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less_common_lemmas.html
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<!DOCTYPE html>
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<a href="https://www.reddit.com/subreddits/">redd all about it: what the top subreddits say about us</a>
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<span style="color: #336699">07/07/23</span>
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<span style="color: #336699">by stephanie andrews</span>
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<h3>less common lemmas and the number of related subreddits (271):</h3>
<p>
amd (2), american (2), android (2), animal (2), ant (2), apc (2), apex (2), app (2), apple (2), apps (2), ark (2), asset (2), asshole (2), batman (2), battle (2), best (2), bit (2), black (2), blue (2), book (2), boston (2), bros (3), buddy (4), build (3), buy (4), c (3), canada (4), cart (2), casual (2), cat (2), celebs (2), character (4), chat (2), chess (3), chest (2), china (3), clash (2), cod (3), college (2), comic (3), confession (2), cool (2), crack (2), cringe (4), crusader (3), dank (4), dark (2), dash (2), data (3), dating (2), dc (2), dead (2), deal (2), design (3), destiny (3), devil (2), diablo (2), discord (2), dnd (3), dog (2), door (2), emblem (2), engineering (3), europe (2), exile (2), explain (2), face (3), facebook (2), fallout (2), fantasy (3), fashion (2), fc (3), fifty (2), fight (2), financial (3), fire (2), fitness (2), five (2), fo (2), food (4), formula (2), france (2), free (3), frugal (2), fuck (3), fucking (3), funny (2), gate (2), gear (2), gen (4), go (4), golf (2), gossip (2), green (2), gta (2), guide (2), gun (2), h (3), harrypotter (2), head (3), headphone (2), hell (2), help (3), hero (2), hon (2), horror (2), humor (2), hunter (2), ich (3), im (2), impact (2), improvement (2), india (3), indian (2), insane (3), insta (3), interesting (3), io (2), j (2), jerk (4), joke (4), jujutsu (2), kai (4), kingdom (2), knight (2), kpop (3), lab (2), last (2), league (3), leak (3), learn (3), learning (3), legal (4), legend (4), linux (4), live (2), lost (2), lotr (2), mac (2), magic (2), main (3), male (3), man (3), map (2), master (3), maybe (3), mechanic (2), mod (4), monster (2), movie (3), music (2), n (3), nba (4), netflix (2), netherlands (2), new (4), news (4), next (2), non (2), nyc (2), oculus (2), oddly (3), ok (4), one (4), online (3), opinion (2), order (2), p (4), pathfinder (2), people (4), person (2), personal (3), pic (3), piece (3), piracy (2), pirate (3), pixel (2), play (3), political (3), politics (2), pop (2), porn (4), pro (2), production (2), programming (2), question (4), race (3), rail (2), rd (2), real (2), reality (3), red (3), reddit (4), relationship (2), rep (2), report (3), rim (3), rock (2), rpg (2), rumour (2), russia (2), rust (2), sad (2), sale (3), satisfying (3), school (4), science (4), seattle (2), self (3), sen (2), sentence (2), server (2), shin (3), shit (4), shitty (3), sims (2), singapore (2), skincare (2), sky (4), snark (2), sneaker (2), soccer (2), soul (2), space (2), spiderman (2), steam (2), stock (2), student (2), studio (4), stupid (3), sub (2), suggestion (2), summoner (2), switch (3), tale (2), tattoo (3), tcg (2), terra (2), terrifying (2), tesla (2), text (2), thats (2), thing (2), thought (3), tik (2), toronto (2), total (2), travel (2), true (3), tv (3), twitter (4), two (4), u (4), ukraine (4), uncensored (2), united (2), unpopular (2), valor (2), vexillology (2), video (4), virtual (2), wa (2), warhammer (2), wedding (2), win (2), window (3), work (3), wow (3), wrong (2), x (2), xbox (3)
</p><br>
<h3>just one subreddit per lemma below (886):</h3>
<p>
