From 3590d65b23d715d9938fa879e827664349503451 Mon Sep 17 00:00:00 2001 From: Yunseo-Han <57244943+Yunseo-Han@users.noreply.github.com> Date: Sat, 13 Nov 2021 20:30:10 -0800 Subject: [PATCH] nltk import added --- hw4/.vscode/settings.json | 3 + hw4/__pycache__/preprocess.cpython-39.pyc | Bin 0 -> 2617 bytes hw4/__pycache__/wordcounter.cpython-39.pyc | Bin 0 -> 2017 bytes hw4/main.py | 3 + hw4/neg_train.csv | 1532 +++++----- hw4/neg_val.csv | 170 +- hw4/output.txt | 24 + hw4/pos_train.csv | 1526 +++++----- hw4/pos_val.csv | 174 +- hw4/train.csv | 3082 ++++++++++---------- hw4/val.csv | 344 +-- 11 files changed, 3444 insertions(+), 3414 deletions(-) create mode 100644 hw4/.vscode/settings.json create mode 100644 hw4/__pycache__/preprocess.cpython-39.pyc create mode 100644 hw4/__pycache__/wordcounter.cpython-39.pyc diff --git a/hw4/.vscode/settings.json b/hw4/.vscode/settings.json new file mode 100644 index 0000000..b58b6fb --- /dev/null +++ b/hw4/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "python.pythonPath": "C:\\Python39\\python.exe" +} diff --git a/hw4/__pycache__/preprocess.cpython-39.pyc b/hw4/__pycache__/preprocess.cpython-39.pyc new file mode 100644 index 0000000000000000000000000000000000000000..172c110e1a45cfe3a3cf3be45642585b25eaf1ef GIT binary patch literal 2617 zcmbtW%WoS+7@ygfcl}CYJ8Al&d#DgbCG=2%6qSP1s2~JAP;psYtj*5Y*<`)DomnTT zS)Wn_NJN4ooE&cX6W}l4ZA=jwa{?jZuat8o@a_(Z)E_CkD|@@DJ!a z)Wgb=o#QQZBwd)JPT7UFnflBhxEVdnHr+w8A5xc57!TYYO9rm*Ze)j<+Y2LFh%=fE zS-c61DCC)&^xOgU<1p^`hLNiRRdOTqtFJo;kG&F&`yjaU%IKRidKZR1#Q%7GjC1@w z+Q-buA$5DYoPXAy7!WNM=oGazp>5n2_}~%xU-i z_k!(UZ@aUV1j7N1Gv4_)%sv@zcRrV2`Of{w=RE9%ly!Cv?sQT{QSbyNrmP*ZbfHBapLC5JpdS z^3n?yjn`UqUa;uAWbu#8*)8V~Eh+zoN#$4@FDb-XK$i2R-3qCa+A$ul@@P_Io`~d0dFe21^haxlO?iztU>fmpjPHo1E|KFY5~=pQJFJY%2)DcAFkneRZ)$+ zrKq)h6(n0T$$Sl{)fts7leNi8)&RfFe1%++x!Z#b9$~9whPru7-lS`il4X8$1FAuHRt{cq+5bmiOx6?Dl7sU8VhGn~ zAqdRQ)U!|)HP0%lHB`t_kVL~l%=^FoBHQmDwy|gQ zm>-NPX~MhvezXzr{RbdvhB2Xsqe@KsGk8>!G8yy3SW1m*l6Ov)rrIOt9D8eO)!p&A 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'women', 'ultimately', 'expose', 'afore', 'mentioned', 'anatomical', 'areas', 'really', 'one', 'reason', 'recommend', 'even', 'taking', 'look', 'movie', 'fact', 'co', 'written', 'famed', 'film', 'critic', 'roger', 'ebert', 'also', 'responsible', 'screenplay', 'watching', 'movie', 'never', 'able', 'sit', 'another', 'one', 'reviews', 'gives', 'movie', 'thumbs', 'bad', 'writing', 'straight', 'face', 'movie', 'stinks', 'loud', 'quite', 'frankly', 'movie', 'deserves', 'parts', 'bad', 'almost', 'funny', 'giving', 'maybe', 'generous', 'right', 'opening', 'credits', 'knew', 'class', 'bomb', 'hands', 'way', 'credits', 'actually', 'shot', 'distracting', 'first', 'scene', 'see', 'includes', 'big', 'breasted', 'young', 'woman', 'chased', 'guy', 'nazi', 'uniform', 'absolutely', 'idea', 'hell', 'happening', 'get', 'explained', 'later', 'soon', 'first', 'scene', 'cut', 'completely', 'unrelated', 'scene', 'honest', 'sat', 'movie', 'mesmerized', 'incredibly', 'awful', 'actually', 'forgot', 'seemingly', 'place', 'opening', 'popped', 'later', 'film', 'quality', 'writing', 'rest', 'film', 'surprised', 'opening', 'never', 'explained', 'movie', 'ask', 'like', 'really', 'matters', 'ok', 'goes', 