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feature_extraction/embedding_from_text.py

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+# feature_extraction/embedding_extractor.py
+
+from transformers import DistilBertTokenizer, DistilBertModel
+import torch
+import numpy as np
+
+# Load once on CPU
+model_name = "distilbert-base-uncased"
+tokenizer = DistilBertTokenizer.from_pretrained(model_name)
+model = DistilBertModel.from_pretrained(model_name)
+model.eval()
+
+def get_bert_embedding(text):
+    with torch.no_grad():
+        inputs = tokenizer(text, return_tensors="pt", truncation=True, padding=True, max_length=512)
+        outputs = model(**inputs)
+        cls_embedding = outputs.last_hidden_state[:, 0, :]  # shape: (1, 768)
+        return cls_embedding.squeeze().numpy()

feature_extraction/liwc_from_csv.py

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+# feature_extraction/liwc_from_csv.py
+
+import numpy as np
+import pandas as pd
+from collections import defaultdict, Counter
+import re
+
+def load_liwc_dic(dic_path="models/output.dic"):
+    category_map = defaultdict(list)
+    with open(dic_path, 'r', encoding='utf-8') as f:
+        for line in f:
+            if ':' not in line:
+                continue
+            parts = line.strip().split()
+            category = parts[0].rstrip(':')
+            words = parts[1:]
+            category_map[category] = words
+    return category_map
+
+def extract_liwc_from_csv(csv_path, category_map):
+    df = pd.read_csv(csv_path)
+    sorted_categories = sorted(category_map.keys())
+
+    def process_row(row):
+        text = " ".join(str(row[q]) for q in ['Q1', 'Q2', 'Q3'] if pd.notna(row[q]))
+        tokens = re.findall(r"\b\w+\b", text.lower())
+        counts = Counter()
+        for category, words in category_map.items():
+            for token in tokens:
+                if token in words:
+                    counts[category] += 1
+        vec = np.array([counts.get(cat, 0) for cat in sorted_categories])
+        if np.sum(vec) > 0:
+            vec = vec / np.sum(vec)
+        return vec
+
+    liwc_features = df.apply(process_row, axis=1, result_type="expand")
+    liwc_features.columns = [f"liwc_{cat}" for cat in sorted_categories]
+    return liwc_features

feature_extraction/liwc_from_text.py

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+# feature_extraction/liwc_extractor.py
+
+import numpy as np
+import re
+from collections import defaultdict, Counter
+
+# Load the LIWC dictionary once
+def load_liwc_dic(dic_path="models/output.dic"):
+    category_map = defaultdict(list)
+    with open(dic_path, 'r', encoding='utf-8') as f:
+        for line in f:
+            if ':' not in line:
+                continue
+            parts = line.strip().split()
+            category = parts[0].rstrip(':')
+            words = parts[1:]
+            category_map[category] = words
+    return category_map
+
+# Get LIWC vector from one input text
+def liwc_vector(text, category_map):
+    tokens = re.findall(r"\b\w+\b", text.lower())
+    counts = Counter()
+    for category, words in category_map.items():
+        for token in tokens:
+            if token in words:
+                counts[category] += 1
+    sorted_categories = sorted(category_map.keys())
+    vec = np.array([counts.get(cat, 0) for cat in sorted_categories])
+    if np.sum(vec) > 0:
+        vec = vec / np.sum(vec)
+    return vec, sorted_categories

feature_extraction/pipeline.py

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+# feature_extraction/pipeline.py
+
+import numpy as np
+import joblib
+
+from feature_extraction.embedding_from_text import get_bert_embedding
+from feature_extraction.liwc_from_text import load_liwc_dic, liwc_vector
+
+# Load the LIWC lexicon once
+liwc_map = load_liwc_dic("feature_extraction/output.dic")
+
+# Load the scaler
+scaler = joblib.load("models/scaler.pkl")
+
+def text_to_features(text: str) -> np.ndarray:
+    # Get BERT embedding (768-dim)
+    emb_vec = get_bert_embedding(text)
+
+    # Get LIWC vector (~64-dim)
+    liwc_vec, _ = liwc_vector(text, liwc_map)
+
+    # Combine into one long vector
+    full_vec = np.concatenate([emb_vec, liwc_vec])
+
+    # Standardize using the saved scaler
+    scaled_vec = scaler.transform([full_vec])  # shape: (1, total_dim)
+
+    return scaled_vec  # Return the standardized vector for prediction

models/openness_rf.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1766970d3de8510de0a80eaf456a0c39c99b0bde452a52d7384529361654e06b
+size 452465

models/output.dic

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+Funct:	a about above absolutely across actually after again against ahead aint ain't all allot along alot also although am among* an and another any anybod* anymore anyone* anything anyway* anywhere apparently are arent aren't around as at atho atop away back basically be became because become becomes becoming been before behind being below beneath beside besides best between beyond billion* both bunch but by can cannot cant can't cetera clearly completely constantly could couldnt couldn't couldve could've couple cuz definitely despite did didnt didn't difference* do does doesnt doesn't doing done dont don't doubl* down dozen* during each eight* either eleven else enough entire* equal* especially etc even eventually ever every everybod* everyone* everything* example* except extenet extra extremely fairly few* fift* first firstly firsts five for form four* frequently from full* generally greater greatest had hadnt hadn't half has hasnt hasn't have havent haven't having hed he'd her here heres here's hers herself hes he's highly him himself his hopefully how however hundred* i Id I'd if I'll Im I'm immediately in infinit* inside insides instead into is isnt isn't it itd it'd item* itll it'll its it's itself ive I've just lack* lately least less let lets let's loads lot lotof lots lotsa lotta main many may maybe me might mightve might've million* mine more most mostly much mucho must mustnt must'nt mustn't mustve must've my myself near nearly neednt need'nt needn't negat* neither never nine* no nobod* none nope nor not nothing now nowhere of off often on once one ones oneself only onto or other others otherwise ought oughta oughtnt ought'nt oughtn't oughtve ought've our ours ourselves out outside over own part partly perhaps piec* plenty plus primarily probably quarter* quick* rarely rather really remaining rest same second section seriously seven* several shall shant shan't she she'd she'll shes she's should shouldnt should'nt shouldn't shouldve should've since singl* six* so some somebod* somehow someone* something* somewhat somewhere soon sooo* still stuff such ten tenth than that thatd that'd thatll that'll thats that's the thee their* them themselves then there theres there's these they theyd they'd theyll they'll theyre they're theyve they've thine thing* third thirt* this tho those thou though thousand* thoust three through* thru thy til till to ton tons too total totally toward* trillion* tripl* truly twel* twent* twice two uhuh under underneath unique unless until unto up upon us usually various very wanna was wasnt wasn't we we'd well we'll were we're weren't weve we've what whatever whats what's when whenever where whereas wheres where's whether which whichever while who whod who'd whole wholl who'll whom whose will with within without wont won't worst would wouldnt wouldn't wouldve would've ya yall y'all ye yet you youd you'd youll you'll your youre you're yours youve you've zero zillion*
+Pronoun:	anybod* anyone* anything everybod* everyone* everything* hed he'd her hers herself hes he's him himself his i Id I'd I'll Im I'm it itd it'd itll it'll its it's itself ive I've lets let's me mine my myself nobod* oneself other others our ours ourselves she she'd she'll shes she's somebod* someone* something* somewhere stuff that thatd that'd thatll that'll thats that's thee their* them themselves these they theyd they'd theyll they'll theyve they've thine thing* this those thou thoust thy us we we'd we'll we're weve we've what whatever whats what's which whichever who whod who'd wholl who'll whom whose ya yall y'all ye you youd you'd youll you'll your youre you're yours youve you've
+Ppron:	hed he'd her hers herself hes he's him himself his i Id I'd I'll Im I'm ive I've lets let's me mine my myself oneself our ours ourselves she she'd she'll shes she's thee their* them themselves they theyd they'd theyll they'll theyve they've thine thou thoust thy us we we'd we'll we're weve we've ya yall y'all ye you youd you'd youll you'll your youre you're yours youve you've
+I:	i Id I'd I'll Im I'm ive I've me mine my myself
+We:	lets let's our ours ourselves us we we'd we'll we're weve we've
+You:	thee thine thou thoust thy ya yall y'all ye you youd you'd youll you'll your youre you're yours youve you've
+SheHe:	he hed he'd her hers herself hes he's him himself his oneself she she'd she'll shes she's
+They:	their* them themselves they theyd they'd theyll they'll theyve they've
+Ipron:	anybod* anyone* anything everybod* everyone* everything* it itd it'd itll it'll its it's itself nobod* other others somebod* someone* something* somewhere stuff that thatd that'd thatll that'll thats that's these thing* this those what whatever whats what's which whichever who whod who'd wholl who'll whom whose
+Article:	a alot an the
