     746,468   \n",
       "..                                                ...      ...         ...   \n",
       "95                                                NaN  5_2qh6e  16,926,100   \n",
       "96  This subreddit is a place to discuss anything ...  5_2tasy   1,208,852   \n",
       "97  r/travel is a community about exploring the wo...  5_2qh41   7,912,406   \n",
       "98  Reddit's largest community for the discussion ...  5_31hcv   1,324,942   \n",
       "99      For those videos that make you think maybe...  5_38e1l   2,708,928   \n",
       "\n",
       "    page_nr date_retrieved  age_num age_word  created_dt human_num_members  \\\n",
       "0         0     2023-07-07       14    years        2009    135.2 thousand   \n",
       "1         0     2023-07-07       15    years        2008      41.8 million   \n",
       "2         0     2023-07-07       11    years        2012       6.0 million   \n",
       "3         0     2023-07-07       13    years        2010       7.5 million   \n",
       "4         0     2023-07-07       12    years        2011    746.5 thousand   \n",
       "..      ...            ...      ...      ...         ...               ...   \n",
       "95        0     2023-07-07       15    years        2008      16.9 million   \n",
       "96        0     2023-07-07       11    years        2012       1.2 million   \n",
       "97        0     2023-07-07       15    years        2008       7.9 million   \n",
       "98        0     2023-07-07        9    years        2014       1.3 million   \n",
       "99        0     2023-07-07        8    years        2015       2.7 million   \n",
       "\n",
       "    ...                                science and growth tech and software  \\\n",
       "0   ...                                              None              None   \n",
       "1   ...                                              None              None   \n",
       "2   ...                                              None              None   \n",
       "3   ...                                              None              None   \n",
       "4   ...                                              None              None   \n",
       "..  ...                                               ...               ...   \n",
       "95  ...                                              None              None   \n",
       "96  ...  <re.Match object; span=(10, 16), match='financ'>              None   \n",
       "97  ...                                              None              None   \n",
       "98  ...                                              None              None   \n",
       "99  ...                                              None              None   \n",
       "\n",
       "                               world news and places  \\\n",
       "0                                               None   \n",
       "1                                               None   \n",
       "2                                               None   \n",
       "3                                               None   \n",
       "4                                               None   \n",
       "..                                               ...   \n",
       "95                                              None   \n",
       "96  <re.Match object; span=(17, 23), match='canada'>   \n",
       "97                                              None   \n",
       "98                                              None   \n",
       "99                                              None   \n",
       "\n",
       "                                      games and media porny non-porn things  \\\n",
       "0                                                None                  None   \n",
       "1                                                None                  None   \n",
       "2                                                None                  None   \n",
       "3                                                None                  None   \n",
       "4      <re.Match object; span=(2, 8), match='diablo'>                  None   \n",
       "..                                                ...                   ...   \n",
       "95  <re.Match object; span=(2, 12), match='televis...                  None   \n",
       "96                                               None                  None   \n",
       "97                                               None                  None   \n",
       "98                                               None                  None   \n",
       "99                                               None                  None   \n",
       "\n",
       "                             culture and daily life people and relationships  \\\n",
       "0      <re.Match object; span=(2, 6), match='home'>                     None   \n",
       "1                                              None                     None   \n",
       "2                                              None                     None   \n",
       "3                                              None                     None   \n",
       "4                                              None                     None   \n",
       "..                                              ...                      ...   \n",
       "95                                             None                     None   \n",
       "96                                             None                     None   \n",
       "97   <re.Match object; span=(2, 8), match='travel'>                     None   \n",
       "98  <re.Match object; span=(2, 9), match='fashion'>                     None   \n",
       "99                                             None                     None   \n",
       "\n",
       "                                          companies  \\\n",
       "0                                              None   \n",
       "1   <re.Match object; span=(5, 11), match='reddit'>   \n",
       "2                                              None   \n",
       "3                                              None   \n",
       "4                                              None   \n",
       "..                                              ...   \n",
       "95                                             None   \n",
       "96                                             None   \n",
       "97                                             None   \n",
       "98                                             None   \n",
       "99                                             None   \n",
       "\n",
       "                                       all_cols  \\\n",
       "0                      [culture and daily life]   \n",
       "1              [advice and opinions, companies]   \n",
       "2                                        [mood]   \n",
       "3                                       [fails]   \n",
       "4                             [games and media]   \n",
       "..                                          ...   \n",
       "95                            [games and media]   \n",
       "96  [science and growth, world news and places]   \n",
       "97                     [culture and daily life]   \n",
       "98                     [culture and daily life]   \n",
       "99                                           []   \n",
       "\n",
       "                                            hyperlink  \n",
       "0   <a href='https://www.reddit.com/r/Home'>r/Home...  \n",
       "1   <a href='https://www.reddit.com/r/AskReddit'>r...  \n",
       "2   <a href='https://www.reddit.com/r/mildlyinfuri...  \n",
       "3   <a href='https://www.reddit.com/r/facepalm'>r/...  \n",
       "4   <a href='https://www.reddit.com/r/diablo4'>r/d...  \n",
       "..                                                ...  \n",
       "95  <a href='https://www.reddit.com/r/television'>...  \n",
       "96  <a href='https://www.reddit.com/r/PersonalFina...  \n",
       "97  <a href='https://www.reddit.com/r/travel'>r/tr...  \n",
       "98  <a href='https://www.reddit.com/r/FashionReps'...  \n",
       "99  <a href='https://www.reddit.com/r/maybemaybema...  \n",
       "\n",
       "[100 rows x 31 columns]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_1k_df[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "86b49857",
   "metadata": {},
   "outputs": [],
   "source": [
    "for k, v in regexes.items():\n",
    "    new_1k_df[k] = new_1k_df[\"name\"].apply(lambda x: re.search(v, x.lower()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "e77c9ac7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "      <th>created_dt</th>\n",
       "      <th>human_num_members</th>\n",
       "      <th>...</th>\n",
       "      <th>science and growth</th>\n",
       "      <th>tech and software</th>\n",
       "      <th>world news and places</th>\n",
       "      <th>games and media</th>\n",
       "      <th>porny non-porn things</th>\n",
       "      <th>culture and daily life</th>\n",
       "      <th>people and relationships</th>\n",
       "      <th>companies</th>\n",
       "      <th>all_cols</th>\n",
       "      <th>hyperlink</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,237</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>135.2 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 6), match='home'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/Home'&gt;r/Home...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,833,971</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>41.8 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(5, 11), match='reddit'&gt;</td>\n",
       "      <td>[advice and opinions, companies]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/AskReddit'&gt;r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>r/mildlyinfuriating</td>\n",
       "      <td>jugkfmghgug</td>\n",
       "      <td>5_2ubgg</td>\n",
       "      <td>5,961,250</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>6.0 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[mood]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/mildlyinfuri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>r/facepalm</td>\n",
       "      <td>/r/facepalm has gone private in protest of the...</td>\n",
       "      <td>5_2r5rp</td>\n",
       "      <td>7,469,361</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>13</td>\n",
       "      <td>years</td>\n",
       "      <td>2010</td>\n",
       "      <td>7.5 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[fails]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/facepalm'&gt;r/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>r/diablo4</td>\n",
       "      <td>Welcome to the un official Diablo 4 subreddit!...</td>\n",
       "      <td>5_2rzx9</td>\n",
       "      <td>746,468</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "      <td>2011</td>\n",
       "      <td>746.5 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 8), match='diablo'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/diablo4'&gt;r/d...</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>995</th>\n",