'girl', 'band', 'headed', 'kelly', 'macnamara', 'dolly', 'reed', 'friends', 'go', 'hollywood', 'try', 'gain', 'foothold', 'music', 'industry', 'manage', 'find', 'success', 'due', 'much', 'hooters', 'anything', 'else', 'sure', 'brutally', 'bad', 'singing', 'voices', 'movie', 'chronicles', 'lives', 'change', 'worse', 'pressures', 'fame', 'get', 'everything', 'big', 'egos', 'booze', 'drugs', 'free', 'flowing', 'sex', 'sends', 'downward', 'spiral', 'couple', 'idiotic', 'subplots', 'thrown', 'good', 'measure', 'fame', 'one', 'pretty', 'much', 'sums', 'thing', 'creative', 'standpoint', 'nothing', 'redeeming', 'mentioned', 'obsession', 'big', 'knockers', 'russ', 'meyer', 'seemed', 'dialogue', 'incredibly', 'bad', 'literally', 'funny', 'parts', 'mr', 'ebert', 'generously', 'thrown', 'helpings', 'hey', 'man', 'dig', 'time', 'favorite', 'happening', 'freaks', 'ask', 'lines', 'like', 'go', 'wrong', 'ebert', 'tried', 'inject', 'many', 'big', 'words', 'possible', 'dialogue', 'maybe', 'thought', 'would', 'make', 'movie', 'seem', 'smarter', 'know', 'big', 'words', 'world', 'able', 'disguise', 'bad', 'writing', 'even', 'worse', 'acting', 'wretched', 'dialogue', 'goes', 'along', 'well', 'wretched', 'quality', 'everything', 'else', 'movie', 'seen', 'home', 'movies', 'directed', 'better', 'meyer', 'managed', 'turkey', 'fact', 'one', 'scene', 'one', 'van', 'driving', 'hollywood', 'make', 'fortunes', 'really', 'question', 'meyer', 'editors', 'suffered', 'serious', 'head', 'injuries', 'add', 'directing', 'writing', 'music', 'movie', 'almost', 'got', 'check', 'sound', 'system', 'see', 'broken', 'pile', 'crap', 'emanating', 'speakers', 'cast', 'first', 'lets', 'start', 'david', 'gurian', 'played', 'harris', 'manager', 'band', 'got', 'goofiest', 'looking', 'guy', 'ever', 'set', 'foot', 'front', 'motion', 'picture', 'camera', 'sadly', 'acting', 'come', 'close', 'making', 'looks', 'following', 'along', 'point', 'surprise', 'meyer', 'stable', 'well', 'endowed', 'girls', 'also', 'benefit', 'fairly', 'attractive', 'go', 'along', 'assets', 'dolly', 'reed', 'plays', 'kelly', 'leader', 'band', 'surprise', 'cast', 'cup', 'size', 'talents', 'yes', 'loose', 'shirt', 'times', 'display', 'impressive', 'talents', 'sadly', 'ass', 'almost', 'large', 'chest', 'hey', 'sexist', 'movie', 'writing', 'sexist', 'review', 'former', 'playboy', 'playmate', 'cynthia', 'myers', 'fairly', 'small', 'role', 'casey', 'one', 'band', 'members', 'goes', 'along', 'rest', 'idiotic', 'thinking', 'movie', 'meyer', 'casts', 'gorgeous', 'playmate', 'rack', 'kill', 'obviously', 'acting', 'talent', 'nude', 'scenes', 'biggest', 'disappointment', 'sure', 'russ', 'time', 'get', 'artsy', 'throw', 'well', 'placed', 'shadows', 'side', 'fun', 'lesbo', 'scene', 'sound', 'like', 'writing', 'review', 'porn', 'magazine', 'hey', 'admit', 'reason', 'actually', 'managed', 'sit', 'damn', 'movie', 'catch', 'look', 'cynthia', 'myers', 'naked', 'since', 'huge', 'disappointment', 'pretty', 'much', 'wasted', 'two', 'hours', 'life', 'turkey', 'thing', 'say', 'movie', 'stay', 'away', 'unless', 'course', 'want', 'feel', 'good', 'knowing', 'even', 'pulitzer', 'prize', 'winning', 'film', 'critic', 'like', 'roger', 'ebert', 'screwed', 'least', 'life', 'thinking', 