+Verbs:	accepted admit admits admitted affected aint ain't am appear appeared appears are arent aren't arrive arrived arrives ask asked asks ate be became become becomes becoming been began begin begins being believe believed believes bought bring brings brought called came can cannot cant can't care cared cares carried carries carry caught changed come comes could couldnt couldn't couldve could've cried depended depends describe described did didnt didn't died dies dislike disliked dislikes do does doesnt doesn't doing done dont don't drank driven drove eaten emailed ended entered explain explained explains fed feel feels felt fled flew follow followed follows forgot* fought found fuck fucked* fucks gave get gets give given gives go goes gone gonna got gotta gotten guess guessed guesses had hadnt hadn't happen happened happens has hasnt hasn't hate hated hates have havent haven't having hear heard hears hed he'd held he'll helped helps heres here's hes he's hit hope hoped hopes hows how's Id I'd I'll Im i'm is isnt isn't itd it'd itll it'll it's ive I've keep keeps kept knew know knows let lets let's lied liked listen listened listens lived look looked looks lost love loved loves made make makes may mean means meant met might mightve might've miss missed misses moved must mustnt must'nt mustn't mustve must've need needed needs ought oughta oughtnt ought'nt oughtn't oughtve ought've owe owed owes paid played ran said sat saw see seem seemed seems seen sees sensed sent shall shant shan't shared she'd she'll shes she's should shouldnt should'nt shouldn't shouldve should've showed slept sold spent spoke* start started starts stayed stood stopped stuck studied suck sucked sucks suffered support supported supports suppose supposed supposes take taken takes taking talked taught tend tended tends thank thanked thanks thatd that'd thatll that'll thats that's theres there's theyd they'd theyll they'll theyre they're theyve they've think thinks thought threw told took tried tries try turn turned turns understand understands understood use used uses using viewed wait waited waits walked want wanted wants was wasnt wasn't we'd we'll went were we're weren't weve we've whats what's wheres where's whod who'd wholl who'll whos who's will wish wished wishes woke woken won wonder wondered wont won't wore worked worn would wouldnt wouldn't wouldve would've written wrote youd you'd youll you'll youre you're youve you've
+AuxVb:	aint ain't am are arent aren't be became become becomes becoming been being can cannot cant can't could couldnt couldn't couldve could've did didnt didn't do does doesnt doesn't doing done dont don't had hadnt hadn't has hasnt hasn't have havent haven't having hed he'd heres here's hes he's Id I'd I'll Im I'm is isnt isn't itd it'd itll it'll it's ive I've let may might mightve might've must mustnt must'nt mustn't mustve must've ought oughta oughtnt ought'nt oughtn't oughtve ought've shall shant shan't she'd she'll shes she's should shouldnt should'nt shouldn't shouldve should've thatd that'd thatll that'll thats that's theres there's theyd they'd theyll they'll theyre they're theyve they've was wasnt wasn't we'd we'll were weren't weve we've whats what's wheres where's whod who'd wholl who'll will wont won't would wouldnt wouldn't wouldve would've youd you'd youll you'll youre you're youve you've
+Past:	accepted admitted affected appeared arrived asked ate became been began believed bought brought called came cared carried caught changed couldve could've cried depended described did didnt didn't died disliked done drank driven drove eaten emailed ended entered explained fed felt fled flew followed forgot* fought found fucked* gave given gone got gotten guessed had hadnt hadn't happened hated heard held helped hoped kept knew lied liked listened lived looked lost loved made meant met missed moved mustve must've needed owed paid played ran said sat saw seemed seen sensed sent shared shouldve should've showed slept sold spent spoke* started stayed stood stopped stuck studied sucked suffered supported supposed taken talked taught tended thanked thought threw told took tried turned understood used viewed waited walked wanted was wasnt wasn't went were weren't weve we've wished woke woken won wondered wore worked worn wouldve would've written wrote
+Present:	admit admits aint ain't am appear appears are arent aren't arrive arrives ask asks become becomes begin begins believe believes bring brings can cannot cant can't care cares carries carry come comes depends describe describes dies dislike dislikes do does doesnt doesn't dont don't explain explains feel feels follow follows fuck fucks get gets give gives go goes guess guesses happen happens has hasnt hasn't hate hates have havent haven't hear hears helps heres here's hes he's hope hopes hows how's Im i'm is isnt isn't it's ive I've keep keeps know knows lets let's listen listens look looks love loves make makes mean means miss misses need needs owe owes see seem seems sees shes she's start starts suck sucks support supports suppose supposes take takes taking tend tends thank thanks thats that's theres there's theyre they're theyve they've think thinks tries try turn turns understand understands use uses using wait waits want wants we're whats what's wheres where's whos who's wish wishes wonder youre you're youve you've
+Future:	couldve could've gonna gotta he'll I'll itll it'll may might must mustnt must'nt mustn't mustve must've ought oughta oughtnt ought'nt oughtn't oughtve ought've shall she'll should shouldnt should'nt shouldn't shouldve should've thatll that'll theyll they'll we'll wholl who'll will wont won't would wouldnt wouldn't wouldve would've youll you'll
+Adverbs:	about absolutely actually again also anyway* anywhere apparently around back basically beyond clearly completely constantly definitely especially even eventually ever frequently generally here heres here's hopefully how however immediately instead just lately maybe mostly nearly now often only perhaps primarily probably push* quick* rarely rather really seriously simply so somehow soon sooo* still such there theres there's tho though too totally truly usually very well when whenever where yet
+Prep:	about above across after against ahead along among* around as at atop away before behind below beneath beside besides between beyond by despite down during except for from in inside insides into near of off on onto out outside over plus since than through* thru til till to toward* under underneath unless until unto up upon wanna with within without
+Conj:	also although and as altho because but cuz how however if nor or otherwise plus so then tho though til till unless until when whenever whereas whether while
+Negate:	aint ain't arent aren't cannot cant can't couldnt couldn't didnt didn't doesnt doesn't dont don't hadnt hadn't hasnt hasn't havent haven't isnt isn't mustnt must'nt mustn't neednt need'nt needn't negat* neither never no nobod* none nope nor not nothing nowhere oughtnt ought'nt oughtn't shant shan't shouldnt should'nt shouldn't uhuh wasnt wasn't weren't without wont won't wouldnt wouldn't
+Quant:	all allot alot amount* another any anymore besides best bit bits both bunch cetera couple difference* doubl* each either else enough entire* equal* etc every example* extent extra extremely fairly few* form full* greater greatest highly increas* item* lack* least less loads lot lotof lots lotsa lotta main major majority many more most much mucho neither none ones own page part partly percent piec* plenty portion remaining rest same section segment selection series several significant simple singl* some somewhat term ton tons total tripl* unique various version* whole worst
+Numbers:	billion* dozen* eight* eleven fift* first firstly firsts five four* half hundred* infinit* million* nine* once one quarter* second seven* six* ten tenth third thirt* thousand* three trillion* twel* twent* twice two zero zillion*
+Swear:	arse arsehole* arses ass asses asshole* bastard* bitch* bloody boob* butt butts cock cocks* crap crappy cunt* damn* dang darn dick dicks dumb* dyke* fuck fucked* fucker* fuckin* fucks goddam* heck hell homo jeez mofo motherf* nigger* piss* prick* pussy* queer* screw* shit* sob sonofa* suck sucked sucks tit tits titties titty wanker*
+Social:	acquainta* admit admits admitted admitting adult adults advice advis* affair* amigo* anybod* anyone* apolog* argu* armies army ask asked asking asks assembl* aunt* babe* babies baby* bambino* band bands bf* blam* boy boyf* boy's boys* bro bros brother* bud buddies* buddy* bye call called caller* calling calls captain celebrat* cell cellphon* cells cellular* chat* chick chick'* chicks child children* child's citizen citizen'* citizens colleague* comment* commun* companion companions companionship* compassion* complain* comrad* confess* confide confided confides confiding congregat* consult* contact* contradic* convers* counc* couns* cousin* coworker* crowd* cultur* dad* dating daughter* deal describe described describes describing disclo* discuss* divorc* email email'* emailed emailer* emailing emails encourag* enemie* enemy* everybod* everyone* everything* ex exbf* exboyfriend* excus* exes exgf* exgirl* exhubby* exhusband* explain explained explaining explains express* exwife* exwive* families* family father* fellow* female* feud* fiance* fight* flatter* folks forgave forgiv* fought friend* game* gather* gave gentlem* gf* girl girlfriend* girl's girls* give giver* gives giving gossip* grandchil* granddad* granddau* grandf* grandkid* grandm* grandpa* grandson* granny group* grownup* grudge* guest* guy* he hear heard hearing hears hed he'd he'll hello* help helper* helpful* helping helps her hers herself hes he's hey hi him himself his honey hubby human* husband* individual* infant infant's infants* inform informs insult* interact* interrup* interview* involv* kid kid'* kidding kids* kin ladies lady lady's language* lets let's letter listen listened listener* listening listens love loved lover* loves loving* ma ma'am mail mailed mailer* mailing mails male males male's mam man man's marriag* marrie* ma's mate mates mate's mating meet meeting* meets members men men'* mention* messag* met mob mobb* mobs mom momma* mommy* moms mom's mother motherly mothers mr mrs mum mummy* mums mum's name negotiat* neighbor* neighbour* nephew* newborn* niece* offer* organiz* our ours ourselves outsider* overhear* owner* pa pal pals pappy parent* participant* participat* partie* partner* party* pa's people* person personal persons person's persua* phone* phoning prais* private provide public question* reassur* receiv* refus* relationship* relatives replie* reply* request* respond* role* roomate* roomed roomie* rooming roommate* rumor* rumour* said say* secret secretive* secrets self send* sent share shared shares sharing she she'd she'll shes she's sir sis sister* social* societ* somebod* someone* son sons son's soulmate* speak speaking speaks spoke* spous* stepchild* stepfat* stepkid* stepmot* stories story suggest* sweetheart* sweetie* talk talkative* talked talker* talking talks team* teas* telephon* tell telling tells thee their* them themselves they theyd they'd theyll they'll theyre they're theyve they've thine thou thoust thy told transact* uncle uncles uncle's ur us visit* we wed we'd wedding* weds welcom* we'll we're weve we've who whod who'd wholl who'll whom whos who's whose wife* willing wive* woman womanhood womanly woman's women* write writing wrote ya yall y'all ye you youd you'd youll you'll your youre you're yours youve you've