       "      <td>r/beyondthebump</td>\n",
       "      <td>A place for new parents, new parents to be, an...</td>\n",
       "      <td>5_2u06v</td>\n",
       "      <td>634,170</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>634.2 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/beyondthebum...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>r/StructuralEngineering</td>\n",
       "      <td>Structural engineering is the use of applied p...</td>\n",
       "      <td>5_2ttcu</td>\n",
       "      <td>56,876</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>56.9 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;re.Match object; span=(12, 23), match='engine...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[science and growth]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/StructuralEn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>r/Boxing</td>\n",
       "      <td>Welcome to /r/boxing, reddit's home for pro bo...</td>\n",
       "      <td>5_2qj0l</td>\n",
       "      <td>1,729,819</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>1.7 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 8), match='boxing'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/Boxing'&gt;r/Bo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>r/HypixelSkyblock</td>\n",
       "      <td>The official unofficial Hypixel Skyblock subre...</td>\n",
       "      <td>5_13bsg7</td>\n",
       "      <td>90,364</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>4</td>\n",
       "      <td>years</td>\n",
       "      <td>2019</td>\n",
       "      <td>90.4 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/HypixelSkybl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>r/bostonceltics</td>\n",
       "      <td>The community for the 17-time NBA Champion Bos...</td>\n",
       "      <td>5_2qmkf</td>\n",
       "      <td>408,053</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>408.1 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 8), match='boston'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 15), match='bostonc...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[world news and places]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/bostonceltic...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        name  \\\n",
       "0                     r/Home   \n",
       "1                r/AskReddit   \n",
       "2        r/mildlyinfuriating   \n",
       "3                 r/facepalm   \n",
       "4                  r/diablo4   \n",
       "..                       ...   \n",
       "995          r/beyondthebump   \n",
       "996  r/StructuralEngineering   \n",
       "997                 r/Boxing   \n",
       "998        r/HypixelSkyblock   \n",
       "999          r/bostonceltics   \n",
       "\n",
       "                                                  desc   page_id num_members  \\\n",
       "0    Everything home related: interior design, home...   5_2qs0k     135,237   \n",
       "1    r/AskReddit is the place to ask and answer tho...   5_2qh1i  41,833,971   \n",
       "2                                          jugkfmghgug   5_2ubgg   5,961,250   \n",
       "3    /r/facepalm has gone private in protest of the...   5_2r5rp   7,469,361   \n",
       "4    Welcome to the un official Diablo 4 subreddit!...   5_2rzx9     746,468   \n",
       "..                                                 ...       ...         ...   \n",
       "995  A place for new parents, new parents to be, an...   5_2u06v     634,170   \n",
       "996  Structural engineering is the use of applied p...   5_2ttcu      56,876   \n",
       "997  Welcome to /r/boxing, reddit's home for pro bo...   5_2qj0l   1,729,819   \n",
       "998  The official unofficial Hypixel Skyblock subre...  5_13bsg7      90,364   \n",
       "999  The community for the 17-time NBA Champion Bos...   5_2qmkf     408,053   \n",
       "\n",
       "     page_nr date_retrieved  age_num age_word  created_dt human_num_members  \\\n",
       "0          0     2023-07-07       14    years        2009    135.2 thousand   \n",
       "1          0     2023-07-07       15    years        2008      41.8 million   \n",
       "2          0     2023-07-07       11    years        2012       6.0 million   \n",
       "3          0     2023-07-07       13    years        2010       7.5 million   \n",
       "4          0     2023-07-07       12    years        2011    746.5 thousand   \n",
       "..       ...            ...      ...      ...         ...               ...   \n",
       "995        9     2023-07-07       11    years        2012    634.2 thousand   \n",
       "996        9     2023-07-07       11    years        2012     56.9 thousand   \n",
       "997        9     2023-07-07       15    years        2008       1.7 million   \n",
       "998        9     2023-07-07        4    years        2019     90.4 thousand   \n",
       "999        9     2023-07-07       14    years        2009    408.1 thousand   \n",
       "\n",
       "     ...                                 science and growth tech and software  \\\n",
       "0    ...                                               None              None   \n",
       "1    ...                                               None              None   \n",
       "2    ...                                               None              None   \n",
       "3    ...                                               None              None   \n",
       "4    ...                                               None              None   \n",
       "..   ...                                                ...               ...   \n",
       "995  ...                                               None              None   \n",
       "996  ...  <re.Match object; span=(12, 23), match='engine...              None   \n",
       "997  ...                                               None              None   \n",
       "998  ...                                               None              None   \n",
       "999  ...                                               None              None   \n",
       "\n",
       "                              world news and places  \\\n",
       "0                                              None   \n",
       "1                                              None   \n",
       "2                                              None   \n",
       "3                                              None   \n",
       "4                                              None   \n",
       "..                                              ...   \n",
       "995                                            None   \n",
       "996                                            None   \n",
       "997                                            None   \n",
       "998                                            None   \n",
       "999  <re.Match object; span=(2, 8), match='boston'>   \n",
       "\n",
       "                                    games and media porny non-porn things  \\\n",
       "0                                              None                  None   \n",
       "1                                              None                  None   \n",
       "2                                              None                  None   \n",
       "3                                              None                  None   \n",
       "4    <re.Match object; span=(2, 8), match='diablo'>                  None   \n",
       "..                                              ...                   ...   \n",
       "995                                            None                  None   \n",
       "996                                            None                  None   \n",
       "997                                            None                  None   \n",
       "998                                            None                  None   \n",
       "999                                            None                  None   \n",
       "\n",
       "                                culture and daily life  \\\n",
       "0         <re.Match object; span=(2, 6), match='home'>   \n",
       "1                                                 None   \n",
       "2                                                 None   \n",
       "3                                                 None   \n",
       "4                                                 None   \n",
       "..                                                 ...   \n",
       "995                                               None   \n",
       "996                                               None   \n",
       "997     <re.Match object; span=(2, 8), match='boxing'>   \n",
       "998                                               None   \n",
       "999  <re.Match object; span=(2, 15), match='bostonc...   \n",
       "\n",
       "    people and relationships                                        companies  \\\n",
       "0                       None                                             None   \n",
       "1                       None  <re.Match object; span=(5, 11), match='reddit'>   \n",
       "2                       None                                             None   \n",
       "3                       None                                             None   \n",
       "4                       None                                             None   \n",
       "..                       ...                                              ...   \n",
       "995                     None                                             None   \n",
       "996                     None                                             None   \n",
       "997                     None                                             None   \n",
       "998                     None                                             None   \n",
       "999                     None                                             None   \n",
       "\n",
       "                             all_cols  \\\n",
       "0            [culture and daily life]   \n",
       "1    [advice and opinions, companies]   \n",
       "2                              [mood]   \n",
       "3                             [fails]   \n",
       "4                   [games and media]   \n",
       "..                                ...   \n",
       "995                                []   \n",
       "996              [science and growth]   \n",
       "997          [culture and daily life]   \n",
       "998                                []   \n",
       "999           [world news and places]   \n",
       "\n",
       "                                             hyperlink  \n",
       "0    <a href='https://www.reddit.com/r/Home'>r/Home...  \n",
       "1    <a href='https://www.reddit.com/r/AskReddit'>r...  \n",
       "2    <a href='https://www.reddit.com/r/mildlyinfuri...  \n",
       "3    <a href='https://www.reddit.com/r/facepalm'>r/...  \n",
       "4    <a href='https://www.reddit.com/r/diablo4'>r/d...  \n",