'checking', 'double', 'better', 'downloading', 'nude', 'cynthia', 'myers', 'pictures', 'internet', 'movie', 'avoided', 'costs', 'even', 'better', 'idea', 'might', 'require', 'video', 'stores', 'place', 'warning', 'box', 'beyond', 'valley', 'dolls', 'beware', 'movie', 'extremely', 'hazardous', 'common', 'sense', 'proceed', 'extreme', 'caution']" -839_22807,0,"['ultimate', 'sign', 'movie', 'cinematic', 'ineptitude', 'think', 'much', 'say', 'sucks', 'one', 'first', 'official', 'year', '2000', 'releases', 'supernova', 'movie', 'seem', 'get', 'past', 'one', 'word', 'adjectives', 'one', 'although', 'boring', 'stupid', 'absurd', 'amount', 'much', 'review', 'shame', 'would', 'able', 'save', 'chore', 'desperately', 'trying', 'elaborate', 'c', 'est', 'la', 'vie', 'goes', 'nothing', 'keep', 'short', 'suppose', 'first', 'bad', 'omen', 'supernova', 'came', 'director', 'walter', 'hill', '48', 'hours', 'removed', 'name', 'movie', 'requesting', 'replaced', 'pseudonym', 'thomas', 'lee', 'film', 'fate', 'sealed', 'many', 'minds', 'struggling', 'studio', 'mgm', 'declined', 'screen', 'press', 'event', 'usually', 'signifying', 'studio', 'lack', 'confidence', 'particular', 'movie', 'hill', 'mgm', 'actions', 'prudent', 'captain', 'medical', 'space', 'vessel', 'nightingale', 'dies', 'tragic', 'hyperjump', 'accident', 'reformed', 'drug', 'addict', 'also', 'first', 'officer', 'reason', 'james', 'spader', 'forced', 'take', 'command', 'ship', 'picks', 'distress', 'call', 'nearby', 'planet', 'arrival', 'picks', 'one', 'survivor', 'apparent', 'accident', 'abandoned', 'mining', 'colony', 'one', 'crew', 'members', 'angela', 'bassett', 'knows', 'passenger', 'played', 'peter', 'facinelli', 'bad', 'feelings', 'know', 'means', 'intergalactic', 'hitchhiker', 'carrying', 'mysterious', 'cargo', 'jellylike', 'substance', 'purpose', 'unknown', 'though', 'seems', 'bring', 'form', 'pleasure', 'whoever', 'touches', 'another', 'one', 'crew', 'members', 'experiences', 'first', 'hand', 'spending', 'minutes', 'partially', 'inside', 'glob', 'goo', 'impressive', 'handstand', 'pushups', 'evidently', 'touching', 'enigmatic', 'egg', 'shaped', 'thingie', 'makes', 'younger', 'stronger', 'movie', 'never', 'bothers', 'explain', 'soon', 'enough', 'though', 'spader', 'bassett', 'running', 'around', 'ship', 'like', 'mad', 'chased', 'sudden', 'superhuman', 'facinelli', 'honest', 'even', 'remember', 'exactly', 'remember', 'care', 'supernova', 'plot', 'suggested', 'less', 'interesting', 'ideas', 'ball', 'goo', 'intergalactic', 'time', 'bomb', 'dropped', 'chance', 'develop', 'anything', 'truly', 'intriguing', 'fact', 'everything', 'dropped', 'actors', 'fun', 'running', 'around', 'looks', 'like', 'elaborate', 'set', 'well', 'effects', 'good', 'though', 'hardly', 'studio', 'movie', 'bad', 'special', 'effects', 'days', 'sure', 'whether', 'remarkable', 'accomplishment', 'performances', 'hardly', 'worth', 'talking', 'even', 'sure', 'call', 'performances', 'though', 'angela', 'bassett', 'sure', 'good', 'giving', 'people', 'finger', 'james', 'spader', 'bad', 'actor', 'proves', 'one', 'blandest', 'action', 'stars', 'seen', 'mostly', 'given', 'character', 'personality', 'action', 'scenes', 'bland', 'since', 'pretty', 'much', 'rehashes', 'action', 