+Family:	aunt* bro bros brother* cousin* dad* daughter* ex exes exhubby* exhusband* exwife* exwive* families* family father* folks grandchil* granddad* granddau* grandf* grandkid* grandm* grandpa* grandson* granny hubby husband* kin ma marrie* ma's mom momma* mommy* moms mom's mother mothers mum mummy* mums mum's nephew* niece* pa pappy parent* pa's relatives sis sister* son sons son's spous* stepchild* stepfat* stepkid* stepmot* uncle uncles uncle's wife* wive*
+Friends:	acquainta* amigo* bf* boyf* bud buddies* buddy* colleague* companion companions comrad* exbf* exboyfriend* exgf* exgirl* fellow* fiance* friend* gf* girlfriend* guest* honey lover* mate mates mate's neighbor* neighbour* pal pals partner* roomate* roomie* roommate* soulmate* sweetheart* sweetie*
+Humans:	adult adults babe* babies baby* bambino* boy boy's boys* chick chick'* chicks child children* child's citizen citizen'* citizens female* gentlem* girl girl's girls* grownup* guy* human* individual* infant infant's infants* kid kid'* kids* ladies lady lady's ma'am male males male's mam man man's members men men'* mr mrs newborn* participant* partner* people* person persons person's self sir societ* woman woman's women*
+Affect:	abandon* abuse* abusi* accept accepta* accepted accepting accepts ache* aching active* admir* ador* advantag* adventur* advers* affection* afraid aggravat* aggress* agitat* agoniz* agony agree agreeab* agreed agreeing agreement* agrees alarm* alone alright* amaz* amor* amus* anger* angr* anguish* annoy* antagoni* anxi* aok apath* appall* appreciat* apprehens* argh* argu* arrogan* asham* assault* asshole* assur* attachment* attack* attract* aversi* avoid* award* awesome awful awkward* bad bashful* bastard* battl* beaten beaut* beloved benefic* benefit benefits benefitt* benevolen* benign* best better bitch* bitter* blam* bless* bold* bonus* bore* boring bother* brave* bright* brillian* broke brutal* burden* calm* care cared carefree careful* careless* cares caring casual casually certain* challeng* champ* charit* charm* cheat* cheer* cherish* chuckl* clever* comed* comfort* commitment* compassion* complain* compliment* concerned confidence confident confidently confront* confus* considerate contempt* contented* contentment contradic* convinc* cool courag* crap crappy craz* create* creati* credit* cried cries critical critici* crude* cruel* crushed cry crying cunt* cut cute* cutie* cynic damag* damn* danger* daring darlin* daze* dear* decay* defeat* defect* defenc* defens* definite definitely degrad* delectabl* delicate* delicious* deligh* depress* depriv* despair* desperat* despis* destroy* destruct* determina* determined devastat* devil* devot* difficult* digni* disadvantage* disagree* disappoint* disaster* discomfort* discourag* disgust* dishearten* disillusion* dislike disliked dislikes disliking dismay* dissatisf* distract* distraught distress* distrust* disturb* divin* domina* doom* dork* doubt* dread* dull* dumb* dump* dwell* dynam* eager* ease* easie* easily easiness easing easy* ecsta* efficien* egotis* elegan* embarrass* emotion emotion emotional empt* encourag* enemie* enemy* energ* engag* enjoy* enrag* entertain* enthus* envie* envious envy* evil* excel* excit* excruciat* exhaust* fab fabulous* fail* faith* fake fantastic* fatal* fatigu* fault* favor* favour* fear feared fearful* fearing fearless* fears feroc* festiv* feud* fiery fiesta* fight* fine fired flatter* flawless* flexib* flirt* flunk* foe* fond fondly fondness fool* forbid* forgave forgiv* fought frantic* freak* free freeb* freed* freeing freely freeness freer frees* friend* fright* frustrat* fuck fucked* fucker* fuckin* fucks fume* fuming fun funn* furious* fury geek* genero* gentle gentler gentlest gently giggl* giver* giving glad gladly glamor* glamour* gloom* glori* glory goddam* good goodness gorgeous* gossip* grace graced graceful* graces graci* grand grande* gratef* grati* grave* great greed* grief griev* grim* grin grinn* grins gross* grouch* grr* guilt* ha haha* handsom* happi* happy harass* harm harmed harmful* harming harmless* harmon* harms hate hated hateful* hater* hates hating hatred hazy heartbreak* heartbroke* heartfelt heartless* heartwarm* heaven* heh* hell hellish helper* helpful* helping helpless* helps hero* hesita* hilarious hoho* homesick* honest* honor* honour* hope hoped hopeful hopefully hopefulness hopeless* hopes hoping horr* hostil* hug hugg* hugs humiliat* humor* humour* hurra* hurt* ideal* idiot ignor* immoral* impatien* impersonal impolite* importan* impress* improve* improving inadequa* incentive* indecis* ineffect* inferior* inhib* innocen* insecur* insincer* inspir* insult* intell* interest* interrup* intimidat* invigor* irrational* irrita* isolat* jaded jealous* jerk jerked jerks joke* joking joll* joy* keen* kidding kill* kind kindly kindn* kiss* laidback lame* laugh* lazie* lazy liabilit* liar* libert* lied lies like likeab* liked likes liking livel* LMAO LOL lone* longing* lose loser* loses losing loss* lost lous* love loved lovely lover* loves loving* low* loyal* luck lucked lucki* luckless* lucks lucky ludicrous* lying mad maddening madder maddest madly magnific* maniac* masochis* melanchol* merit* merr* mess messy miser* miss missed misses missing mistak* mock mocked mocker* mocking mocks molest* mooch* mood moodi* moods moody moron* mourn* murder* nag* nast* neat* needy neglect* nerd* nervous* neurotic* nice* numb* nurtur* obnoxious* obsess* offence* offend* offens* ok okay okays oks openminded* openness opportun* optimal* optimi* original outgoing outrag* overwhelm* pain pained painf* paining painl* pains palatabl* panic* paradise paranoi* partie* party* passion* pathetic* peace* peculiar* perfect* personal perver* pessimis* petrif* pettie* petty* phobi* piss* piti* pity* play played playful* playing plays pleasant* please* pleasing pleasur* poison* popular* positiv* prais* precious* prejudic* pressur* prettie* pretty prick* pride privileg* prize* problem* profit* promis* protest protested protesting proud* puk* punish* radian* rage* raging rancid* rape* raping rapist* readiness ready reassur* rebel* reek* regret* reject* relax* relief reliev* reluctan* remorse* repress* resent* resign* resolv* respect restless* revenge* revigor* reward* rich* ridicul* rigid* risk* ROFL romanc* romantic* rotten rude* ruin* sad sadde* sadly sadness safe* sarcas* satisf* savage* save scare* scaring scary sceptic* scream* screw* secur* selfish* sentimental* serious seriously seriousness severe* shake* shaki* shaky shame* share shared shares sharing shit* shock* shook shy* sicken* sigh sighed sighing sighs silli* silly sin sincer* sinister sins skeptic* slut* smart* smil* smother* smug* snob* sob sobbed sobbing sobs sociab* solemn* sorrow* sorry soulmate* special spite* splend* stammer* stank startl* steal* stench stink* strain* strange strength* stress* strong* struggl* stubborn* stunk stunned stuns stupid* stutter* submissive* succeed* success* suck sucked sucker* sucks sucky suffer suffered sufferer* suffering suffers sunnier sunniest sunny sunshin* super superior* support supported supporter* supporting supportive* supports suprem* sure* surpris* suspicio* sweet sweetheart* sweetie* sweetly sweetness* sweets talent* tantrum* tears teas* tehe temper tempers tender* tense* tensing tension* terribl* terrific* terrified terrifies terrify terrifying terror* thank thanked thankf* thanks thief thieve* thoughtful* threat* thrill* ticked timid* toleran* tortur* tough* traged* tragic* tranquil* trauma* treasur* treat trembl* trick* trite triumph* trivi* troubl* true trueness truer truest truly trust* truth* turmoil ugh ugl* unattractive uncertain* uncomfortabl* uncontrol* uneas* unfortunate* unfriendly ungrateful* unhapp* unimportant unimpress* unkind unlov* unpleasant unprotected unsavo* unsuccessful* unsure* unwelcom* upset* uptight* useful* useless* vain valuabl* value valued values valuing vanity vicious* victim* vigor* vigour* vile villain* violat* violent* virtue* virtuo* vital* vulnerab* vulture* war warfare* warm* warred warring wars weak* wealth* weapon* weep* weird* welcom* well* wept whine* whining whore* wicked* willing wimp* win winn* wins wisdom wise* witch woe* won wonderf* worr* worse* worship* worst worthless* worthwhile wow* wrong* yay yays yearn*
+Posemo:	accept accepta* accepted accepting accepts active* admir* ador* advantag* adventur* affection* agree agreeab* agreed agreeing agreement* agrees alright* amaz* amor* amus* aok appreciat* assur* attachment* attract* award* awesome beaut* beloved benefic* benefit benefits benefitt* benevolen* benign* best better bless* bold* bonus* brave* bright* brillian* calm* care cared carefree careful* cares caring casual casually certain* challeng* champ* charit* charm* cheer* cherish* chuckl* clever* comed* comfort* commitment* compassion* compliment* confidence confident confidently considerate contented* contentment convinc* cool courag* create* creati* credit* cute* cutie* daring darlin* dear* definite definitely delectabl* delicate* delicious* deligh* determina* determined devot* digni* divin* dynam* eager* ease* easie* easily easiness easing easy* ecsta* efficien* elegan* encourag* energ* engag* enjoy* entertain* enthus* excel* excit* fab fabulous* faith* fantastic* favor* favour* fearless* festiv* fiesta* fine flatter* flawless* flexib* flirt* fond fondly fondness forgave forgiv* free free* freeb* freed* freeing freely freeness freer frees* friend* fun funn* genero* gentle gentler gentlest gently giggl* giver* giving glad gladly glamor* glamour* glori* glory good goodness gorgeous* grace graced graceful* graces graci* grand grande* gratef* grati* great grin grinn* grins ha haha* handsom* happi* happy harmless* harmon* heartfelt heartwarm* heaven* heh* helper* helpful* helping helps hero* hilarious hoho* honest* honor* honour* hope hoped hopeful hopefully