       "..                                                 ...  \n",
       "995  <a href='https://www.reddit.com/r/beyondthebum...  \n",
       "996  <a href='https://www.reddit.com/r/StructuralEn...  \n",
       "997  <a href='https://www.reddit.com/r/Boxing'>r/Bo...  \n",
       "998  <a href='https://www.reddit.com/r/HypixelSkybl...  \n",
       "999  <a href='https://www.reddit.com/r/bostonceltic...  \n",
       "\n",
       "[1000 rows x 31 columns]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_1k_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "0de357a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1000 entries, 0 to 999\n",
      "Data columns (total 31 columns):\n",
      " #   Column                    Non-Null Count  Dtype \n",
      "---  ------                    --------------  ----- \n",
      " 0   name                      1000 non-null   object\n",
      " 1   desc                      991 non-null    object\n",
      " 2   page_id                   1000 non-null   object\n",
      " 3   num_members               1000 non-null   object\n",
      " 4   page_nr                   1000 non-null   int64 \n",
      " 5   date_retrieved            1000 non-null   object\n",
      " 6   age_num                   1000 non-null   int64 \n",
      " 7   age_word                  1000 non-null   object\n",
      " 8   created_dt                1000 non-null   int64 \n",
      " 9   human_num_members         1000 non-null   object\n",
      " 10  subreddit_url             1000 non-null   object\n",
      " 11  image_url                 666 non-null    object\n",
      " 12  flourish_img_html         666 non-null    object\n",
      " 13  rank_str                  1000 non-null   int64 \n",
      " 14  stripped_name             1000 non-null   object\n",
      " 15  tokens                    1000 non-null   object\n",
      " 16  joined_tokens             1000 non-null   object\n",
      " 17  advice and opinions       74 non-null     object\n",
      " 18  dank gifs and memes       43 non-null     object\n",
      " 19  fails                     11 non-null     object\n",
      " 20  mood                      15 non-null     object\n",
      " 21  science and growth        85 non-null     object\n",
      " 22  tech and software         94 non-null     object\n",
      " 23  world news and places     186 non-null    object\n",
      " 24  games and media           198 non-null    object\n",
      " 25  porny non-porn things     6 non-null      object\n",
      " 26  culture and daily life    99 non-null     object\n",
      " 27  people and relationships  64 non-null     object\n",
      " 28  companies                 38 non-null     object\n",
      " 29  all_cols                  1000 non-null   object\n",
      " 30  hyperlink                 1000 non-null   object\n",
      "dtypes: int64(4), object(27)\n",
      "memory usage: 242.3+ KB\n"
     ]
    }
   ],
   "source": [
    "new_1k_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "697f9388",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_1k_df[\"all_cols\"] = new_1k_df.iloc[:, 17:29].apply(lambda row: new_1k_df.columns[17:29].to_numpy()[row.notna().to_numpy()].tolist(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "182e1df7",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_1k_df[\"hyperlink\"] = new_1k_df.apply(lambda x: \"<a href='\" + x[\"subreddit_url\"] + \"'>\" + x[\"name\"] + \"</a>\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "c25596e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_1k_df[:100].to_csv(\"./top_100_with_categories_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "0b5bd64a",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_1k_df[:1000].to_csv(\"./top_1000_with_categories_3.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "d41070ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "      <th>created_dt</th>\n",
       "      <th>human_num_members</th>\n",
       "      <th>...</th>\n",
       "      <th>science and growth</th>\n",
       "      <th>tech and software</th>\n",
       "      <th>world news and places</th>\n",
       "      <th>games and media</th>\n",
       "      <th>porny non-porn things</th>\n",
       "      <th>culture and daily life</th>\n",
       "      <th>people and relationships</th>\n",
       "      <th>companies</th>\n",
       "      <th>all_cols</th>\n",
       "      <th>hyperlink</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>r/Home</td>\n",
       "      <td>Everything home related: interior design, home...</td>\n",
       "      <td>5_2qs0k</td>\n",
       "      <td>135,237</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>135.2 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 6), match='home'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/Home'&gt;r/Home...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>r/AskReddit</td>\n",
       "      <td>r/AskReddit is the place to ask and answer tho...</td>\n",
       "      <td>5_2qh1i</td>\n",
       "      <td>41,833,971</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>41.8 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(5, 11), match='reddit'&gt;</td>\n",
       "      <td>[advice and opinions, companies]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/AskReddit'&gt;r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>r/mildlyinfuriating</td>\n",
       "      <td>jugkfmghgug</td>\n",
       "      <td>5_2ubgg</td>\n",
       "      <td>5,961,250</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>6.0 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[mood]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/mildlyinfuri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>r/facepalm</td>\n",
       "      <td>/r/facepalm has gone private in protest of the...</td>\n",
       "      <td>5_2r5rp</td>\n",
       "      <td>7,469,361</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>13</td>\n",
       "      <td>years</td>\n",
       "      <td>2010</td>\n",
       "      <td>7.5 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[fails]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/facepalm'&gt;r/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>r/diablo4</td>\n",
       "      <td>Welcome to the un official Diablo 4 subreddit!...</td>\n",
       "      <td>5_2rzx9</td>\n",
       "      <td>746,468</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "      <td>2011</td>\n",
       "      <td>746.5 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 8), match='diablo'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/diablo4'&gt;r/d...</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>995</th>\n",
       "      <td>r/beyondthebump</td>\n",
       "      <td>A place for new parents, new parents to be, an...</td>\n",
       "      <td>5_2u06v</td>\n",
       "      <td>634,170</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>634.2 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/beyondthebum...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>r/StructuralEngineering</td>\n",
       "      <td>Structural engineering is the use of applied p...</td>\n",
       "      <td>5_2ttcu</td>\n",
       "      <td>56,876</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>56.9 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;re.Match object; span=(12, 23), match='engine...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[science and growth]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/StructuralEn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>r/Boxing</td>\n",
       "      <td>Welcome to /r/boxing, reddit's home for pro bo...</td>\n",
       "      <td>5_2qj0l</td>\n",
       "      <td>1,729,819</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>15</td>\n",
       "      <td>years</td>\n",
       "      <td>2008</td>\n",
       "      <td>1.7 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 8), match='boxing'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/Boxing'&gt;r/Bo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>r/HypixelSkyblock</td>\n",
       "      <td>The official unofficial Hypixel Skyblock subre...</td>\n",
       "      <td>5_13bsg7</td>\n",
       "      <td>90,364</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>4</td>\n",
       "      <td>years</td>\n",
       "      <td>2019</td>\n",
       "      <td>90.4 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/HypixelSkybl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>r/bostonceltics</td>\n",
       "      <td>The community for the 17-time NBA Champion Bos...</td>\n",
       "      <td>5_2qmkf</td>\n",
       "      <td>408,053</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>408.1 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 8), match='boston'&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>&lt;re.Match object; span=(2, 15), match='bostonc...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[world news and places, culture and daily life]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/bostonceltic...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        name  \\\n",
       "0                     r/Home   \n",
       "1                r/AskReddit   \n",
       "2        r/mildlyinfuriating   \n",
       "3                 r/facepalm   \n",
       "4                  r/diablo4   \n",
       "..                       ...   \n",
       "995          r/beyondthebump   \n",
       "996  r/StructuralEngineering   \n",
       "997                 r/Boxing   \n",
       "998        r/HypixelSkyblock   \n",
       "999          r/bostonceltics   \n",
       "\n",
       "                                                  desc   page_id num_members  \\\n",
       "0    Everything home related: interior design, home...   5_2qs0k     135,237   \n",
       "1    r/AskReddit is the place to ask and answer tho...   5_2qh1i  41,833,971   \n",
       "2                                          jugkfmghgug   5_2ubgg   5,961,250   \n",
       "3    /r/facepalm has gone private in protest of the...   5_2r5rp   7,469,361   \n",
       "4    Welcome to the un official Diablo 4 subreddit!...   5_2rzx9     746,468   \n",
       "..                                                 ...       ...         ...   \n",
       "995  A place for new parents, new parents to be, an...   5_2u06v     634,170   \n",
       "996  Structural engineering is the use of applied p...   5_2ttcu      56,876   \n",
       "997  Welcome to /r/boxing, reddit's home for pro bo...   5_2qj0l   1,729,819   \n",
       "998  The official unofficial Hypixel Skyblock subre...  5_13bsg7      90,364   \n",
       "999  The community for the 17-time NBA Champion Bos...   5_2qmkf     408,053   \n",
       "\n",
       "     page_nr date_retrieved  age_num age_word  created_dt human_num_members  \\\n",
       "0          0     2023-07-07       14    years        2009    135.2 thousand   \n",
       "1          0     2023-07-07       15    years        2008      41.8 million   \n",