'elements', 'particularly', 'entertaining', 'first', 'time', 'around', 'since', 'action', 'scenes', 'everything', 'movie', 'pretty', 'much', 'dead', 'water', 'life', 'figure', 'called', 'supernova']" -155_7845,0,"['gordy', 'movie', '90', 'minute', 'long', 'sesame', 'street', 'skit', 'bad', 'one', 'movie', 'stupid', 'dumb', 'depressing', 'think', 'hollywood', 'executives', 'actually', 'gave', 'green', 'light', 'even', 'surprising', 'fact', 'disney', 'movie', 'sure', 'children', 'target', 'audience', 'movie', 'kids', 'age', 'five', 'may', 'able', 'tolerate', 'story', 'farm', 'piglet', 'named', 'gordy', 'voiced', 'garms', 'whose', 'family', 'taken', 'away', 'north', 'know', 'means', 'death', 'course', 'hear', 'animals', 'talk', 'actually', 'went', 'trouble', 'attempting', 'sync', 'voices', 'mouths', 'comes', 'terrible', 'actually', 'almost', 'funny', 'way', 'remotely', 'interesting', 'likable', 'character', 'soon', 'appears', 'little', 'girl', 'named', 'jinnie', 'sue', 'macallister', 'young', 'sees', 'gordy', 'back', 'truck', 'essentially', 'steals', 'jinnie', 'country', 'singer', 'film', 'goes', 'huge', 'tangent', 'show', 'little', 'concert', 'people', 'dancing', 'point', 'maybe', 'one', 'producer', 'relatives', 'wanted', 'show', 'camera', 'promote', 'something', 'cut', 'huge', 'social', 'gathering', 'drop', 'another', 'young', 'kid', 'named', 'hank', 'royce', 'roescher', 'sad', 'divorced', 'mother', 'dating', 'leaves', 'party', 'meets', 'jinnie', 'sue', 'accidentally', 'falls', 'pool', 'probably', 'sitting', 'diving', 'board', '200', 'suit', 'nah', 'see', 'one', 'coming', 'starts', 'drown', 'miraculously', 'saved', 'gordy', 'pushes', 'inflatable', 'float', 'saves', 'insanely', 'stupid', 'already', 'story', 'quickly', 'changes', 'jinnie', 'gives', 'gordy', 'hank', 'ends', 'becoming', 'ceo', 'food', 'processing', 'corporation', 'hank', 'grandfather', 'original', 'ceo', 'dies', 'leaves', 'fortune', 'hank', 'gordy', 'course', 'must', 'villain', 'even', 'villain', 'donadio', 'sipes', 'evil', 'never', 'raises', 'voice', 'becomes', 'angry', 'course', 'typical', 'idiot', 'goons', 'kidnap', 'gordy', 'beyond', 'stupid', 'cartoony', 'constantly', 'two', 'steps', 'ahead', 'story', 'hard', 'tell', 'whether', 'overall', 'corniness', 'cheesiness', 'movie', 'intentional', 'family', 'film', 'filmmaker', 'untalented', 'stupid', 'times', 'gordy', 'tolerable', 'watch', 'thus', 'earning', 'one', 'star', 'dreaded', 'z', 'unbelievably', 'boring', 'cliche', 'dumb', 'unfunny', 'corny', 'plain', 'bad', 'may', 'scare', 'children', 'certainly', 'disturbed', '4', '21', '96', '1', '29', '97', '6', '13', '97', 'see', 'also', 'babe']" -465_23401,0,"['disconnect', 'phone', 'line', 'accept', 'charges', 'anything', 'avoid', 'wretched', 'melodramatic', 'sisterhood', 'dramedy', 'hanging', 'figured', 'needed', 'get', 'touch', 'feminine', 'side', 'hanging', 'seemed', 'like', 'ideal', 'opportunity', 'film', 'features', 'incredible', 'palate', 'female', 'talent', 'capability', 'behind', 'camera', 'brought', 'mind', 'sparkling', 'gems', 'sleepless', 'seattle', 'unsung', 'heroes', 'meg', 'ryan', 'diane', 'keaton', 'lisa', 'kudrow', 'play', 'trio', 'sisters', 'separated', 'career', 'judgments', 'family', 'ties', 'must', 