abrupt, absolute, abu, academia, academy, accounting, action, actual, add, addiction, adhd, adult, afraid, age, ah, air, airbender, airforce, airline, airsoft, alien, ally, amazed, amc, anarchy, anti, aoe, ap, apollo, applying, approval, ar, arbeit, arcanum, arch, archive, arena, argentina, arkham, arm, army, arschloch, art, ashura, assassin, assistant, ate, atheism, attempt, attire, auckland, audio, audiophile, austin, australia, australian, austria, autism, aviation, award, awful, aww, azure, ba, bad, bag, baka, baking, bald, baldurs, ballinger, bambu, banner, baseball, battlefield, battlestations, bayarea, bb, bear, beard, beast, beautiful, beauty, bed, beggar, beginner, berserk, bet, better, beyond, bge, bin, binding, biology, bjj, blackmagic, blade, blankies, bleach, blender, blind, block, blr, bmw, bnb, boardgames, boat, bocchi, bodybuilding, bodyweight, bogle, boi, boku, bolly, bos, boxing, boxoffice, br, brand, brasil, bravo, brawl, breaking, breath, british, btd, bug, building, bump, business, calamity, calgary, call, canadian, cant, cape, capitalism, care, celeb, celtic, cfb, chainsaw, chan, change, chaos, chelsea, chicago, chicanery, child, chile, choosing, chrome, chromosome, chronicle, cinematic, citizen, city, civ, clan, classic, cleaning, clever, clip, coin, collapse, colleen, columbia, combat, comeback, comment, company, compass, compliance, conan, confidential, conflict, conservative, conspiracy, construction, contagious, conversation, cooking, corsa, cosplay, costco, could, cow, coys, cps, craft, crazy, credible, creditcards, creed, cricket, critical, croatia, crossing, crypto, culinary, culture, currency, cursed, cyberpunk, cybersecurity, cycling, da, dad, damn, darktide, darwin, date, day, daylight, dayz, dbz, de, deck, deep, defense, delta, denmark, denver, desert, detail, developer, devs, dew, di, die, diffusion, digital, disc, distressing, divinity, division, diy, dm, doc, dot, drag, dress, drinking, driver, drum, dubai, duel, duet, e, easports, eats, economics, edh, edm, edmonton, effect, el, elden, elder, electric, electrical, electrician, employed, emulation, engine, english, enough, entertainment, entitled, entrepreneur, epic, escape, etsu, eu, eula, eve, everything, evil, experienced, explains, factor, fail, fallen, fap, faux, feed, ff, ffxi, fighter, figure, final, finanzen, finding, finland, firefox, first, fisk, fixed, fl, flying, folk, footage, football, fort, forza, frag, fragrance, frame, freakout, freddys, friend, fucker, fundie, furry, fusion, fut, futebol, futurology, fy, g, gach, galactic, gamedev, gamers, gardening, gay, geography, get, gifs, global, godot, gold, good, google, gpt, gram, grand, grim, guidance, guildwars, guilty, guitar, gundam, gunner, hacking, hades, hair, halo, handbag, hardware, hearthstone, heck, hedgehog, heim, heist, helluva, high, hiphop, historian, history, hoarder, hockey, hogg, hoi, hol, hollow, holo, homeowner, homies, horizon, host, hosted, hot, hou, housewife, houston, hub, human, hungary, hunt, hv, hvac, hwa, hy, hydro, hyrule, iba, id, ie, igbo, ii, ikke, image, imaginary, impression, incremental, independence, infinite, infuriating, ing, insect, insult, intel, investing, ion, ip, ireland, iron, irrational, isaac, island, italia, italy, japan, japanese, jee, job, joe, journal, journey, juice, kanye, keng, keyboard, kgb, kid, kidd, kim, king, kingmaker, kit, kitchen, kk, know, kombat, korea, kotaku, kov, ksi, lad, lakers, lane, lang, language, laptop, latest, laughter, law, le, learned, leben, lego, leopard, lesbian, level, lgbt, lifehacks, like, limbus, linked, linus, list, lit, liverpool, living, llama, loan, local, lock, logitech, london, loop, lord, lore, losangeles, lose, love, low, lox, lunatic, machine, macos, mad, made, madness, maintenance, major, majority, maker, malaysia, malicious, manager, manga, maplestory, markle, marriage, mass, math, mcat, md, mechanical, medical, medium