       "2          0     2023-07-07       11    years        2012       6.0 million   \n",
       "3          0     2023-07-07       13    years        2010       7.5 million   \n",
       "4          0     2023-07-07       12    years        2011    746.5 thousand   \n",
       "..       ...            ...      ...      ...         ...               ...   \n",
       "995        9     2023-07-07       11    years        2012    634.2 thousand   \n",
       "996        9     2023-07-07       11    years        2012     56.9 thousand   \n",
       "997        9     2023-07-07       15    years        2008       1.7 million   \n",
       "998        9     2023-07-07        4    years        2019     90.4 thousand   \n",
       "999        9     2023-07-07       14    years        2009    408.1 thousand   \n",
       "\n",
       "     ...                                 science and growth tech and software  \\\n",
       "0    ...                                               None              None   \n",
       "1    ...                                               None              None   \n",
       "2    ...                                               None              None   \n",
       "3    ...                                               None              None   \n",
       "4    ...                                               None              None   \n",
       "..   ...                                                ...               ...   \n",
       "995  ...                                               None              None   \n",
       "996  ...  <re.Match object; span=(12, 23), match='engine...              None   \n",
       "997  ...                                               None              None   \n",
       "998  ...                                               None              None   \n",
       "999  ...                                               None              None   \n",
       "\n",
       "                              world news and places  \\\n",
       "0                                              None   \n",
       "1                                              None   \n",
       "2                                              None   \n",
       "3                                              None   \n",
       "4                                              None   \n",
       "..                                              ...   \n",
       "995                                            None   \n",
       "996                                            None   \n",
       "997                                            None   \n",
       "998                                            None   \n",
       "999  <re.Match object; span=(2, 8), match='boston'>   \n",
       "\n",
       "                                    games and media porny non-porn things  \\\n",
       "0                                              None                  None   \n",
       "1                                              None                  None   \n",
       "2                                              None                  None   \n",
       "3                                              None                  None   \n",
       "4    <re.Match object; span=(2, 8), match='diablo'>                  None   \n",
       "..                                              ...                   ...   \n",
       "995                                            None                  None   \n",
       "996                                            None                  None   \n",
       "997                                            None                  None   \n",
       "998                                            None                  None   \n",
       "999                                            None                  None   \n",
       "\n",
       "                                culture and daily life  \\\n",
       "0         <re.Match object; span=(2, 6), match='home'>   \n",
       "1                                                 None   \n",
       "2                                                 None   \n",
       "3                                                 None   \n",
       "4                                                 None   \n",
       "..                                                 ...   \n",
       "995                                               None   \n",
       "996                                               None   \n",
       "997     <re.Match object; span=(2, 8), match='boxing'>   \n",
       "998                                               None   \n",
       "999  <re.Match object; span=(2, 15), match='bostonc...   \n",
       "\n",
       "    people and relationships                                        companies  \\\n",
       "0                       None                                             None   \n",
       "1                       None  <re.Match object; span=(5, 11), match='reddit'>   \n",
       "2                       None                                             None   \n",
       "3                       None                                             None   \n",
       "4                       None                                             None   \n",
       "..                       ...                                              ...   \n",
       "995                     None                                             None   \n",
       "996                     None                                             None   \n",
       "997                     None                                             None   \n",
       "998                     None                                             None   \n",
       "999                     None                                             None   \n",
       "\n",
       "                                            all_cols  \\\n",
       "0                           [culture and daily life]   \n",
       "1                   [advice and opinions, companies]   \n",
       "2                                             [mood]   \n",
       "3                                            [fails]   \n",
       "4                                  [games and media]   \n",
       "..                                               ...   \n",
       "995                                               []   \n",
       "996                             [science and growth]   \n",
       "997                         [culture and daily life]   \n",
       "998                                               []   \n",
       "999  [world news and places, culture and daily life]   \n",
       "\n",
       "                                             hyperlink  \n",
       "0    <a href='https://www.reddit.com/r/Home'>r/Home...  \n",
       "1    <a href='https://www.reddit.com/r/AskReddit'>r...  \n",
       "2    <a href='https://www.reddit.com/r/mildlyinfuri...  \n",
       "3    <a href='https://www.reddit.com/r/facepalm'>r/...  \n",
       "4    <a href='https://www.reddit.com/r/diablo4'>r/d...  \n",
       "..                                                 ...  \n",
       "995  <a href='https://www.reddit.com/r/beyondthebum...  \n",
       "996  <a href='https://www.reddit.com/r/StructuralEn...  \n",
       "997  <a href='https://www.reddit.com/r/Boxing'>r/Bo...  \n",
       "998  <a href='https://www.reddit.com/r/HypixelSkybl...  \n",
       "999  <a href='https://www.reddit.com/r/bostonceltic...  \n",
       "\n",
       "[1000 rows x 31 columns]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_1k_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "ce661b75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>all_cols</th>\n",
       "      <th>tokens</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>r/Serverlife</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>[r, /, server, life]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>r/BestofRedditorUpdates</td>\n",
       "      <td>[companies]</td>\n",
       "      <td>[r, /, best, of, reddit, or, updates]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>r/OnePiece</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, one, piece]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>r/anime</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, anime]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>r/TwoXChromosomes</td>\n",
       "      <td>[people and relationships]</td>\n",
       "      <td>[r, /, two, x, chromosomes]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>r/HonkaiStarRail</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, hon, kai, star, rail]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>r/ffxiv</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, ffxi, v]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>r/2007scape</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, 2, 0, 0, 7, scape]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>r/wow</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, wow]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>r/wallstreetbets</td>\n",
       "      <td>[tech and software]</td>\n",
       "      <td>[r, /, wallstreet, bets]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>r/Tinder</td>\n",
       "      <td>[world news and places, people and relationships]</td>\n",
       "      <td>[r, /, tinder]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>r/OldSchoolCool</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>[r, /, old, school, cool]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>r/doordash_drivers</td>\n",
       "      <td>[companies]</td>\n",
       "      <td>[r, /, door, dash, _, drivers]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>r/MadeMeSmile</td>\n",
       "      <td>[dank gifs and memes, world news and places]</td>\n",
       "      <td>[r, /, made, me, smile]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>r/Steam</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, steam]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>r/tumblr</td>\n",
       "      <td>[companies]</td>\n",
       "      <td>[r, /, tum, blr]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>r/pcgaming</td>\n",
       "      <td>[tech and software, games and media]</td>\n",
       "      <td>[r, /, pc, gaming]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>r/StupidFood</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>[r, /, stupid, food]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>r/legaladvice</td>\n",
       "      <td>[advice and opinions, science and growth]</td>\n",
       "      <td>[r, /, legal, advice]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>r/manga</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, manga]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>r/HolUp</td>\n",
       "      <td>[dank gifs and memes]</td>\n",
       "      <td>[r, /, hol, up]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>r/PeterExplainsTheJoke</td>\n",
       "      <td>[dank gifs and memes, science and growth]</td>\n",
       "      <td>[r, /, peter, explains, the, joke]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>r/SteamDeck</td>\n",