'reunite', 'father', 'walter', 'matthau', 'admitted', 'hospital', 'alzheimer', 'disease', 'may', 'read', 'like', 'optimum', 'opportunity', 'rekindle', 'relationship', 'reflect', 'poignancy', 'past', 'script', 'sisters', 'delia', 'nora', 'ephron', 'exasperating', 'shapeless', 'dreck', 'teeming', 'emotional', 'fakery', 'hanging', 'overall', 'effect', 'tele', 'marketer', 'pestering', 'two', 'hours', 'option', 'title', 'suggests', 'first', 'half', 'hour', 'ephron', 'sisters', 'use', 'telephone', 'conversations', 'basis', 'character', 'development', 'annoying', 'ineffective', 'device', 'cell', 'phones', 'ring', 'every', 'five', 'minutes', 'everyone', 'hurriedly', 'rushes', 'along', 'leaving', 'marginal', 'time', 'frustrated', 'viewer', 'relate', 'sisters', 'issues', 'problems', 'hanging', 'apple', 'pie', 'felt', 'getting', 'mere', 'crust', 'story', 'granted', 'genuine', 'sincere', 'moments', 'film', 'help', 'establish', 'remainder', 'strained', 'emotions', 'nothing', 'inferior', 'dramatic', 'muck', 'outrageous', 'strategy', 'hanging', 'series', 'largely', 'unrealized', 'attempts', 'character', 'development', 'expected', 'exhibit', 'compassion', 'courtesy', 'toward', 'sisters', 'join', 'melodramatic', 'finale', 'able', 'identify', 'eve', 'ryan', 'open', 'caring', 'daughter', 'one', 'stayed', 'father', 'side', 'everyone', 'else', 'moved', 'forward', 'pursue', 'impending', 'career', 'georgia', 'keaton', 'eldest', 'daughter', 'celebrating', 'fifth', 'year', 'anniversary', 'magazine', 'called', 'georgia', 'maddy', 'kudrow', 'soap', 'opera', 'actress', 'spends', 'time', 'either', 'contemplating', 'possible', 'path', 'stardom', 'nursing', 'dog', 'ryan', 'convincing', 'performance', 'diverting', 'cuteness', 'two', 'agreeable', 'aspects', 'hanging', 'kudrow', 'delightfully', 'eccentric', 'kilter', 'airhead', 'phoebe', 'friends', 'totally', 'wasted', 'ditto', 'keaton', 'serving', 'double', 'shift', 'co', 'star', 'director', 'time', 'slot', 'difficult', 'priority', 'juggle', 'frenzy', 'apparent', 'chick', 'flick', 'distressing', 'lack', 'chuckles', 'reliable', 'matthau', 'reduced', 'chaotic', 'shtick', 'given', 'character', 'situation', 'seems', 'depressing', 'amusing', 'even', 'peak', 'form', 'humor', 'hanging', 'represented', 'matthau', 'nasty', 'quips', 'ryan', 'eternal', 'battle', 'aforementioned', 'pooch', 'swallow', 'pill', 'accounts', 'three', 'four', 'chuckles', 'expel', 'film', 'curiosity', 'suddenly', 'tweaked', 'discover', 'promising', 'star', 'studded', 'approach', 'could', 'turn', 'viciously', 'sour', 'really', 'mystery', 'predictable', 'melodramatic', 'filth', 'hanging', 'certainly', 'fault', 'actresses', 'pin', 'screenplay', 'attempts', 'clear', 'vital', 'issues', 'three', 'four', 'minutes', 'spending', 'rest', 'running', 'time', 'annoying', 'flurry', 'phone', 'conversations', 'certainly', 'far', 'cry', 'one', 'would', 'label', 'rewarding', 'experience', 'hanging', 'least', 'enjoyable', 'uh', 'uh', 'wrong', 'number', 'beginning']" -398_17047,0,"['robert', 'forster', 'found', 'famous', 'appearing', 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'development', 'singh', 'best', 'known', 'directing', 'music', 'videos', 'particularly', 'rem', 'losing', 'religion', 'cell', 'seems', 