hopefulness hopes hoping hug hugg* hugs humor* humour* hurra* ideal* importan* impress* improve* improving incentive* innocen* inspir* intell* interest* invigor* joke* joking joll* joy* keen* kidding kind kindly kindn* kiss* laidback laugh* libert* like likeab* liked likes liking livel* LMAO LOL love loved lovely lover* loves loving* loyal* luck lucked lucki* lucks lucky madly magnific* merit* merr* neat* nice* nurtur* ok okay okays oks openminded* openness opportun* optimal* optimi* original outgoing painl* palatabl* paradise partie* party* passion* peace* perfect* play played playful* playing plays pleasant* please* pleasing pleasur* popular* positiv* prais* precious* prettie* pretty pride privileg* prize* profit* promis* proud* radian* readiness ready reassur* relax* relief reliev* resolv* respect revigor* reward* rich* ROFL romanc* romantic* safe* satisf* save scrumptious* secur* sentimental* share shared shares sharing silli* silly sincer* smart* smil* sociab* soulmate* special splend* strength* strong* succeed* success* sunnier sunniest sunny sunshin* super superior* support supported supporter* supporting supportive* supports suprem* sure* surpris* sweet sweetheart* sweetie* sweetly sweetness* sweets talent* tehe tender* terrific* thank thanked thankf* thanks thoughtful* thrill* toleran* tranquil* treasur* treat triumph* true trueness truer truest truly trust* truth* useful* valuabl* value valued values valuing vigor* vigour* virtue* virtuo* vital* warm* wealth* welcom* well* win winn* wins wisdom wise* won wonderf* worship* worthwhile wow* yay yays
+Negemo:	abandon* abuse* abusi* ache* aching advers* afraid aggravat* aggress* agitat* agoniz* agony alarm* alone anger* angr* anguish* annoy* antagoni* anxi* apath* appall* apprehens* argh* argu* arrogan* asham* assault* asshole* attack* aversi* avoid* awful awkward* bad bashful* bastard* battl* beaten bitch* bitter* blam* bore* boring bother* broke brutal* burden* careless* cheat* complain* confront* confus* contempt* contradic* crap crappy craz* cried cries critical critici* crude* cruel* crushed cry crying cunt* cut cynic* damag* damn* danger* daze* decay* defeat* defect* defenc* defens* degrad* depress* depriv* despair* desperat* despis* destroy* destruct* devastat* devil* difficult* disadvantage* disagree* disappoint* disaster* discomfort* discourag* disgust* dishearten* disillusion* dislike disliked dislikes disliking dismay* dissatisf* distract* distraught distress* distrust* disturb* domina* doom* dork* doubt* dread* dull* dumb* dump* dwell* egotis* embarrass* emotional empt* enemie* enemy* enrag* envie* envious envy* evil* excruciat* exhaust* fail* fake fatal* fatigu* fault* fear feared fearful* fearing fears feroc* feud* fiery fight* fired flunk* foe* fool* forbid* fought frantic* freak* fright* frustrat* fuck fucked* fucker* fuckin* fucks fume* fuming furious* fury geek* gloom* goddam* gossip* grave* greed* grief griev* grim* gross* grouch* grr* guilt* harass* harm harmed harmful* harming harms hate hated hateful* hater* hates hating hatred heartbreak* heartbroke* heartless* hell hellish helpless* hesita* homesick* hopeless* horr* hostil* humiliat* hurt* idiot ignor* immoral* impatien* impersonal impolite* inadequa* indecis* ineffect* inferior* inhib* insecur* insincer* insult* interrup* intimidat* irrational* irrita* isolat* jaded jealous* jerk jerked jerks kill* lame* lazie* lazy liabilit* liar* lied lies lone* longing* lose loser* loses losing loss* lost lous* low* luckless* ludicrous* lying mad maddening madder maddest maniac* masochis* melanchol* mess messy miser* miss missed misses missing mistak* mock mocked mocker* mocking mocks molest* mooch* moodi* moody moron* mourn* murder* nag* nast* needy neglect* nerd* nervous* neurotic* numb* obnoxious* obsess* offence* offend* offens* outrag* overwhelm* pain pained painf* paining pains panic* paranoi* pathetic* peculiar* perver* pessimis* petrif* pettie* petty* phobi* piss* piti* pity* poison* prejudic* pressur* prick* problem* protest protested protesting puk* punish* rage* raging rancid* rape* raping rapist* rebel* reek* regret* reject* reluctan* remorse* repress* resent* resign* restless* revenge* ridicul* rigid* risk* rotten rude* ruin* sad sadde* sadly sadness sarcas* savage* scare* scaring scary sceptic* scream* screw* selfish* serious seriously seriousness severe* shake* shaki* shaky shame* shit* shock* shook shy* sicken* sin sinister sins skeptic* slut* smother* smug* snob* sob sobbed sobbing sobs solemn* sorrow* sorry spite* stammer* stank startl* steal* stench* stink* strain* strange stress* struggl* stubborn* stunk stunned stuns stupid* stutter* submissive* suck sucked sucker* sucks sucky suffer suffered sufferer* suffering suffers suspicio* tantrum* tears teas* temper tempers tense* tensing tension* terribl* terrified terrifies terrify terrifying terror* thief thieve* threat* ticked timid* tortur* tough* traged* tragic* trauma* trembl* trick* trite trivi* troubl* turmoil ugh ugl* unattractive uncertain* uncomfortabl* uncontrol* uneas* unfortunate* unfriendly ungrateful* unhapp* unimportant unimpress* unkind unlov* unpleasant unprotected unsavo* unsuccessful* unsure* unwelcom* upset* uptight* useless* vain vanity vicious* victim* vile villain* violat* violent* vulnerab* vulture* war warfare* warred warring wars weak* weapon* weep* weird* wept whine* whining whore* wicked* wimp* witch woe* worr* worse* worst worthless* wrong* yearn*
+Anx:	afraid alarm* anguish* anxi* apprehens* asham* aversi* avoid* awkward* confus* craz* desperat* discomfort* distract* distraught distress* disturb* doubt* dread* dwell* embarrass* emotional fear feared fearful* fearing fears frantic* fright* guilt* hesita* horr* humiliat* impatien* inadequa* indecis* inhib* insecur* irrational* irrita* miser* nervous* neurotic* obsess* overwhelm* panic* petrif* phobi* pressur* reluctan* repress* restless* rigid* risk* scare* scaring scary shake* shaki* shaky shame* shook shy* sicken* startl* strain* stress* struggl* stunned stuns suspicio* tense* tensing tension* terrified terrifies terrify terrifying terror* timid* trembl* turmoil uncertain* uncomfortabl* uncontrol* uneas* unsure* upset* uptight* vulnerab* worr*
+Anger:	abuse* abusi* aggravat* aggress* agitat* anger* angr* annoy* antagoni* argh* argu* arrogan* assault* asshole* attack* bastard* battl* beaten bitch* bitter* blam* bother* brutal* cheat* confront* contempt* contradic* crap crappy critical critici* crude* cruel* cunt* cut cynic* damn* danger* defenc* defens* despis* destroy* destruct* disgust* distrust* domina* dumb* dump* enemie* enemy* enrag* envie* envious envy* evil* feroc* feud* fiery fight* foe* fought frustrat* fuck fucked* fucker* fuckin* fucks fume* fuming furious* fury goddam* greed* grouch* grr* harass* hate hated hateful* hater* hates hating hatred heartless* hell hellish hostil* humiliat* idiot* insult* interrup* intimidat* jealous* jerk jerked jerks kill* liar* lied lies lous* ludicrous* lying mad maddening madder maddest maniac* mock mocked mocker* mocking mocks molest* moron* murder* nag* nast* obnoxious* offence* offend* offens* outrag* paranoi* pettie* petty* piss* poison* prejudic* prick* protest protested protesting punish* rage* raging rape* raping rapist* rebel* resent* revenge* ridicul* rude* sarcas* savage* sceptic* screw* shit* sinister skeptic* smother* snob* spite* stubborn* stupid* suck sucked sucker* sucks sucky tantrum* teas* temper tempers terrify threat* ticked tortur* trick* ugl* vicious* victim* vile villain* violat* violent* war warfare* warred warring wars weapon* wicked*
+Sad:	abandon* ache* aching agoniz* agony alone broke cried cries crushed cry crying damag* defeat* depress* depriv* despair* devastat* disadvantage* disappoint* discourag* dishearten* disillusion* dissatisf* doom* dull* empt* fail* fatigu* flunk* gloom* grave* grief griev* grim* heartbreak* heartbroke* helpless* homesick* hopeless* hurt* inadequa* inferior* isolat* lame* lone* longing* lose loser* loses losing loss* lost low* melanchol* miser* miss missed misses missing mourn* neglect* overwhelm* pathetic* pessimis* piti* pity* regret* reject* remorse* resign* ruin* sad sadde* sadly sadness sob sobbed sobbing sobs solemn* sorrow* suffer suffered sufferer* suffering suffers tears traged* tragic* unhapp* unimportant unsuccessful* useless* weep* wept whine* whining woe* worthless* yearn*
+CogMech:	abandon* absolute absolutely abstain* accept accepta* accepted accepting accepts accura* acknowledg* activat* add addit* adjust* admit admits admitted admitting affect affected affecting affects afterthought* aggravat* all allot allow* almost along alot altogether always ambigu* anal analy* and answer* any anybod* anyhow anyone* anything anytime anywhere apparent apparently appear appeared appearing appears appreciat* approximat* arbitrar* around assum* assur* attent* attribut* avert* avoid* aware* ban banned banning bans barely barrier* based bases basis became because become becomes becoming belief* believe believed believes believing besides bet bets betting binding blatant* block blocked blocker* blocking blocks blur* borderline* boss* both bound* brake* bridle* but came careful* categor* caus* caut* cease* ceasing certain* chance change changed changes changing choice* choos* clarif* clear clearly close closure cohere* come commit commitment* commits committ* compel* complete completed completely completes complex* compliance complica* complie* comply* compreh* compulsiv* concentrat* conclud* conclus* confess* confidence confident confidently confin* conflict* confus* conscious* consequen* conserv* consider considered considering considers constrain* constrict* contain* contemplat* contingen* contradic* control* correct* correlat* cos could couldnt couldn't couldve could've coz create* creati* curb* curio* curtail* cuz decid* decis* deduc* defenc* defens* define defined defines defining definite definitely definitive* delay* denia* denie* deny* depend depended depending depends desir* determina* determine determined determines determining difference* differentiat* directly discern* disciplin* disclo* discourag* discover* disorient* disregard* distinct* distinguish* doubt* dubious* dunno duti* duty each effect* either elicit* enclos* enlighten* entire* essential