       "      <td>[world news and places, games and media]</td>\n",
       "      <td>[r, /, steam, deck]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>r/StableDiffusion</td>\n",
       "      <td>[tech and software]</td>\n",
       "      <td>[r, /, stable, diffusion]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>r/amiugly</td>\n",
       "      <td>[advice and opinions]</td>\n",
       "      <td>[r, /, am, i, ugly]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>r/GlobalOffensive</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, global, offensive]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>r/formula1</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>[r, /, formula, 1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>r/ask</td>\n",
       "      <td>[advice and opinions]</td>\n",
       "      <td>[r, /, ask]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>r/LegalAdviceUK</td>\n",
       "      <td>[advice and opinions, science and growth, worl...</td>\n",
       "      <td>[r, /, legal, advice, uk]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>r/Games</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, games]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>r/TwoHotTakes</td>\n",
       "      <td>[]</td>\n",
       "      <td>[r, /, two, hot, takes]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>r/europe</td>\n",
       "      <td>[world news and places]</td>\n",
       "      <td>[r, /, europe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>r/Diablo</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, diablo]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>r/DnD</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, dnd]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>r/sysadmin</td>\n",
       "      <td>[tech and software]</td>\n",
       "      <td>[r, /, sysadmin]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>r/BrandNewSentence</td>\n",
       "      <td>[world news and places]</td>\n",
       "      <td>[r, /, brand, new, sentence]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>r/NonCredibleDefense</td>\n",
       "      <td>[world news and places]</td>\n",
       "      <td>[r, /, non, credible, defense]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>r/popculturechat</td>\n",
       "      <td>[tech and software, culture and daily life]</td>\n",
       "      <td>[r, /, pop, culture, chat]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>r/feedthebeast</td>\n",
       "      <td>[]</td>\n",
       "      <td>[r, /, feed, the, beast]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>r/AskMen</td>\n",
       "      <td>[advice and opinions]</td>\n",
       "      <td>[r, /, ask, men]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>r/discordapp</td>\n",
       "      <td>[tech and software, companies]</td>\n",
       "      <td>[r, /, discord, app]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>r/DotA2</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, dot, a, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>r/Eldenring</td>\n",
       "      <td>[world news and places, games and media]</td>\n",
       "      <td>[r, /, elden, ring]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>r/MaliciousCompliance</td>\n",
       "      <td>[]</td>\n",
       "      <td>[r, /, malicious, compliance]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>r/Fauxmoi</td>\n",
       "      <td>[]</td>\n",
       "      <td>[r, /, faux, moi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>r/television</td>\n",
       "      <td>[games and media]</td>\n",
       "      <td>[r, /, television]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>r/PersonalFinanceCanada</td>\n",
       "      <td>[science and growth, world news and places]</td>\n",
       "      <td>[r, /, personal, finance, canada]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>r/travel</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>[r, /, travel]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>r/FashionReps</td>\n",
       "      <td>[culture and daily life]</td>\n",
       "      <td>[r, /, fashion, reps]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>r/maybemaybemaybe</td>\n",
       "      <td>[]</td>\n",
       "      <td>[r, /, maybe, maybe, maybe]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       name  \\\n",
       "50             r/Serverlife   \n",
       "51  r/BestofRedditorUpdates   \n",
       "52               r/OnePiece   \n",
       "53                  r/anime   \n",
       "54        r/TwoXChromosomes   \n",
       "55         r/HonkaiStarRail   \n",
       "56                  r/ffxiv   \n",
       "57              r/2007scape   \n",
       "58                    r/wow   \n",
       "59         r/wallstreetbets   \n",
       "60                 r/Tinder   \n",
       "61          r/OldSchoolCool   \n",
       "62       r/doordash_drivers   \n",
       "63            r/MadeMeSmile   \n",
       "64                  r/Steam   \n",
       "65                 r/tumblr   \n",
       "66               r/pcgaming   \n",
       "67             r/StupidFood   \n",
       "68            r/legaladvice   \n",
       "69                  r/manga   \n",
       "70                  r/HolUp   \n",
       "71   r/PeterExplainsTheJoke   \n",
       "72              r/SteamDeck   \n",
       "73        r/StableDiffusion   \n",
       "74                r/amiugly   \n",
       "75        r/GlobalOffensive   \n",
       "76               r/formula1   \n",
       "77                    r/ask   \n",
       "78          r/LegalAdviceUK   \n",
       "79                  r/Games   \n",
       "80            r/TwoHotTakes   \n",
       "81                 r/europe   \n",
       "82                 r/Diablo   \n",
       "83                    r/DnD   \n",
       "84               r/sysadmin   \n",
       "85       r/BrandNewSentence   \n",
       "86     r/NonCredibleDefense   \n",
       "87         r/popculturechat   \n",
       "88           r/feedthebeast   \n",
       "89                 r/AskMen   \n",
       "90             r/discordapp   \n",
       "91                  r/DotA2   \n",
       "92              r/Eldenring   \n",
       "93    r/MaliciousCompliance   \n",
       "94                r/Fauxmoi   \n",
       "95             r/television   \n",
       "96  r/PersonalFinanceCanada   \n",
       "97                 r/travel   \n",
       "98            r/FashionReps   \n",
       "99        r/maybemaybemaybe   \n",
       "\n",
       "                                             all_cols  \\\n",
       "50                           [culture and daily life]   \n",
       "51                                        [companies]   \n",
       "52                                  [games and media]   \n",
       "53                                  [games and media]   \n",
       "54                         [people and relationships]   \n",
       "55                                  [games and media]   \n",
       "56                                  [games and media]   \n",
       "57                                  [games and media]   \n",
       "58                                  [games and media]   \n",
       "59                                [tech and software]   \n",
       "60  [world news and places, people and relationships]   \n",
       "61                           [culture and daily life]   \n",
       "62                                        [companies]   \n",
       "63       [dank gifs and memes, world news and places]   \n",
       "64                                  [games and media]   \n",
       "65                                        [companies]   \n",
       "66               [tech and software, games and media]   \n",
       "67                           [culture and daily life]   \n",
       "68          [advice and opinions, science and growth]   \n",
       "69                                  [games and media]   \n",
       "70                              [dank gifs and memes]   \n",
       "71          [dank gifs and memes, science and growth]   \n",
       "72           [world news and places, games and media]   \n",
       "73                                [tech and software]   \n",
       "74                              [advice and opinions]   \n",
       "75                                  [games and media]   \n",
       "76                           [culture and daily life]   \n",
       "77                              [advice and opinions]   \n",
       "78  [advice and opinions, science and growth, worl...   \n",
       "79                                  [games and media]   \n",
       "80                                                 []   \n",
       "81                            [world news and places]   \n",
       "82                                  [games and media]   \n",
       "83                                  [games and media]   \n",
       "84                                [tech and software]   \n",
       "85                            [world news and places]   \n",
       "86                            [world news and places]   \n",
       "87        [tech and software, culture and daily life]   \n",
       "88                                                 []   \n",
       "89                              [advice and opinions]   \n",
       "90                     [tech and software, companies]   \n",
       "91                                  [games and media]   \n",
       "92           [world news and places, games and media]   \n",
       "93                                                 []   \n",
       "94                                                 []   \n",
       "95                                  [games and media]   \n",
       "96        [science and growth, world news and places]   \n",
       "97                           [culture and daily life]   \n",
       "98                           [culture and daily life]   \n",
       "99                                                 []   \n",
       "\n",
       "                                   tokens  \n",
       "50                   [r, /, server, life]  \n",
       "51  [r, /, best, of, reddit, or, updates]  \n",
       "52                     [r, /, one, piece]  \n",
       "53                          [r, /, anime]  \n",
       "54            [r, /, two, x, chromosomes]  \n",
       "55           [r, /, hon, kai, star, rail]  \n",
       "56                        [r, /, ffxi, v]  \n",
       "57              [r, /, 2, 0, 0, 7, scape]  \n",
       "58                            [r, /, wow]  \n",
       "59               [r, /, wallstreet, bets]  \n",
       "60                         [r, /, tinder]  \n",
       "61              [r, /, old, school, cool]  \n",
       "62         [r, /, door, dash, _, drivers]  \n",
       "63                [r, /, made, me, smile]  \n",
       "64                          [r, /, steam]  \n",
       "65                       [r, /, tum, blr]  \n",
       "66                     [r, /, pc, gaming]  \n",