, meghan, melbourne, men, metal, mexico, microsoft, mid, middleeast, mifflin, mildly, military, mine, mini, mm, mmorpg, mo, mobile, model, modern, moi, mon, monitor, montreal, mortal, motor, motorcycle, mouse, msp, mtb, mtf, mtg, musk, mycology, mystery, name, narcissist, naruto, natty, nature, nautica, neck, nee, need, neo, neoliberal, nerd, networking, nfl, nice, nier, night, nintendo, nite, noah, nomad, nomans, noob, notion, nova, novel, noyes, nursing, nvidia, obsidian, ocean, offensive, offline, oko, old, omori, ontario, orange, original, osh, osu, ottawa, outfit, overclocking, pack, pact, pad, painting, palm, panda, parenting, party, pas, path, patient, payday, peloton, peter, petty, ph, philadelphia, philippine, phone, photoshop, pik, pikmin, pirated, pl, pla, planning, plant, plate, playstation, plex, plumbing, plus, pod, poker, poland, poll, polska, portland, portugal, post, poster, posting, poverty, premed, prequel, printing, privacy, prize, productivity, programmer, progress, project, propaganda, public, punch, python, quest, quit, raid, rain, rainbow, raised, random, rant, raptor, rare, rat, rate, razer, react, realestate, recruiting, redd, reddito, redemption, reform, refugee, remastered, request, residency, resident, resume, retard, revenge, review, reward, ria, right, ring, risk, road, roast, rob, rocket, rog, rogan, role, rolex, rolled, rom, romania, royale, rp, rune, runescape, running, rupaul, safety, saint, sanfrancisco, satisfactory, saul, save, say, scape, scarlet, schlag, scroll, sea, serbia, series, seven, sex, sff, shadow, shi, shop, shopper, showdown, shower, sil, simracing, singularity, sip, skill, skyline, sleep, small, smash, smile, smoking, snap, social, sodium, software, solid, solo, sonic, soprano, spam, speaks, specific, speed, spoiler, sport, squared, stable, stardust, starfield, starter, startrek, starwars, steak, stellaris, stop, strangeness, stream, streetfighter, structural, stuhl, stun, succession, suck, super, supplement, support, survival, sweden, swift, swt, sydney, synology, sysadmin, tactic, take, tar, tards, taste, taylor, tea, teacher, team, tear, tech, technically, technology, techsupport, teenager, tekken, television, tennis, terrible, texas, tf, tft, theory, thief, thinkpad, thots, thunder, tif, tinder, titan, titanic, tk, today, tongue, tonk, tool, top, tr, trailblazer, trans, transgender, trash, trashy, tree, tress, trucker, truth, tuber, tum, turkey, twitch, uber, ubi, ufc, ufo, ugly, ukrainian, ultimatum, ultra, unearthed, unethical, unexpected, unit, unity, unreal, unresolved, unsub, update, uplifting, urban, v, va, val, valley, vancouver, vegan, vehicle, view, vim, violet, visual, wallstreet, walmart, warfare, warrior, warzone, washingtondc, webdev, weed, weird, well, western, whats, white, wholesome, wide, wiki, wild, wohnen, woman, woodworking, wording, would, wrasslin, writing, wtf, wwe, xeno, xq, xvi, ya, yakuza, yeah, youtube, yugioh, yuzu, zealand, zelda, zombie, zombo, zone, zoro
</p>
<hr>
<h3>about process:</h3>
<p>
1. Scrape subreddit names using Beautiful Soup<br>
2. Strip and do some ETL with subreddit names using pandas<br>
3. Tokenize names using a custom tokenizer written to handle subreddit names' nonstandard formatting<br>
4. Lemmatize tokens using nltk's WordNetLemmatizer<br>
5. Count lemma instances using collection's Counter class<br><br>
<p>More detail in <a href="https://github.com/jellomoat/subs">this repo</a></p><br>
<p>Also, if you're reading this, wow! I'm amazed anyone would explore this project enough to find this comment at the very bottom of a linked page with tons of text.💖<br>
Feel free to message me <a href="https://www.jellomoat.com/contact">here</a> if you have any questions or want to chat about ~things~.</p><br>
</p>
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