evaluat* ever every everybod* everything* evident* exact* examin* except exclu* expect* experiment explain explained explaining explains explanat* explicit* explor* extremely fact facts factual* fairly feel feeling* feels felt fenc* figur* find* forbid* force* forever forgave forget* forgiv* forgot* found foundation* founded founder* frankly fundamental fundamentalis* fundamentally fundamentals fuzz* general generally generate* generating generator* grasp* guarant* guard* guess guessed guesses guessing halfass* halt* hangup* hardly harness* hazie* hazy held hence hesita* hold* hope hoped hopeful hopefully hopefulness hopes hoping how hows how's hypothes* hypothetic* idea ideal* ideas identif* if ignit* ignor* imagin* implica* implicit* implie* imply* impossib* inact* inadequa* inclu* incomplet* indecis* indeed indefinit* independ* indetermin* indirect* induc* inevitab* infallib* infer inferr* infers influenc* info inform information informative* informed informing informs inhib* inquir* inside insight* inspir* intend* intent* interfer* interpret* into invariab* irrational* irrefu* issue just justif* keep keeping* keeps kept kind (of) kinda kindof knew know knowab* knower* knowing knowledg* known knows lack* launch* law lead* learn* led lesson* liabilit* likel* limit* link* logic* lot lotof lots lotsa lotta luck lucked lucki* luckless* lucks lucky made mainly make maker* makes making manipul* marginal* matter* may maybe mean meaning* means meant memor* might mightve might've mind misle* mistak* misunder* most mostly motiv* must mustnt must'nt mustn't mustve must've myster* name nearly necessar* need needed needing neednt need'nt needn't needs neglect* never news normal not notice* noticing obedien* obey* obscur* obstac* obvious* occasional* often open opinion oppos* option or organiz* origin originat* origins ought oughta oughtnt ought'nt oughtn't oughtve ought've out outcome* outstanding overall partly perceiv* percept* perfect* perhaps permit* pick plus ponder* positiv* possib* practically precis* prefer* presum* pretty prevent* probable probablistic* probably problem* produc* prohib* proof prove* proving provoc* provok* prude prudes prudish* pure* purpose* puzzl* quer* question* quite random* rather rational* react* real reality realiz* really rearrang* reason* recall* reckon* recogni* recollect* reconcil* reconsider* reconstruct* reevaluat* refer* reflect* refrain* refus* regardless regret* rein* relate* relating relation reluctan* rememb* reorgani* repress* requir* reserved resolu* resolv* response responsib* restrain* restrict* restructur* result* retain* rethink* reveal* revelat* rigid* root* safe* same save secret secrets seem seemed seeming* seems sense sensed senses sensing shaki* shaky should shouldnt should'nt shouldn't shoulds shouldve should've sign since solution* solve solved solves solving some somebod* somehow someone* something* sometime sometimes somewhat somewhere sort sorta sortof sorts sortsa source* spose standard statement* stiff* stimul* stop stopped stopper* stopping stops stories story stubborn* subdue* suppose supposed supposes supposing supposition* suppress* sure* suspect* suspicio* taboo* tempora* tentativ* theor* therefor* think thinker* thinking* thinks thought thoughts thus tidi* tidy tight* total totally trigger* true truest truly truth* typically unaccept* unambigu* unaware* uncertain* unclear* undecided* undeniab* understand understandab* understanding* understands understood undesire* undetermin* undo undoubt* unknow* unless unlikel* unluck* unneccess* unneed* unquestion* unrelat* unresolv* unsettl* unsure* unwant* uptight* use used uses using usually vague* variab* varies vary versus veto vs wait waited waiting waits wanna want wanted wanting wants we whether wholly why wish wished wishes wishing with withheld withhold* without wonder wondered wondering wonders word would wouldnt wouldn't wouldve would've write writing wrote yearn* yield*
+Insight:	accept accepta* accepted accepting accepts acknowledg* adjust* admit admits admitted admitting afterthought* analy* answer* appreciat* assum* attent* aware* became become becomes becoming belief* believe believed believes believing categor* choice* choos* clarif* closure cohere* complex* complica* compreh* concentrat* conclud* conclus* confess* conscious* consider considered considering considers contemplat* correlat* curio* decid* decis* deduc* define defines defining determina* determine determined determines determining differentiat* discern* disclo* discover* distinguish* effect* enlighten* evaluat* examin* explain explained explaining explains explanat* explor* feel feeling* feels felt figur* find* forgave forgiv* found grasp* idea ideas identif* imagin* induc* infer inferr* infers info inform information informative* informed informing informs inquir* insight* inspir* interpret* justif* knew know knowab* knower* knowing knowledg* known knows learn* lesson* link* logic* mean meaning* means meant memor* misunder* motiv* notice* noticing perceiv* percept* ponder* prefer* presum* prove* proving quer* question* rational* realiz* rearrang* reason* recall* reckon* recogni* recollect* reconcil* reconsider* reconstruct* reevaluat* refer* reflect* relate* relating relation rememb* reorgani* resolu* resolv* restructur* rethink* reveal* revelat* secret secrets seem seemed seeming* seems sense sensed senses sensing solution* solve solved solves solving statement* suspect* suspicio* think thinker* thinking* thinks thought thoughts unaccept* unaware* understand understandab* understanding* understands understood unrelat* wonder wondered wondering wonders
+Cause:	activat* affect affected affecting affects aggravat* allow* attribut* based bases basis because boss* caus* change changed changes changing compel* compliance complie* comply* conclud* consequen* control* cos coz create* creati* cuz deduc* depend depended depending depends effect* elicit* experiment force* foundation* founded founder* generate* generating generator* hence how hows how's ignit* implica* implie* imply* inact* independ* induc* infer inferr* infers influenc* intend* intent* justif* launch* lead* led made make maker* makes making manipul* misle* motiv* obedien* obey* origin originat* origins outcome* permit* pick produc* provoc* provok* purpose* rational* react* reason* response result* root* since solution* solve solved solves solving source* stimul* therefor* thus trigger* use used uses using why
+Discrep:	besides could couldnt couldn't couldve could've desir* expect* hope hoped hopeful hopefully hopefulness hopes hoping ideal* if impossib* inadequa* lack* liabilit* mistak* must mustnt must'nt mustn't mustve must've need needed needing neednt need'nt needn't needs normal ought oughta oughtnt ought'nt oughtn't oughtve ought've outstanding prefer* problem* rather regardless regret* should shouldnt should'nt shouldn't shoulds shouldve should've undesire* undo unneccess* unneed* unwant* wanna want wanted wanting wants wish wished wishes wishing would wouldnt wouldn't wouldve would've yearn*
+Tentat:	allot almost alot ambigu* any anybod* anyhow anyone* anything anytime anywhere apparently appear appeared appearing appears approximat* arbitrar* assum* barely bet bets betting blur* borderline* chance confus* contingen* depend depended depending depends disorient* doubt* dubious* dunno fairly fuzz* generally guess guessed guesses guessing halfass* hardly hazie* hazy hesita* hope hoped hopeful hopefully hopefulness hopes hoping hypothes* hypothetic* if incomplet* indecis* indefinit* indetermin* indirect* kind (of) kinda kindof likel* lot lotof lots lotsa lotta luck lucked lucki* luckless* lucks lucky mainly marginal* may maybe might mightve might've most mostly myster* nearly obscur* occasional* often opinion option or overall partly perhaps possib* practically pretty probable probablistic* probably puzzl* question* quite random* seem seemed seeming* seems shaki* shaky some somebod* somehow someone* something* sometime sometimes somewhat sort sorta sortof sorts sortsa spose suppose supposed supposes supposing supposition* tempora* tentativ* theor* typically uncertain* unclear* undecided* undetermin* unknow* unlikel* unluck* unresolv* unsettl* unsure* usually vague* variab* varies vary wonder wondered wondering wonders
+Certain:	absolute absolutely accura* all altogether always apparent assur* blatant* certain* clear clearly commit commitment* commits committ* complete completed completely completes confidence confident confidently correct* defined definite definitely definitive* directly distinct* entire* essential ever every everybod* everything* evident* exact* explicit* extremely fact facts factual* forever frankly fundamental fundamentalis* fundamentally fundamentals guarant* implicit* indeed inevitab* infallib* invariab* irrefu* must mustnt must'nt mustn't mustve must've necessar* never obvious* perfect* positiv* precis* proof prove* pure* sure* total totally true truest truly truth* unambigu* undeniab* undoubt* unquestion* wholly
+Inhib:	abandon* abstain* anal avert* avoid* ban banned banning bans barrier* binding block blocked blocker* blocking blocks bound* brake* bridle* careful* caut* cease* ceasing compulsiv* confin* conflict* conserv* constrain* constrict* contain* contradic* control* curb* curtail* defenc* defens* delay* denia* denie* deny* disciplin* discourag* disregard* duti* duty enclos* fenc* forbid* forgot* guard* halt* hangup* harness* held hesita* hold* ignor* inhib* interfer* keep keeping* keeps kept limit* neglect* obstac* oppos* prevent* prohib* protect* prude prudes prudish* refrain* refus* rein* reluctan* repress* requir* reserved responsib* restrain* restrict* retain* rigid* safe* secur* stiff* stop stopped stopper* stopping stops stubborn* subdue* suppress* taboo* tidi* tidy tight* uptight* veto wait waited waiting waits wariness wary withheld withhold* yield*
+Incl:	add addit* along and around both came close come each inclu* inside into open out plus we with
+Excl:	but either except exclu* if just not or rather really something* sometime unless versus vs whether without