       "67                   [r, /, stupid, food]  \n",
       "68                  [r, /, legal, advice]  \n",
       "69                          [r, /, manga]  \n",
       "70                        [r, /, hol, up]  \n",
       "71     [r, /, peter, explains, the, joke]  \n",
       "72                    [r, /, steam, deck]  \n",
       "73              [r, /, stable, diffusion]  \n",
       "74                    [r, /, am, i, ugly]  \n",
       "75              [r, /, global, offensive]  \n",
       "76                     [r, /, formula, 1]  \n",
       "77                            [r, /, ask]  \n",
       "78              [r, /, legal, advice, uk]  \n",
       "79                          [r, /, games]  \n",
       "80                [r, /, two, hot, takes]  \n",
       "81                         [r, /, europe]  \n",
       "82                         [r, /, diablo]  \n",
       "83                            [r, /, dnd]  \n",
       "84                       [r, /, sysadmin]  \n",
       "85           [r, /, brand, new, sentence]  \n",
       "86         [r, /, non, credible, defense]  \n",
       "87             [r, /, pop, culture, chat]  \n",
       "88               [r, /, feed, the, beast]  \n",
       "89                       [r, /, ask, men]  \n",
       "90                   [r, /, discord, app]  \n",
       "91                      [r, /, dot, a, 2]  \n",
       "92                    [r, /, elden, ring]  \n",
       "93          [r, /, malicious, compliance]  \n",
       "94                      [r, /, faux, moi]  \n",
       "95                     [r, /, television]  \n",
       "96      [r, /, personal, finance, canada]  \n",
       "97                         [r, /, travel]  \n",
       "98                  [r, /, fashion, reps]  \n",
       "99            [r, /, maybe, maybe, maybe]  "
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# just checking...\n",
    "new_1k_df[:100][[\"name\", \"all_cols\", \"tokens\"]].tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "36475fee",
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_to_counter(tokens_list, main_counter):\n",
    "    new_c = Counter(tokens_list)\n",
    "    main_counter += new_c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "edb16e29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>desc</th>\n",
       "      <th>page_id</th>\n",
       "      <th>num_members</th>\n",
       "      <th>page_nr</th>\n",
       "      <th>date_retrieved</th>\n",
       "      <th>age_num</th>\n",
       "      <th>age_word</th>\n",
       "      <th>created_dt</th>\n",
       "      <th>human_num_members</th>\n",
       "      <th>...</th>\n",
       "      <th>science and growth</th>\n",
       "      <th>tech and software</th>\n",
       "      <th>world news and places</th>\n",
       "      <th>games and media</th>\n",
       "      <th>porny non-porn things</th>\n",
       "      <th>culture and daily life</th>\n",
       "      <th>people and relationships</th>\n",
       "      <th>companies</th>\n",
       "      <th>all_cols</th>\n",
       "      <th>hyperlink</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>r/Piracy</td>\n",
       "      <td>⚓ A community devoted to in-depth debate on to...</td>\n",
       "      <td>5_2qmox</td>\n",
       "      <td>1,202,524</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>14</td>\n",
       "      <td>years</td>\n",
       "      <td>2009</td>\n",
       "      <td>1.2 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/Piracy'&gt;r/Pi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>r/nextfuckinglevel</td>\n",
       "      <td>A subreddit for gifs and videos that are on an...</td>\n",
       "      <td>5_m0bnr</td>\n",
       "      <td>8,172,280</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>4</td>\n",
       "      <td>years</td>\n",
       "      <td>2019</td>\n",
       "      <td>8.2 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/nextfuckingl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>r/meirl</td>\n",
       "      <td>you, me, us, irl, reddit style</td>\n",
       "      <td>5_2s5ti</td>\n",
       "      <td>2,468,805</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>12</td>\n",
       "      <td>years</td>\n",
       "      <td>2011</td>\n",
       "      <td>2.5 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/meirl'&gt;r/mei...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>r/CombatFootage</td>\n",
       "      <td>A forum for combat footage and photos from his...</td>\n",
       "      <td>5_2v0c6</td>\n",
       "      <td>1,458,861</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>10</td>\n",
       "      <td>years</td>\n",
       "      <td>2013</td>\n",
       "      <td>1.5 million</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/CombatFootag...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>r/TwoHotTakes</td>\n",
       "      <td>COPYRIGHT NOTICE: Things posted on this page a...</td>\n",
       "      <td>5_4hlyni</td>\n",
       "      <td>184,290</td>\n",
       "      <td>0</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>2</td>\n",
       "      <td>years</td>\n",
       "      <td>2021</td>\n",
       "      <td>184.3 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/TwoHotTakes'...</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>985</th>\n",
       "      <td>r/Wrasslin</td>\n",
       "      <td>Welcome to /r/Wrasslin! The dumping grounds fo...</td>\n",
       "      <td>5_2wzap</td>\n",
       "      <td>130,718</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>10</td>\n",
       "      <td>years</td>\n",
       "      <td>2013</td>\n",
       "      <td>130.7 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/Wrasslin'&gt;r/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>r/ObsidianMD</td>\n",
       "      <td>Subreddit for the Obsidian notes app https://o...</td>\n",
       "      <td>5_2mz3dr</td>\n",
       "      <td>78,958</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>3</td>\n",
       "      <td>years</td>\n",
       "      <td>2020</td>\n",
       "      <td>79.0 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/ObsidianMD'&gt;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>r/HelluvaBoss</td>\n",
       "      <td>For the VivziePop animation property Helluva B...</td>\n",
       "      <td>5_282xv9</td>\n",
       "      <td>132,956</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>3</td>\n",
       "      <td>years</td>\n",
       "      <td>2020</td>\n",
       "      <td>133.0 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/HelluvaBoss'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>r/beyondthebump</td>\n",
       "      <td>A place for new parents, new parents to be, an...</td>\n",
       "      <td>5_2u06v</td>\n",
       "      <td>634,170</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>11</td>\n",
       "      <td>years</td>\n",
       "      <td>2012</td>\n",
       "      <td>634.2 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/beyondthebum...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>r/HypixelSkyblock</td>\n",
       "      <td>The official unofficial Hypixel Skyblock subre...</td>\n",
       "      <td>5_13bsg7</td>\n",
       "      <td>90,364</td>\n",
       "      <td>9</td>\n",
       "      <td>2023-07-07</td>\n",
       "      <td>4</td>\n",
       "      <td>years</td>\n",
       "      <td>2019</td>\n",
       "      <td>90.4 thousand</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>&lt;a href='https://www.reddit.com/r/HypixelSkybl...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   name                                               desc  \\\n",
       "27             r/Piracy  ⚓ A community devoted to in-depth debate on to...   \n",
       "28   r/nextfuckinglevel  A subreddit for gifs and videos that are on an...   \n",
       "36              r/meirl                     you, me, us, irl, reddit style   \n",
       "41      r/CombatFootage  A forum for combat footage and photos from his...   \n",
       "80        r/TwoHotTakes  COPYRIGHT NOTICE: Things posted on this page a...   \n",
       "..                  ...                                                ...   \n",
       "985          r/Wrasslin  Welcome to /r/Wrasslin! The dumping grounds fo...   \n",
       "986        r/ObsidianMD  Subreddit for the Obsidian notes app https://o...   \n",
       "994       r/HelluvaBoss  For the VivziePop animation property Helluva B...   \n",
       "995     r/beyondthebump  A place for new parents, new parents to be, an...   \n",
       "998   r/HypixelSkyblock  The official unofficial Hypixel Skyblock subre...   \n",
       "\n",
       "      page_id num_members  page_nr date_retrieved  age_num age_word  \\\n",
       "27    5_2qmox   1,202,524        0     2023-07-07       14    years   \n",
       "28    5_m0bnr   8,172,280        0     2023-07-07        4    years   \n",
       "36    5_2s5ti   2,468,805        0     2023-07-07       12    years   \n",
       "41    5_2v0c6   1,458,861        0     2023-07-07       10    years   \n",
       "80   5_4hlyni     184,290        0     2023-07-07        2    years   \n",
       "..        ...         ...      ...            ...      ...      ...   \n",
       "985   5_2wzap     130,718        9     2023-07-07       10    years   \n",
       "986  5_2mz3dr      78,958        9     2023-07-07        3    years   \n",
       "994  5_282xv9     132,956        9     2023-07-07        3    years   \n",
       "995   5_2u06v     634,170        9     2023-07-07       11    years   \n",
       "998  5_13bsg7      90,364        9     2023-07-07        4    years   \n",
       "\n",
       "     created_dt human_num_members  ... science and growth tech and software  \\\n",
       "27         2009       1.2 million  ...               None              None   \n",
       "28         2019       8.2 million  ...               None              None   \n",
       "36         2011       2.5 million  ...               None              None   \n",
       "41         2013       1.5 million  ...               None              None   \n",
       "80         2021    184.3 thousand  ...               None              None   \n",
       "..          ...               ...  ...                ...               ...   \n",
       "985        2013    130.7 thousand  ...               None              None   \n",
       "986        2020     79.0 thousand  ...               None              None   \n",
       "994        2020    133.0 thousand  ...               None              None   \n",
       "995        2012    634.2 thousand  ...               None              None   \n",
       "998        2019     90.4 thousand  ...               None              None   \n",
       "\n",
       "    world news and places  games and media porny non-porn things  \\\n",
       "27                   None             None                  None   \n",
       "28                   None             None                  None   \n",