'much', 'like', 'really', 'long', 'really', 'slow', 'mtv', 'video', 'sound', 'deleted', 'singer', 'lopez', 'seems', 'think', 'video', 'well', 'devotes', 'time', 'posing', 'elaborate', 'costumes', 'acting', 'premise', 'great', 'promise', 'computer', 'generated', 'world', 'within', 'carl', 'mind', 'could', 'bizarre', 'surreal', 'universe', 'governed', 'insanity', 'symbolism', 'rather', 'logic', 'first', 'room', 'catharine', 'enters', 'carl', 'head', 'shows', 'promise', 'finds', 'horse', 'standing', 'center', 'room', 'suddenly', 'sheets', 'sharp', 'edged', 'glass', 'fall', 'horse', 'dividing', 'segments', 'panes', 'glass', 'separate', 'pulling', 'apart', 'pieces', 'still', 'living', 'horse', 'scene', 'twisted', 'disturbing', 'thought', 'provoking', 'psychological', 'importance', 'horse', 'fate', 'left', 'viewer', 'ponder', 'another', 'element', 'developed', 'effect', 'catharine', 'merging', 'mind', 'psychopath', 'minds', 'begin', 'bleed', 'together', 'one', 'point', 'movie', 'provided', 'opportunity', 'discover', 'dark', 'corners', 'catharine', 'psyche', 'like', 'sidney', 'lumet', 'offence', 'michael', 'mann', 'manhunter', 'cell', 'could', 'explored', 'madness', 'killer', 'brings', 'repressed', 'darkness', 'investigator', 'however', 'catharine', 'character', 'hardly', 'developed', 'lopez', 'depth', 'offer', 'role', 'bottom', 'line', 'get', 'trapped', 'one']" -403_6721,0,"['cop', 'troubled', 'personal', 'life', 'ruthless', 'villain', 'friend', 'cop', '_dead_', 'friend', 'cop', 'quest', 'vengeance', 'new', 'partner', 'romantic', 'interest', 'chase', 'scene', 'chase', 'scene', '_in', 'san', 'francisco_', 'woman', 'peril', 'confrontation', 'explosion', 'end', 'yawn', 'yawn', 'yawn', 'preceding', 'plot', 'approximately', 'twelve', 'thousand', 'six', 'action', 'films', 'one', 'happens', 'called', 'metro', 'learned', 'expect', 'little', 'films', 'like', 'metro', 'consequently', 'bored', 'often', 'genuinely', 'disappointed', 'eddie', 'murphy', 'board', 'however', 'hope', 'something', 'extra', 'kind', 'spark', 'film', 'makes', 'watching', 'eddie', 'murphy', 'tedious', 'experience', 'know', 'something', 'terribly', 'wrong', 'murphy', 'stars', 'scott', 'roper', 'hostage', 'negotiator', 'san', 'francisco', 'police', 'department', 'exceedingly', 'good', 'job', 'personal', 'life', 'considerably', 'less', 'successful', 'facing', 'unhappy', 'ex', 'girlfriend', 'named', 'veronica', 'carmen', 'ejogo', 'gambling', 'problem', 'mountain', 'debt', 'professional', 'life', 'gets', 'jolt', 'well', 'friend', 'colleague', 'art', 'evans', 'murdered', 'investigating', 'suspected', 'jewel', 'thief', 'michael', 'korda', 'michael', 'wincott', 'finding', 'korda', 'becomes', 'personal', 'scott', 'joins', 'new', 'partner', 'kevin', 'mccall', 'michael', 'rappaport', 'foil', 'korda', 'attempted', 'heist', 'well', 'even', 'korda', 'jail', 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'leaving', 'lot', 'time', 'kill', 'tedious', 'reconciliation', 'scott', 'veronica', 'blame', 'murphy', 'unable', 'muster', 'enthusiasm', 'scenes', 'bland', 'leading', 'lady', 'known', 'better', 'take', 'role', 'scott', 'roper', 'exists', 'uncomfortable', 'middle', 'ground', 'kind', 'street', 'wise', 'fast', 'talker', 'murphy', 'built', 