+Percept:	acid* acrid* aroma* audibl* audio* beaut* bitter* black blacke* blackish* blacks blind* blond* blue* boom* bright* brown* brush* butter* candle* caramel* caress* chocolate* choir* circle citrus* click* cold* cologne* color* colour* column* concert* cool* cream deaf* delectabl* delicious* deoder* drie* drily drool* dry* ear ears edge edges edging experienc* eye* eying feel feeling* feels felt fetid* finger* fire fizz* flavor* flavour* flexib* fragil* fragran* freez* froze* fruit* fuzz* gaz* glanc* glow* grab* gray* greas* green* grey* grip gripp* grips hair* hand handful* hands hard harde* harmon* hear heard hearing hears heavie* heavy* honey hot hott* hush* image* inaudibl* inhal* leather* lick* light limp* listen listened listener* listening listens lit look looked looker* looking looks loose* loud* mint* musi* nasal noise noises noisy nose* nostril* odor* odour* oil* orange* palatabl* perfum* picture pink* press pressed presser* presses pungen* purpl* quiet* rancid* rang rectang* red redde* reddish* redness reds reek* ring ringing rings rotten rough* round* rub rubbed rubbing rubs saccharine said saliv* salt* sampl* sand sands sandy sang savor* savour* saw say* scan scann* scans scent* scratch* scream* screen scrumptious* see seeing seen seer sees sharp* shine shini* shiny shout* sight* silen* silk* skin skin'* smell* smooth* sniff* snort* soft* song* sound* sour soure* souri* sours soury speak speaker* speaking speaks speech* spice spiced spices spicy spoke* squar* squeez* stank stare* staring stench* stink* stroke* stroki* stunk sugar* sumptuous* sunli* sunshin* sweet sweetness sweets tang tangy tart tast* thick* thin thinn* thunder* tight* tongue* touch* triang* unsavo* view viewer* viewing* views vivid* voic* waft* warm* watch* weight weighted weighting weightless* weightlift* weights wet wetly whiff* whisper* white* whitish* yell yelled yelling yellow* yells yum*
+See:	beaut* black blacke* blackish* blacks blind* blond* blue* bright* brown* candle* circle click* color* colour* column* cream eye* eying gaz* glanc* glow* gray* green* grey* image* lit look looked looker* looking looks orange* picture pink* purpl* rectang* red redde* reddish* redness reds round* saw scan scann* scans screen see seeing seen seer sees shine shini* shiny sight* squar* stare* staring sunli* sunshin* triang* view viewer* viewing* views vivid* watch* white* whitish* yellow*
+Hear:	audibl* audio* boom* choir* concert* deaf* ear ears harmon* hear heard hearing hears hush* inaudibl* listen listened listener* listening listens loud* musi* noise noises noisy quiet* rang ring ringing rings said sang say* scream* shout* silen* song* sound* speak speaker* speaking speaks speech* spoke* thunder* voic* whisper* yell yelled yelling yells
+Feel:	brush* caress* cold* cool* drie* drily dry* edge edges edging feel feeling* feels felt finger* fire flexib* fragil* freez* froze* fuzz* grab* grip gripp* grips hair* hand handful* hands hard harde* heavie* heavy* hot hott* leather* limp* loose* press pressed presser* presses rough* round* rub rubbed rubbing rubs sand sands sandy scratch* sharp* silk* skin skin'* smooth* soft* squeez* stroke* stroki* thick* thin thinn* tight* touch* warm* weight weighted weighting weightless* weightlift* weights wet wetly
+Bio:	abdomen* abortion* abs ache* aching acne addict* advil aids alcohol* alive allerg* amput* anal ankle* anorexi* antacid* antidepressant* anus* appendic* appendix appeti* arch arm armpit* arms* arous* arse arses arter* arthr* asleep aspirin* ass asses asthma* ate bake* baking bald bandage* bandaid bar bars beer* bellies belly bi bicep* binge* binging bipolar bladder* bleed* blind* blood bloody bodi* body* boil* bone boner* bones bony boob* booz* bowel* brain* bread breakfast* breast* breath* bronchi* brunch* bulimi* burp* butt butts butt's cafeteria* cancer* candie* candy cardia* cardio* checkup* cheek* chest* chew* chills chiropract* chlamydia chok* cholester* chow* chronic* cigar* clinic* clothes cock cocks* codeine coffee* coke* colon colono* colons coma* condom condoms congest* constipat* contag* cook* cornea* coronar* cough* cramp* crap crotch cuddl* cyst* deaf* decongest* dentist* derma* dessert* detox* diabet* diagnos* diarr* dick dicks diet* digest* dine dined diner diners dines dining dinner* disease* dish dishes dizz* doctor* dosage dose* dosing dr drank drink* drool* drows* drs drug* drunk* dx dyke* ear ears eat eaten eating eats egg* elbow* emphysem* enema* erectile erection* erotic* espresso* estrogen* exercis* exhaust* eye* face faces facial* faint* farsighted fat fatigu* fats fatt* fed feed feeder* feeding* feeds feet fever* finger* flesh* flu food* foot forearm* forehead* foreplay fries fruit* fry* fuck fucked* fucker* fuckin* fucks gay gays genital* gland* glaucoma glutton* gobble* gobbling gonorrhea goosebump* grocer* gulp* gums gut guts gynecolog* gyno* hair* hallucinat* hamstring* hand hands hangover* head headache* heads heal healed healer* healing heals health* heart heartburn* hearts heel* helpings hemor* herpes hiccup* hip hips hiv ho homo homos homosexual* hormone* hornie* horny hospital* hug hugg* hugs hump* hunger* hungover hungr* hyperten* hypotherm* ibuprofen ICU ill illness* immun* incest* indigestion infect* inflam* ingest* injur* insomnia* insulin intestin* intox* itch* iv jaw* jissom jizz joints kidney* kiss* kitchen* knee* knuckle* leg legs* lesbian* leuke* libid* life lip lips* liquor* liver* living love loved lover* loves lozenge* lump lunch* lung* lust* lymph* makeout* mammogram manicdep* meal* medic* migrain* milk* miscar* mono mouth* mri mucous* muscle* muscular myopi* naked nasal nause* nearsighted neck nerve* neural* neurolog* neuron* nipple* nose* nostril* nude* nudi* numb* nurse* nutrition* obes* OCD optometr* orgasm* orgies orgy orthodon* orthoped* ovar* overate overeat* overweight pain pained painf* paining painl* pains palm palms pap paraly* passion* pasta* patholog* pediatr* pee pelvi* penis* perspir* perver* pharmac* phobi* physical* physician* pill pills pimple* piss* pizza* pms podiatr* poison* poop* porn* pregnan* prescri* prick* prognos* prostat* prostitu* prozac prude prudes prudish* pubic puk* pulse puss pussies pussy* queas* queer* rape* raping rapist* rash* rehab* restau* retina* rib ribs ritalin rx salad* saliv* sandwich* scab* scalp schizophren* scrape* screw* seduc* seizure* sensation sensations servings sex* shirt* shit* shoe* shoulder* sick sickday* sicker sickest sickleave* sickly sickness* sinus* skelet* skin skinni* skinny* skull sleep* slender* slept slut* smok* snack* soda* sore* spat spinal spine spit spits spitting starve* starving std* stiff* stomach* strept* stroke* stud stuffed sugar* sunburn* supper* surgeon* surger* swallow* sweat* swelling swollen symptom* syndrome* syphili* tast* tea teeth* tender* tendon tendoni* tendons testosterone* therap* thermometer* thigh* thirst* throat* throb* thyroid* tingl* tire* tiring tit tits titties titty toe toenail* toes tongue* tonsils tooth* tox* tricep* tumo* twitch* tylenol ulcer* unhealth* urin* uter* vagina* vd veget* veggie* vein* vertigo viagra vicodin virgin* vitamin* vomit* waist* wake wart warts wash water weak* wear weary weigh weighed weighing* weighs weight wheez* whiskey* whisky* whore* wine wines withdrawal womb* wound* wrist* xanax xray* yawn* zit zits zoloft
+Body:	abdomen* abs anal ankle* anus* appendix arch arm armpit* arms* arous* arse arses arter* asleep ass asses bald bellies belly bicep* bladder* blood bloody bodi* body* bone bones bony boob* bowel* brain* breast* breath* butt butts cheek* chest* clothes cock cocks* colon colons cornea* crap crotch dick dicks drool* ear ears elbow* erectile erection* eye* face faces facial* fat fatt* feet finger* flesh* foot forearm* forehead* genital* goosebump* gums gut guts hair* hamstring* hand hands head heads heart hearts heel* hip hips hornie* horny intestin* itch* jaw* joints kidney* knee* knuckle* leg legs* lip lips* liver* lung* mouth* mucous* muscle* muscular naked nasal neck nerve* neural* neuron* nipple* nose* nostril* nude* nudi* orgasm* ovar* palm palms pee pelvi* penis* perspir* piss* poop* prick* prostat* pulse pussies pussy* rash* retina* rib ribs saliv* scalp sensation sensations shirt* shit* shoe* shoulder* skelet* skin skinni* skull sleep* slender* slept spat spinal spine spit spits spitting stomach* sweat* teeth* tendon tendons thigh* thirst* throat* tit tits titties titty toe toenail* toes tongue* tonsils tooth* tricep* urin* uter* vagina* vein* waist* wake wear womb* wrist*
+Health:	abortion* ache* aching acne addict* advil aids alcohol* alive allerg* amput* anorexi* antacid* antidepressant* appendic* arthr* aspirin* asthma* bandage* bandaid binge* binging bipolar bleed* blind* bronchi* bulimi* burp* cancer* cardia* cardio* checkup* chills chiropract* chlamydia chok* cholester* chronic* clinic* codeine colono* coma* congest* constipat* contag* coronar* cough* cramp* cyst* deaf* decongest* dentist* derma* detox* diabet* diagnos* diarr* digest* disease* dizz* doctor* dosage dose* dosing dr drows* drs drug* dx emphysem* enema* estrogen* exercis* exhaust* faint* farsighted fat fatigu* fats fatt* fever* flu gland* glaucoma gynecolog** gyno* hallucinat* hangover* headache* heal healed healer* healing heals health* heartburn* hemor* herpes hiccup* hiv hormone* hospital* hungover hyperten* hypotherm* ibuprofen ICU ill illness* immun* indigestion infect* inflam* ingest* injur* insomnia* insulin intox* itch* iv leuke* life living lozenge* lump lymph* mammogram manicdep* medic* migrain* miscar* mono mri myopi* nause* nearsighted neurolog* numb* nurse* nutrition* obes* OCD optometr* orthodon* orthoped* overweight pain pained painf* paining painl* pains pap paraly* patholog* pediatr* pharmac* phobi* physical* physician* pill pills pimple* pms podiatr* poison* pregnan* prescri* prognos* prozac puk* puss queas* rehab* ritalin rx scab* schizophren* scrape* seizure* sick sickday* sicker sickest sickleave* sickly sickness* sinus* sore* std* stiff* strept* stroke* sunburn* surgeon* surger* swelling swollen symptom* syndrome* syphili* tender* tendoni* testosterone* therap* thermometer* throb* thyroid* tingl* tire* tiring tox* tumo* twitch* tylenol ulcer* unhealth* vertigo viagra vicodin vitamin* vomit* wart warts wash weak* weary wheez* withdrawal wound* xanax xray* yawn* zit zits zoloft