       "36                   None             None                  None   \n",
       "41                   None             None                  None   \n",
       "80                   None             None                  None   \n",
       "..                    ...              ...                   ...   \n",
       "985                  None             None                  None   \n",
       "986                  None             None                  None   \n",
       "994                  None             None                  None   \n",
       "995                  None             None                  None   \n",
       "998                  None             None                  None   \n",
       "\n",
       "    culture and daily life people and relationships companies all_cols  \\\n",
       "27                    None                     None      None       []   \n",
       "28                    None                     None      None       []   \n",
       "36                    None                     None      None       []   \n",
       "41                    None                     None      None       []   \n",
       "80                    None                     None      None       []   \n",
       "..                     ...                      ...       ...      ...   \n",
       "985                   None                     None      None       []   \n",
       "986                   None                     None      None       []   \n",
       "994                   None                     None      None       []   \n",
       "995                   None                     None      None       []   \n",
       "998                   None                     None      None       []   \n",
       "\n",
       "                                             hyperlink  \n",
       "27   <a href='https://www.reddit.com/r/Piracy'>r/Pi...  \n",
       "28   <a href='https://www.reddit.com/r/nextfuckingl...  \n",
       "36   <a href='https://www.reddit.com/r/meirl'>r/mei...  \n",
       "41   <a href='https://www.reddit.com/r/CombatFootag...  \n",
       "80   <a href='https://www.reddit.com/r/TwoHotTakes'...  \n",
       "..                                                 ...  \n",
       "985  <a href='https://www.reddit.com/r/Wrasslin'>r/...  \n",
       "986  <a href='https://www.reddit.com/r/ObsidianMD'>...  \n",
       "994  <a href='https://www.reddit.com/r/HelluvaBoss'...  \n",
       "995  <a href='https://www.reddit.com/r/beyondthebum...  \n",
       "998  <a href='https://www.reddit.com/r/HypixelSkybl...  \n",
       "\n",
       "[224 rows x 31 columns]"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find rows with no categories assigned\n",
    "new_1k_df[new_1k_df[\"all_cols\"].str.len() == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "f24836f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# find most common tokens, of those without assigned categories\n",
    "# this is used to determine additional regex patterns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "303f3a1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "tagging_counter = Counter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "2e5f20ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "383bcd143980437eaadf11200f65ba76",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/224 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "27     None\n",
       "28     None\n",
       "36     None\n",
       "41     None\n",
       "80     None\n",
       "       ... \n",
       "985    None\n",
       "986    None\n",
       "994    None\n",
       "995    None\n",
       "998    None\n",
       "Length: 224, dtype: object"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_1k_df[new_1k_df[\"all_cols\"].str.len() == 0].progress_apply(lambda x: add_to_counter(x[\"tokens\"], tagging_counter), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "21ae1375",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('r', 224),\n",
       " ('/', 224),\n",
       " ('the', 17),\n",
       " ('of', 7),\n",
       " ('4', 5),\n",
       " ('to', 5),\n",
       " ('_', 4),\n",
       " ('i', 4),\n",
       " ('6', 4),\n",
       " ('maybe', 3),\n",
       " ('character', 3),\n",
       " ('competitive', 3),\n",
       " ('3', 3),\n",
       " ('it', 3),\n",
       " ('heads', 3),\n",
       " ('h', 3),\n",
       " ('7', 3),\n",
       " ('no', 3),\n",
       " ('two', 2),\n",
       " ('valor', 2),\n",
       " ('ant', 2),\n",
       " ('circle', 2),\n",
       " ('green', 2),\n",
       " ('crack', 2),\n",
       " ('main', 2),\n",
       " ('in', 2),\n",
       " ('as', 2),\n",
       " ('cars', 2),\n",
       " ('just', 2),\n",
       " ('my', 2),\n",
       " ('ich', 2),\n",
       " ('hell', 2),\n",
       " ('apex', 2),\n",
       " ('n', 2),\n",
       " ('2', 2),\n",
       " ('t', 2),\n",
       " ('fo', 2),\n",
       " ('fantasy', 2),\n",
       " ('you', 2),\n",
       " ('person', 2),\n",
       " ('a', 2),\n",
       " ('sneakers', 2),\n",
       " ('win', 2),\n",
       " ('blue', 2),\n",
       " ('clash', 2),\n",
       " ('more', 2),\n",
       " ('1', 2),\n",
       " ('9', 2),\n",
       " ('vexillology', 2),\n",
       " ('asset', 2),\n",
       " ('for', 2),\n",
       " ('or', 2),\n",
       " ('pirate', 2),\n",
       " ('piracy', 1),\n",
       " ('next', 1),\n",
       " ('fucking', 1),\n",
       " ('level', 1),\n",
       " ('me', 1),\n",
       " ('irl', 1),\n",
       " ('combat', 1),\n",
       " ('footage', 1),\n",
       " ('hot', 1),\n",
       " ('takes', 1),\n",
       " ('feed', 1),\n",
       " ('beast', 1),\n",
       " ('malicious', 1),\n",
       " ('compliance', 1),\n",
       " ('faux', 1),\n",
       " ('moi', 1),\n",
       " ('squared', 1),\n",
       " ('tears', 1),\n",
       " ('kingdom', 1),\n",
       " ('text', 1),\n",
       " ('watch', 1),\n",
       " ('ufos', 1),\n",
       " ('path', 1),\n",
       " ('exile', 1),\n",
       " ('out', 1),\n",
       " ('loop', 1),\n",
       " ('bald', 1),\n",
       " ('amd', 1),\n",
       " ('at', 1),\n",
       " ('bge', 1),\n",
       " ('project', 1),\n",
       " ('zombo', 1),\n",
       " ('id', 1),\n",
       " ('supers', 1),\n",
       " ('tonk', 1),\n",
       " ('terra', 1),\n",
       " ('ria', 1),\n",
       " ('escape', 1),\n",
       " ('from', 1),\n",
       " ('tar', 1),\n",
       " ('kov', 1),\n",
       " ('conspiracy', 1),\n",
       " ('im', 1),\n",
       " ('cps', 1),\n",
       " ('tft', 1),\n",
       " ('baldurs', 1),\n",
       " ('gate', 1)]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tagging_counter.most_common(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "6fadfd21",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get more regexes\n",
    "# iteration 2\n",
    "new_1k_df[new_1k_df[\"all_cols\"].str.len() == 0][[\"name\", \"all_cols\"]].to_csv(\"./data/get_more_regex.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "cd572a6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# file with unclassified subreddits was loaded into vs code,\n",
    "# manually tagged with integers corresponding to the categories specified above,\n",
    "# then reloaded into a new dataframe\n",
    "\n",
    "# this was run previously, on a prior `get_more_regex.csv`\n",
    "# the following cells reflect the first iteration of this process\n",
    "get_more_regex_df = pd.read_csv(\"./data/get_more_regex_tagged.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "0523f092",
   "metadata": {},
   "outputs": [],
   "source": [
    "# strip off r/\n",
    "get_more_regex_df[\"regex\"] = get_more_regex_df[\"name\"].apply(lambda x: x[2:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "2c13fa9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      therewasanattempt\n",
       "1                   pics\n",
       "2         PublicFreakout\n",
       "3                 Piracy\n",
       "4       nextfuckinglevel\n",
       "             ...        \n",
       "573          HelluvaBoss\n",
       "574        beyondthebump\n",
       "575      HypixelSkyblock\n",
       "576        bostonceltics\n",
       "577             splatoon\n",
       "Name: regex, Length: 578, dtype: object"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_more_regex_df[\"regex\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "2a36c518",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create new regex_list to merge into regexes dict\n",
    "regex_list = [\"\"] * 13\n",
    "def add_to_regexes(row, regex_list):\n",
    "    print(int(row[\"all_cols\"]))\n",
    "    regex_list[int(row[\"all_cols\"])] += f\"|{row['regex'].lower()}\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "8ea4111d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "data": {
      "text/plain": [
       "0      None\n",
       "1      None\n",
       "2      None\n",
       "3      None\n",
       "4      None\n",
       "       ... \n",
       "573    None\n",
       "574    None\n",
       "575    None\n",
       "576    None\n",
       "577    None\n",
       "Length: 578, dtype: object"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_more_regex_df.apply(lambda x: add_to_regexes(x, regex_list), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "6d82e363",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['|trueoffmychest|roastme|offmychest|whatisthisthing|truerateme|whatisthisbug|amithedevil|confessions|amiwrong|confession|whatisthiscar|iamatotalpieceofshit|whatcarshouldibuy|whatsthisplant|trueoffmychest|roastme|offmychest|whatisthisthing|truerateme|whatisthisbug|amithedevil|confessions|amiwrong|confession|whatisthiscar|iamatotalpieceofshit|whatcarshouldibuy|whatsthisplant',\n",
       " '|holup|aww|cursedcomments|clevercomebacks|oddlyspecific|holup|aww|cursedcomments|clevercomebacks|oddlyspecific',\n",
       " '|therewasanattempt|whatcouldgowrong|awfuleverything|wellthatsucks|therewasanattempt|whatcouldgowrong|awfuleverything|wellthatsucks',\n",
       " '|publicfreakout|pettyrevenge|beamazed|thatsinsane|flying|publicfreakout|pettyrevenge|beamazed|thatsinsane|flying',\n",
       " '|weird|jobs|legal|premed|realestate|stocks|entrepreneur|biology|mycology|accounting|diy|investing|trees|atheism|linkedinlunatics|creditcards|aviation|mcat|college|construction|amcstock|natureisfuckinglit|space|resumes|smallbusiness|unresolvedmysteries|futurology|autism|studentloans|productivity|insects|electrical|polls|economics|nursing|aliens|diwhy|weird|jobs|legal|premed|realestate|stocks|entrepreneur|biology|mycology|accounting|diy|investing|trees|atheism|linkedinlunatics|creditcards|aviation|mcat|college|construction|amcstock|natureisfuckinglit|space|resumes|smallbusiness|unresolvedmysteries|futurology|autism|studentloans|productivity|insects|electrical|polls|economics|nursing|aliens|diwhy',\n",