'career', 'actual', 'three', 'dimensional', 'character', 'murphy', 'never', 'able', 'reconcile', 'two', 'script', 'seems', 'doctored', 'gambling', 'problem', 'turned', 'bit', 'character', 'color', 'supposed', 'inability', 'form', 'relationships', 'turned', 'cause', 'gags', 'rather', 'actual', 'conflict', 'yet', 'still', 'little', 'comedy', 'murphy', 'work', 'much', 'film', 'walks', 'around', 'intense', 'frown', '90', 'minutes', 'metro', 'hear', 'trademark', 'laugh', 'first', 'time', 'murphy', 'stranded', 'solid', 'punch', 'lines', 'nearly', 'ones', 'bounce', 'ejogo', 'fall', 'ground', 'limply', 'suppose', 'give', 'director', 'thomas', 'carter', 'credit', 'taking', 'obligatory', 'san', 'francisco', 'car', 'chase', 'much', 'want', 'bet', 'likelihood', 'seeing', 'car', 'soar', 'hill', 'interesting', 'things', 'vehicles', 'sent', 'flying', 'passengers', 'sent', 'sprawling', 'runaway', 'cable', 'car', 'possible', 'least', 'moment', 'take', 'pleasure', 'goofy', 'spin', 'familiar', 'situation', 'carter', 'even', 'better', 'job', 'taking', 'old', 'suspense', 'stand', 'medicine', 'cabinet', 'mirror', 'close', 'reveal', 'killer', 'standing', 'behind', 'someone', 'using', 'defuse', 'tension', '_twice_', 'fact', 'carter', 'able', 'demonstrate', 'even', 'much', 'recognition', 'cliches', 'willingness', 'subvert', 'makes', 'involvement', 'rest', 'disaster', 'metro', 'puzzling', 'action', 'film', 'like', 'plods', 'relentlessly', 'obviously', 'point', 'point', 'b', 'point', 'c', 'might', 'find', 'shouting', 'point', 'c', 'still', 'getting', 'point', 'b', 'getting', 'rest', 'audience', 'big', 'explosion', 'signals', 'nothing', 'else', 'consequence', 'going', 'happen']" diff --git a/hw4/output.txt b/hw4/output.txt index 6e102cc..10585bb 100644 --- a/hw4/output.txt +++ b/hw4/output.txt @@ -10,4 +10,28 @@ N1: ludicrous N2: seagal N3: uninvolving N4: chuckle +N5: idiotic +The top 5 positive words: +P1: gripping +P2: outstanding +P3: astounding +P4: affecting +P5: avoids +The top 5 negative words: +N1: sucks +N2: ludicrous +N3: schumacher +N4: inject +N5: idiotic +The top 5 positive words: +P1: astounding +P2: outstanding +P3: avoids +P4: fascination +P5: animators +The top 5 negative words: +N1: sucks +N2: unintentional +N3: ludicrous +N4: atrocious N5: idiotic \ No newline at end of file diff --git a/hw4/pos_train.csv b/hw4/pos_train.csv index 53dd089..215199e 100644 --- a/hw4/pos_train.csv +++ b/hw4/pos_train.csv @@ -1,811 +1,811 @@ id,sentiment,review -839_21467,1,"['assume', 'nothing', 'phrase', 'perhaps', 'one', 'used', '1990', 'first', 'impressions', 'rumors', 'hardly', 'ever', 'seem', 'phrase', 'especially', 'goes', 'oscar', 'novak', 'architect', 'main', 'focus', 'three', 'tango', 'delightful', 'funny', 'romantic', 'comedy', 'assumptions', 'novak', 'matthew', 'perry', 'shy', 'clumsy', 'chicago', 'based', 'architect', 'along', 'openly', 'gay', 'partner', 'peter', 'steinberg', 'oliver', 'platt', 'fights', 'projects', 'day', 'day', 'one', 'job', 'restoring', 'popular', 'building', 'charles', 'newman', 'dylan', 'mcdermott', 'rich', 'well', 'known', 'businessman', 'charles', 'immediately', 'takes', 'liking', 'oscar', 'enjoys', 'personality', 'sense', 'humor', 'seeing', 'oscar', 'someone', 