+Sexual:	abortion* aids arous* ass asses bi boner* boob* breast* butt butts butt's chlamydia cock cocks* condom condoms cuddl* dick dicks dyke* erectile erection* erotic* foreplay fuck fucked* fucker* fuckin* fucks gay gays genital* gonorrhea hiv ho homo homos homosexual* hornie* horny hug hugg* hugs hump* incest* jissom jizz kiss* lesbian* libid* love loved lover* loves lust* makeout* naked nipple* nude* orgasm* orgies orgy ovar* passion* penis* perver* porn* pregnan* prostat* prostitu* prude prudes prudish* pubic pussy* queer* rape* raping rapist* screw* seduc* sex* slut* std* stud syphili* tit tits titties titty vagina* vd virgin* whore* womb*
+Ingest:	alcohol* anorexi* appeti* ate bake* baking bar bars beer* binge* binging boil* booz* bread breakfast* brunch* bulimi* cafeteria* candie* candy chew* chow* cigar* cocktail* coffee* coke* cook* dessert* diet* digest* dine dined diner diners dines dining dinner* dish dishes drank drink* drunk* eat eaten eating eats egg* espresso* fat fats fatt* fed feed feeder* feeding* feeds food* fries fruit* fry* glutton* gobble* gobbling grocer* gulp* helpings hunger* hungr* ingest* kitchen* liquor* lunch* meal* milk* obes* overate overeat* overweight pasta* pizza* restau* salad* sandwich* servings skinni* skinny* smok* snack* soda* starve* starving stuffed sugar* supper* swallow* tast* tea thirst* veget* veggie* waist* water weigh weighed weighing* weighs weight whiskey* whisky* wine wines
+Relativ:	above abrupt* across act action* advanc* after afterlife* aftermath* afternoon* afterthought* afterward* again age aged ages aging ago ahead air already always among* ancient* annual* anymore anytime anywhere apart appear appeared appearing appears approach* april area* around arrival* arrive arrived arrives arriving at atop attend attended attending attends august autumn away awhile back backward* before began begin beginn* begins begun behavio* below bend bending bends beneath bent beside beyond biannu* big bigger biggest bimonth* birth* biweek* born both bottom* breadth break brief* bring bringing brings brink broad* brought building busy came capacit* car carried carrier* carries carry carrying catch caught cease* ceasing ceiling* center* centre* centur* change changed changes changing childhood christmas* city climb* clock* close closed closely closer closes closest closing come comes coming common connection* constant constantly continu* corner corners countr* coverage cross* cruis* current* cycle* dail* danc* date* day* decade* decay* december deep* delay* deliver* dense densit* depart departed departing departs departure* depth* diagonal* disappear* distan* down downward* drift* drive driven drives driving drop drove due during earli* early east* edge edges edging empt* enclos* encompass* end ended ending ends enorm* enter entered entering enters entrance* environment* era etern* eve evening* event eventually ever everyday everywhere exit* explor* exterior* fade* fading* fall fallen falling falls far farther farthest fast faster fastest february fell fill* final finally finish* first firstly firsts fit fled flee* flew flies floor* flow* fly flying follow followed following follows followup* forever former* forward* frequent frequented frequenting frequently frequents Friday* front full* further* futur* generation* giant* gigantic ginormous global* go goes going gone grew ground* grow growing grown growth hall hang happening headed heading height* high highe* hik* histor* horizontal* hour* huge* hurrie* hurry* immediate immediately immediateness immortal* in inch* inciden* increas* infinit* initial* initiat* inner* inside insides instan* interior* internal* internation* intersect* interval* into january jog* journey* july jump* june kilometer* km* land large* last* late lately later latest lead* leave leaves leaving led ledge* ledging left level levels littl* local* long longe* longitud* low* map mapped mapping maps march* mass meantime meanwhile meter* metre* mid middl* mile* min minute* modern* moment* monday* month* morning* motion* move moved movement* mover* moves moving narrow* nation* near neared nearer nearest nearing nears never new newer newest newly next night nightly nights noon* north* november now nowhere occasional* oclock* o'clock* october off old olden older oldest on once onto open opened opening* order origin out outer* outside outsides outward* over overflow* overlap* pass passed passes passing past period* perpetual* place* placing* platform* point position* post preced* present presently prior proceed* pull* push* put puts putting quick* ran receiv* recency recent* recur* remote* remov* repeat* repetit* replace* replacing respectively return* rhythm* ridden ride rides riding right rise* rising road* rode room roomate* roomed roomie* rooming roommate* rooms run runner* running runs rush* saturday* schedul* season* seconds section segment send* senior* sent separat* september* sequen* set shake* shape* shaping* shook short* shut side sides siding simultaneous* sit site sitting sky* slid slide slides sliding slow* small* sometime sometimes somewhere soon soone* south* space spaced spaces spaci* span spann* sped speed* spring stage stair* stand start started starter* starting starts startup* state stay* step stepp* steps still stop stopped stopper* stopper* stopping stops straight street* stretch* subsequen* sudden* summer* sunday* surfac* surround* swam swim* synch* system* tall taller tallest tempora* term terminat* territor* then thick* thin thinly thinn* threw throw* thursday* til till time* timing tinier tiniest tiny today* together tomorrow* tonight* took top toward* town transact* transport* travel* trip tripped tripping trips tuesday* under underneath undersid* universe* until up updat* upon upper uppermost upstairs usual usually vast* verg* vertical* visit* walk walked walking walks wall walling walls way wednesday* week week'* weekend* weekl* weeks went west* when whenever where wheres where's wherever while whilst wide* width* winter* within world year yearly years yesterday* yet young* youth*
+Motion:	act action* advanc* appear appeared appearing appears approach* arrival* arrive arrived arrives arriving attend attended attending attends behavio* brief* bring bringing brings brought came car carried carrier* carries carry carrying catch caught change changed changes changing climb* closely closes closing come comes coming cross* cruis* danc* deliver* depart departed departing departs departure* disappear* drift* drive driven drives driving drove enter entered entering enters explor* fall fallen falling falls fell fill* fled flee* flew flies flow* fly flying follow followed following follows forward* front go goes going gone grew grow growing grown growth hang headed heading hik* increas* jog* journey* jump* lead* leave leaves leaving led motion* move moved movement* mover* moves moving pass passed passes passing pull* push* put puts putting ran receiv* remov* replace* replacing ridden ride rides riding rise* rising rode run runner* running runs rush* send* sent shake* shook slid slide slides sliding step stepp* steps stopper* swam swim* threw throw* took transact* transport* travel* trip tripped tripping trips visit* walk walked walking walks went
+Space:	above across air among* anywhere apart area* around at atop away backward* below bend bending bends beneath bent beside beyond big bigger biggest both bottom* breadth brink broad* capacit* ceiling* center* centre* city close closed closer closest connection* corner corners countr* coverage deep* dense densit* depth* diagonal* distan* down downward* east* edge edges edging empt* enclos* encompass* enorm* entrance* environment* everywhere exit* exterior* far farther farthest fit floor* forward* full* further* giant* gigantic ginormous global* ground* hall height* high highe* horizontal* huge* in inch* inner* inside insides interior* internal* internation* intersect* into kilometer* km* land large* ledge* ledging left level levels littl* local* longitud* low* map mapped mapping maps mass meter* metre* mid middl* mile* narrow* nation* near neared nearer nearest nearing nears north* nowhere off on onto open opened opening* out outer* outside outsides outward* over overflow* overlap* place* placing* platform* point position* remote* right road* room roomate* roomed roomie* rooming roommate* rooms section segment separat* shape* shaping* short* shut side sides siding site sky* small* somewhere south* space spaced spaces spaci* span spann* stair* straight street* stretch* surfac* surround* tall taller tallest territor* thick* thin thinly thinn* tinier tiniest tiny together top toward* town under underneath undersid* universe* up upon upper uppermost upstairs vast* verg* vertical* wall walling walls west* where wheres where's wherever wide* width* within world
+Time:	abrupt* after afterlife* aftermath* afternoon* afterthought* afterward* again age aged ages aging ago ahead already always ancient* annual* anymore anytime april august autumn awhile back before began begin beginn* begins begun biannu* bimonth* birth* biweek* born busy bye cease* ceasing centur* childhood christmas* clock* common constant constantly continu* current* cycle* dail* date* day* decade* decay* december delay* due during earli* early end ended ending ends era etern* eve evening* event eventually ever everyday fade* fading* fast faster fastest february final finally finish* first firstly firsts followup* forever former* forward* frequent frequented frequenting frequently frequents Friday* futur* generation* happening histor* hour* hurrie* hurry* immediate immediately immediateness immortal* inciden* infinit* initial* initiat* instan* interval* january july june last* late lately later latest like long longe* march* meantime meanwhile min minute* modern* moment* monday* month* morning* never new newer newest newly next night nightly nights noon* november now occasional* oclock* o'clock* october old olden older oldest once origin past period* perpetual* preced* present presently prior proceed* quick* recency recent* recur* repeat* repetit* respectively return* rhythm* saturday* schedul* season* seconds senior* september* sequen* simultaneous* slow* sometime sometimes soon soone* sped speed* spring start started starter* starting starts startup* still stop stopped stopper* stopping stops subsequen* sudden* summer* sunday* synch* tempora* term terminat* then thursday* til till time* timing today* tomorrow* tonight* tuesday* until updat* usual usually wednesday* week week'* weekend* weekl* weeks when whenever while whilst winter* year yearly years yesterday* yet young* youth*