       " '|chatgpt|characterai|3dprinting|cryptocurrency|selfhosted|mechanicalkeyboards|blender|headphones|monitors|mousereview|talesfromyourserver|iphone|googlepixel|teslamodel3|nikkemobile|tools|windows10|unrealengine|unity3d|oculusquest|photoshoprequest|bitcoin|binichdasarschloch|teslamotors|localllama|electricvehicles|windows11|playstation|reactjs|notion|firefox|oculus|3ds|ps4|cybersecurity|windows|golang|ipad|fl_studio|hacking|experienceddevs|ios|chrome|kotakuinaction|chatgpt|characterai|3dprinting|cryptocurrency|selfhosted|mechanicalkeyboards|blender|headphones|monitors|mousereview|talesfromyourserver|iphone|googlepixel|teslamodel3|nikkemobile|tools|windows10|unrealengine|unity3d|oculusquest|photoshoprequest|bitcoin|binichdasarschloch|teslamotors|localllama|electricvehicles|windows11|playstation|reactjs|notion|firefox|oculus|3ds|ps4|cybersecurity|windows|golang|ipad|fl_studio|hacking|experienceddevs|ios|chrome|kotakuinaction',\n",
       " '|australia|de|unitedkingdom|geography|vancouver|london|ontario|sanfrancisco|arbeitsleben|romania|liverpoolfc|toronto|portugal|newzealand|denmark|hungary|bayarea|mexico|boston|shitamericanssay|austin|calgary|turkey|sydney|austria|ottawa|poland|washingtondc|edmonton|losangeles|chicago|serbia|malaysia|korea|oceangatetitan|imaginarymaps|denver|italia|nyc|texas|portland|croatia|military|finland|airforce|philadelphia|chile|houston|italy|army|montreal|dubai|auckland|britishcolumbia|australia|de|unitedkingdom|geography|vancouver|london|ontario|sanfrancisco|arbeitsleben|romania|liverpoolfc|toronto|portugal|newzealand|denmark|hungary|bayarea|mexico|boston|shitamericanssay|austin|calgary|turkey|sydney|austria|ottawa|poland|washingtondc|edmonton|losangeles|chicago|serbia|malaysia|korea|oceangatetitan|imaginarymaps|denver|italia|nyc|texas|portland|croatia|military|finland|airforce|philadelphia|chile|houston|italy|army|montreal|dubai|auckland|britishcolumbia',\n",
       " '|midjourney|streetfighter|magictcg|overwatch|blackdesertonline|4chan|gtaonline|books|ps5|finalfantasy|fortnitebr|horror|reddeadredemption|kimetsunoyaiba|chainsawman|fallout|gundam|breath_of_the_wild|rupaulsdragrace|roblox|titanic|naruto|fivenightsatfreddys|halo|magicarena|simracing|loveislandtv|assassinscreed|successiontv|yugioh|dc_cinematic|mmorpg|ironscape|bleach|azurelane|monsterhunter|rpg|fiftyfifty|thelastairbender|bokunoheroacademia|manhwa|mtg|paydaytheheist|darksouls3|elderscrollsonline|masterduel|mortalkombat|residentevil|codcompetitive|bravorealhousewives|falloutmods|harrypotter|hollowknight|darksouls|startrek|thebear|bettercallsaul|fireemblemheroes|legendsofruneterra|battlefield2042|sonicthehedgehog|metalgearsolid|competitiveoverwatch|fireemblem|undertale|unearthedarcana|breakingbad|codzombies|edmproduction|visualnovels|lotr|thesopranos|smashbros|raidshadowlegends|xenoblade_chronicles|pikabu|splatoon|midjourney|streetfighter|magictcg|overwatch|blackdesertonline|4chan|gtaonline|books|ps5|finalfantasy|fortnitebr|horror|reddeadredemption|kimetsunoyaiba|chainsawman|fallout|gundam|breath_of_the_wild|rupaulsdragrace|roblox|titanic|naruto|fivenightsatfreddys|halo|magicarena|simracing|loveislandtv|assassinscreed|successiontv|yugioh|dc_cinematic|mmorpg|ironscape|bleach|azurelane|monsterhunter|rpg|fiftyfifty|thelastairbender|bokunoheroacademia|manhwa|mtg|paydaytheheist|darksouls3|elderscrollsonline|masterduel|mortalkombat|residentevil|codcompetitive|bravorealhousewives|falloutmods|harrypotter|hollowknight|darksouls|startrek|thebear|bettercallsaul|fireemblemheroes|legendsofruneterra|battlefield2042|sonicthehedgehog|metalgearsolid|competitiveoverwatch|fireemblem|undertale|unearthedarcana|breakingbad|codzombies|edmproduction|visualnovels|lotr|thesopranos|smashbros|raidshadowlegends|xenoblade_chronicles|pikabu|splatoon',\n",
       " '',\n",
       " '|pics|plumbing|frugal|mma|skincareaddiction|cricket|casualconversation|bjj|art|cycling|adulting|tattoodesigns|guitar|audiophile|drumkits|nosleep|30plusskincare|running|writing|peloton|baking|minipainting|beauty|steak|supplements|futebol|fragrance|weed|gardening|smoking|wwe|stopdrinking|instacelebsgossip|handbags|progresspics|orangetheory|bostonceltics|pics|plumbing|frugal|mma|skincareaddiction|cricket|casualconversation|bjj|art|cycling|adulting|tattoodesigns|guitar|audiophile|drumkits|nosleep|30plusskincare|running|writing|peloton|baking|minipainting|beauty|steak|supplements|futebol|fragrance|weed|gardening|smoking|wwe|stopdrinking|instacelebsgossip|handbags|progresspics|orangetheory|bostonceltics',\n",
       " '|twoxchromosomes|teenagers|taylorswift|cats|apstudents|conservative|ufc|lgbt|iama|selfie|csmajors|parenting|teachers|humansbeingbros|dating|nofap|joerogan|saintmeghanmarkle|torontoraptors|celebs|furry_irl|lakers|truckers|childfree|socialskills|malelivingspace|trans|actuallesbians|irrationalmadness|kanye|vegan|raisedbynarcissists|electricians|neoliberal|virtualyoutubers|justneckbeardthings|2meirl4meirl|marriage|dogs|digitalnomad|twoxchromosomes|teenagers|taylorswift|cats|apstudents|conservative|ufc|lgbt|iama|selfie|csmajors|parenting|teachers|humansbeingbros|dating|nofap|joerogan|saintmeghanmarkle|torontoraptors|celebs|furry_irl|lakers|truckers|childfree|socialskills|malelivingspace|trans|actuallesbians|irrationalmadness|kanye|vegan|raisedbynarcissists|electricians|neoliberal|virtualyoutubers|justneckbeardthings|2meirl4meirl|marriage|dogs|digitalnomad',\n",
       " '|ubereats|nvidia|lego|youtube|bbby|intel|rolex|airbnb_hosts|bmw|limbuscompany|unitedairlines|ubereats|nvidia|lego|youtube|bbby|intel|rolex|airbnb_hosts|bmw|limbuscompany|unitedairlines',\n",
       " '|piracy|nextfuckinglevel|meirl|combatfootage|twohottakes|noncredibledefense|feedthebeast|maliciouscompliance|fauxmoi|maybemaybemaybe|valorant|squaredcircle|tearsofthekingdom|greentext|crackwatch|deadbydaylight|ufos|destiny|pathofexile|outoftheloop|bald|amd|atbge|projectzomboid|superstonk|stardewvalley|terraria|grandorder|escapefromtarkov|conspiracy|imthemaincharacter|deeprockgalactic|cps|competitivetft|baldursgate3|teamfighttactics|crusaderkings|oshinoko|gunners|asmongold|coolguides|xqcow|cars|roms|reddevils|runescape|hoi4|stellaris|battlebitremastered|totk|eu4|firstimpression|justrolledintotheshop|leopardsatemyface|citiesskylines|starterpacks|contagiouslaughter|ich_iel|ksi|kgbtr|40klore|changemyview|starcitizen|arknights|valorantcompetitive|valheim|battlestations|twosentencehorror|recruitinghell|whenthe|loseit|apexlegends|boxoffice|chelseafc|fuckcars|cracksupport|choosingbeggars|adhd|iasip|thesilphroad|polska|bollyblindsngossip|destiny2|finanzen|sipstea|watches|factorio|hiphopheads|celebhub|motorcycles|huntshowdown|redscarepod|h3h3productions|rainbow6|shitpostcrusaders|rareinsults|iamthemaincharacter|plex|jrpg|twobestfriendsplay|tf2|newgreentexts|edh|tressless|tjournal_refugees|jeeneetards|fo76|singularity|hfy|berserk|fantasy|youshouldknow|nonononoyes|epicseven|persona|residency|pathfinder_kingmaker|latestagecapitalism|fo4|privacy|delta|sneakers|btd6|rocketleague|whowouldwin|pathfinder2e|trashy|popheads|pandabuy|noahgettheboat|mtf|jujutsushi|bluearchive|clashroyale|cfb|7daystodie|rogally|persona5|csgo|trashtaste|themajorityreport|winstupidprizes|ultrawidemasterrace|repsneakers|yuzu|coys|eulamains|ark|moreplatesmoredates|namenerds|197|blankies|wohnen|daddit|divinityoriginalsin|bindingofisaac|godot|fixedbytheduet|collapse|synology|playboicarti|vexillologycirclejerk|fantasypl|allthemods|hydrohomies|clashofclans|assettocorsa|fut|darktide|forsen|ubiquiti|overclocking|bogleheads|seaofthieves|masseffect|zorozone|gundeals|ibo|overemployed|beichtstuhl|subnautica|vaushv|urbanhell|nattyorjuice|absoluteunits|ratschlag|highstrangeness|madlads|vexillology|bannerlord|bluelock|thefighterandthekid|emulation|neovim|calamitymod|abruptchaos|lowsodiumcyberpunk|guiltygear|stunfisk|eve|razer|thedivision|19684|wordington|forzahorizon|msp|hoggit|piratefolk|nier|enoughmuskspam|genp|tekken|lastimages|kitchenconfidential|nova|outfits|pikmin|airsoft|thinkpad|justunsubbed|criticalrole|competitiveapex|bambulab|fallenorder|kiddions|dayz|onebag|mtb|gunpla|swtor|propagandaposters|characterrant|assetto_pirate|bocchitherock|kengan_ashura|stardustcrusaders|conanexiles|omori|riskofrain|aoe2|needforspeed|brawlstars|blackmagicfuckery|youmo|faces|wrasslin|obsidianmd|helluvaboss|beyondthebump|hypixelskyblock|piracy|nextfuckinglevel|meirl|combatfootage|twohottakes|noncredibledefense|feedthebeast|maliciouscompliance|fauxmoi|maybemaybemaybe|valorant|squaredcircle|tearsofthekingdom|greentext|crackwatch|deadbydaylight|ufos|destiny|pathofexile|outoftheloop|bald|amd|atbge|projectzomboid|superstonk|stardewvalley|terraria|grandorder|escapefromtarkov|conspiracy|imthemaincharacter|deeprockgalactic|cps|competitivetft|baldursgate3|teamfighttactics|crusaderkings|oshinoko|gunners|asmongold|coolguides|xqcow|cars|roms|reddevils|runescape|hoi4|stellaris|battlebitremastered|totk|eu4|firstimpression|justrolledintotheshop|leopardsatemyface|citiesskylines|starterpacks|contagiouslaughter|ich_iel|ksi|kgbtr|40klore|changemyview|starcitizen|arknights|valorantcompetitive|valheim|battlestations|twosentencehorror|recruitinghell|whenthe|loseit|apexlegends|boxoffice|chelseafc|fuckcars|cracksupport|choosingbeggars|adhd|iasip|thesilphroad|polska|bollyblindsngossip|destiny2|finanzen|sipstea|watches|factorio|hiphopheads|celebhub|motorcycles|huntshowdown|redscarepod|h3h3productions|rainbow6|shitpostcrusaders|rareinsults|iamthemaincharacter|plex|jrpg|twobestfriendsplay|tf2|newgreentexts|edh|tressless|tjournal_refugees|jeeneetards|fo76|singularity|hfy|berserk|fantasy|youshouldknow|nonononoyes|epicseven|persona|residency|pathfinder_kingmaker|latestagecapitalism|fo4|privacy|delta|sneakers|btd6|rocketleague|whowouldwin|pathfinder2e|trashy|popheads|pandabuy|noahgettheboat|mtf|jujutsushi|bluearchive|clashroyale|cfb|7daystodie|rogally|persona5|csgo|trashtaste|themajorityreport|winstupidprizes|ultrawidemasterrace|repsneakers|yuzu|coys|eulamains|ark|moreplatesmoredates|namenerds|197|blankies|wohnen|daddit|divinityoriginalsin|bindingofisaac|godot|fixedbytheduet|collapse|synology|playboicarti|vexillologycirclejerk|fantasypl|allthemods|hydrohomies|clashofclans|assettocorsa|fut|darktide|forsen|ubiquiti|overclocking|bogleheads|seaofthieves|masseffect|zorozone|gundeals|ibo|overemployed|beichtstuhl|subnautica|vaushv|urbanhell|nattyorjuice|absoluteunits|ratschlag|highstrangeness|madlads|vexillology|bannerlord|bluelock|thefighterandthekid|emulation|neovim|calamitymod|abruptchaos|lowsodiumcyberpunk|guiltygear|stunfisk|eve|razer|thedivision|19684|wordington|forzahorizon|msp|hoggit|piratefolk|nier|enoughmuskspam|genp|tekken|lastimages|kitchenconfidential|nova|outfits|pikmin|airsoft|thinkpad|justunsubbed|criticalrole|competitiveapex|bambulab|fallenorder|kiddions|dayz|onebag|mtb|gunpla|swtor|propagandaposters|characterrant|assetto_pirate|bocchitherock|kengan_ashura|stardustcrusaders|conanexiles|omori|riskofrain|aoe2|needforspeed|brawlstars|blackmagicfuckery|youmo|faces|wrasslin|obsidianmd|helluvaboss|beyondthebump|hypixelskyblock']"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge list below with regexes dict, then re-run category assignment and repeat if needed\n",
    "regex_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4b80b69",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3118d3ef",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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