+Work:	absent* academ* accomplish* achiev* administrat* advertising advis* agent agents ambiti* applicant* applicat* apprentic* assign* assistan* associat* auditorium* award* beaten benefits biolog* biz blackboard* bldg* book* boss* broker* bureau* burnout* business* busy cafeteria* calculus campus* career* ceo* certif* chairm* chalk challeng* champ* class classes classmate* classroom* collab* colleague* colleg* com commerc* commute* commuting companies company comput* conferenc* conglom* consult* consumer* contracts corp corporat* corps counc* couns* course* coworker* credential* credit* cubicle* curricul* customer* cv* deadline* dean* delegat* demote* department* dept desk* diplom* director* dissertat* dividend* doctor* dorm* dotcom downsiz* dropout* duti* duty earn* econ* edit* educat* elementary employ* esl exam exams excel* executive* expel* expulsion* factories factory facult* fail* fax* feedback finaliz* finals financ* fired firing franchis* frat fratern* freshm* gmat goal* gov govern* gpa grad grade* grading graduat* gre hardwork* headhunter* highschool* hire* hiring homework* inc income* incorp* industr* instruct* interview* inventory jd job* junior* keyboard* kinderg* labor* labour* laidoff laptop* lawyer* layoff* lead* learn* lectur* legal* librar* lsat ltd mailroom* majoring majors manag* manufact* market* masters math* mcat mda meeting* memo memos menial mentor* merger* mfg mfr mgmt mgr midterm* motiv* negotiat* ngo nonprofit* occupa* office* org organiz* outlin* outsourc* overpaid overtime overworked paper* pay* pc* pen pencil* pens pension* phd* photocop* pledg* police policy political politics practice prereq* presentation* presiden* procrastin* produc* prof profession* professor* profit* profs program* project projector* projects prom promot* psych psychol* publish qualifi* quiz* read recruit* register* registra* report* requir* research* resource resources resourcing responsib* resume retire* retiring review* rhetor* salar* scholar scholaring scholarly scholars scholarship* scholastic* school* scien* secretar* sector* semester* senior* servic* session* sickday* sickleave* sophom* sororit* staff* stapl* stipend* stock stocked stocker stocks student* studied studies studious study* succeed* success* supervis* syllabus* taught tax taxa* taxed taxes taxing teach* team* tenure* test tested testing tests textbook* theses thesis toefl trade* trading transcript* transfer* tutor* type* typing undergrad* underpaid unemploy* universit* unproduc* upperclass* varsit* vita vitas vocation* vp* wage wages warehous* welfare work workabl* worked worker* working* works xerox*
+Achiev:	abilit* able* accomplish* ace achiev* acquir* acquisition* adequa* advanc* advantag* ahead ambiti* approv* attain* attempt* authorit* award* beat beaten best better bonus* burnout* capab* celebrat* challeng* champ* climb* closure compet* conclud* conclus* confidence confident confidently conquer* conscientious* control* create* creati* crown* defeat* determina* determined diligen* domina* domote* driven dropout* earn* effect* efficien* effort* elit* enabl* endeav* excel* fail* finaliz* first firsts founded founder* founding fulfill* gain* goal* hero* honor* honour* ideal* importan* improve* improving inadequa* incapab* incentive* incompeten* ineffect* initiat* irresponsible* king* lazie* lazy lead* lesson* limit* lose loser* loses losing loss* lost master mastered masterful* mastering mastermind* masters mastery medal* mediocr* motiv* obtain* opportun* organiz* originat* outcome* overcome overconfiden* overtak* perfect* perform* persever* persist* plan planned planner* planning plans potential* power* practice prais* presiden* pride prize* produc* proficien* progress promot* proud* purpose* queen queenly quit quitt* rank ranked ranking ranks recover* requir* resolv* resourceful* responsib* reward* skill skilled skills solution* solve solved solves solving strateg* strength* striv* strong* succeed* success* super superb* surviv* team* top tried tries triumph* try trying unable unbeat* unproduc* unsuccessful* victor* win winn* wins won work workabl* worked worker* working* works
+Leisure:	actor* actress* aerobic* amus* apartment* art artist* arts athletic* ball ballet* band bands bar bars baseball* basketball* bath* beach* beer* bicyc* bike* birdie* blackjack blockbuster* blog* book* café* camping cards casino* casual cd* celebrat* celebrit* channel* chat* checkers chess chillin* choir* chorus cinema* club* coach* cocktail* coffee* comed* comic* concert* cook* cruis* danc* decorat* diaries diary dj* drama dream* drink* drum drumm* drums drunk* dvd* easy* entertain* exercis* families* family fantasi* fantasy film* fishing fitness flatscreen* football* frisbee* game* gaming garage* garden* golf* guitar* gym* hangin* hangout* hik* hiphop hobb* hockey* holiday* horseback hotel* hunting inn inns intramural* ipod* jazz* jog* joke* joking karaoke keg kegger keggers kegs laidback liquor* magazine* mall malls marathon* margarita* martini* meditat* minesweeper motel* movie* mtv* museum* musi* nap naps netflix nintendo* novel novels opera* orchestra parks partie* party* pitcher* play played playful* playing plays playstation* poetry poker pool* pretend* pub pubs radio* rap read reading recording* recreation* reggae relax* restau* resting rock rocks roller* rowing rugby* rum runner* running salsa sang scrabble scrapbook* sculpt* shop shopaholic* shopp* shops show shows sing singing sings skat* ski skied skier* skiing skis soaps soccer* solitaire song* spa spas sport* standup stereo stereos stoned sunbath* swim* symphon* tanning team* techno television* tennis* tequila theat* ticket* tivo* toy* travel* triathl* tv* unwind* vacation* vcr* video* vodka* volleyb* weekend* weightlift* weights whiskey* whisky* wine wines workout* xbox* yard yoga
+Home:	address apartment* backyard bake* baking balcon* bath* bed bedding bedroom* beds blender* broom* carpet* chore* clean* closet closets condo condominium* condos couch* curtain* den dishwasher* doghouse* domestic* door* dorm* drape* dresser* driveway* duplex* families* family fireplace* fridge* furniture futon* garage* garden* gate* home homes homesick* homework* house* housing kitchen* landlord* lawn* lease* leasing* loft lofts loveseat* maid* mailbox mattress* microwave* mop mortg* neighbor* oven* patio* pet pets pillow* porch remodel* renovat* rent* residen* room roomate* roomed roomie* rooming roommate* rooms rug rugs shower* sofa* stove* studio studios sweep* tenant* toaster* vacuum* window* yard
+Money:	account* atm atms auction* audit audited auditing auditor auditors audits bank* bargain* beggar* begging bet bets betting bill billed billing* bills bonus* borrow* bought broker* buck bucks budget* business* buy* cash* casino* cent cents charit* cheap* check checking checks chequ* coin coins compensat* consumer* corporat* cost* coupon* credit* currenc* customer* debit* debt* deposit* dime* dinar* dinero discount* dividend* dollar* donat* econ* embezzl* euro euros exchang* expens* fee fees financ* fortune* franc franchis* francs free freeb* fund funded funding funds gambl* greed* income* inexpens* inherit* insurance invest* IRS jackpot* kopek* kron* lease* leasing* lira loan* lotter* mastercard* merchant* money* monopol* mortg* nickel* overpaid overtime owe owed owes owing paid pay* pence pennies penny peso pesos poor* portfolio* poverty* price* prici* profit* purchas* rebate* recession* refund* reimburs* rent* retail* revenue* rich* ruble* rupee* salar* sale sales saving* scholarship* sell seller* selling sells shilling* shop shopaholic* shopp* shops sold spend spender spending spends spent stipend* stocks store tax taxa* taxed taxes taxing thrift* trade* trading tuition underpaid value visa* wage wager* wages wealth* worth yen yuan
+Relig:	afterlife* agnost* alla allah* altar* amen amish angel angelic* angels baptis* baptiz* belief* bible* biblic* bishop* bless* buddh* catholic* chapel* chaplain* christ christian* christmas* church* clergy confess* convent convents crucifi* crusade* demon* devil* divin* doom* episcopal* evangel* faith* fundamentalis* gentile* god'* gospel* heaven* hell hellish hells hindu* holie* holy hymn* immoral* immortal* islam* jesuit* jesus jew jewish* jews jihad* juda* karma kippur koran kosher krishna* krisna* lord* lutheran* mecca meditat* mercif* mercy methodis* minister* ministr* missionar* mitzvah* mohamm* monast* monk* moral morality morals mormon* mosque* muhamm* mujahid* musl* nun nuns orthodox* pagan* paradise passover pastor* penance pentecost* pew pews piety pilgrim* pious pope* prais* pray* preach* presbyterian* priest* prophe* protestant* psalm* purgator* puritan* quran* qur'an* rabbi rabbinical rabbis ramadan religio* rite rites ritual* rosaries rosary roshashan* sabbath* sacred sacrific* saint* salvation satan* scriptur* sect sectarian sects seminar* shi'* shiite* shrine* sikh* sin sinn* sins soul souls spirit* sunni sunnis temple* testament* theolog* torah vatican* veil* worship* yiddish zen zion*
+Death:	autops* alive bereave* burial* buried bury casket* casualt* cemet* coffin* coroner* corpse* cremat* crypt* dead death* decease* demise die died dies DOA drown* dying embalm* epidemic* execution* exterminat* fatal* funer* genocid* ghost* grave* grief griev* hearse* holocaust* homocid* immortal* kill* lethal* lynch* manslaughter* massacre* mausoleum* morgue* mortal* mortician* mourn* murder* obit* od oded overdosed pallbearer* plague* reaper* slaughter* suicid* tomb* urn* war
+Assent:	absolutely agree ah alright* aok aw awesome cool duh ha hah haha* heh* hm* huh lol mm* ok okay okey* rofl uhhu* uhuh yah yay yea yeah yep* yes yup
+Nonflu:	er hm* sigh uh um umm* well zz*
+Filler:	blah idontknow imean like ohwell rr* yakno* ykn* youknow

models/scaler.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69c3775063dc436b748dc0172b6929f131ddb1be3aedcf74682324ba4f4bb4db
+size 20583

requirements.txt

@@ -0,0 +1,9 @@
+numpy>=1.24,<2.0
+pandas>=1.5,<3.0
+scikit-learn>=1.2,<2.0
+xgboost>=1.7,<2.0
+tqdm>=4.64
+torch>=2.0
+transformers>=4.35
+gradio>=4.0
+joblib>=1.2.0