'could', 'trust', 'charles', 'asks', 'watch', 'girlfriend', 'unpredictable', 'adventurous', 'girl', 'named', 'amy', 'post', 'neve', 'campbell', 'makes', 'living', 'blowing', 'glass', 'charles', 'wants', 'know', 'talks', 'goes', 'point', 'make', 'sure', 'seeing', 'someone', 'else', 'course', 'oscar', 'gladly', 'takes', 'job', 'meets', 'amy', 'art', 'show', 'sparks', 'fly', 'two', 'get', 'go', 'oscar', 'feels', 'found', 'one', 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'quite', 'bit', 'wonderful', 'see', 'neve', 'campbell', 'outside', 'horror', 'movie', 'star', 'scream', '1', '2', 'upcoming', 'scream', '3', 'handles', 'comedy', 'superbly', 'voice', 'smile', 'personality', 'perfect', 'romantic', 'comedies', 'stay', 'genre', 'neve', 'neve', 'delightful', 'conflicted', 'character', 'feels', 'love', 'oscar', 'knows', 'based', 'rumors', 'gay', 'usual', 'campbell', 'likable', 'likable', 'character', 'unlike', 'two', 'leads', 'dylan', 'mcdermott', 'flat', 'dialogue', 'never', 'convincing', 'character', 'present', 'mcdermott', 'sets', 'dull', 'tone', 'scene', 'horrible', 'acting', 'stick', 'v', 'drama', 'practice', 'dylan', 'major', 'weak', 'spot', 'three', 'tango', 'direction', 'damon', 'santostefano', 'originality', 'technique', 'used', 'whatsoever', 'three', 'tango', 'lucky', 'script', 'edgy', 'perry', 'campbell', 'wonderful', 'comedy', 'else', 'film', 'would', 'disaster', 'plain', 'boring', 'look', 'three', 'tango', 'film', 'done', 'many', 'times', 'plot', 'suspiciously', 'close', '1998', 'object', 'affection', 'plot', 'never', 'completed', 'well', 'three', 'tango', 'script', 'written', 'rodney', 'patrick', 'vaccaro', 'aline', 'brosh', 'mckenna', 'fun', 'fast', 'funny', 'delivering', 'original', 'hilarious', 'gay', 'jokes', 'run', 'mill', 'material', 'certain', 'snappiness', 'dialogue', 'characters', 'always', 'keeps', 'smiling', 'unlike', 'last', 'summer', 'south', 'park', 'bigger', 'longer', 'uncut', '1997', 'three', 'tango', 'comedy', 'gay', 'element', 'crude', 'vulgar', 'script', 'wise', 'take', 'route', 'gays', 'think', 'anyway', 'offended', 'light', 'playful', 'comedy', 'prove', 'gay', 'couple', 'audience', 'laughing', 'constantly', 'three', 'tango', 'climax', 'hilarious', 'clever', 'scene', 'pure', 'irony', 'based', 'outcome', 'romantic', 'mistaken', 'identity', 'comedies', 'three', 'tango', 'gem', 'bottom', 'line', 'three', 'tango', 'light', 'sharp', 'snappy', 'romantic', 'comedy', 'superb', 'ending', 'great', 'stars', 'one', 'better', 'romantic', 'comedies', '1999']" -748_12786,1,"['movie', 'highly', 'built', 'truman', 'show', 'reviews', 'boasting', 'film', 'decade', 'breakthrough', 'leading', 'letdown', 'doubt', 'seems', 'movie', 'critical', 'acclaim', 'makes', 'think', 'going', 'ride', 'life', 'end', 'changed', 'side', 'come', 'theater', 'going', 'eh', 'fuss', 'naturally', 'truman', 'show', 'building', 'going', 'dissapointment', 'convinced', 'nestled', 'uncomfortable', 'movie', 'theater', 'chair', 'actually', 'try', 'enjoy', 'let', 'tell', 'impossibilty', 'truman', 'show', 'truly', 'film', 'decade', 'breakthrough', 'come', 'changed', 'side', 'movie', 'comes', 'around', 'lifetime', 'find', 'feeling', 'everything', 'character', 'feeling', 'friends', 'jim', 'carrey', 'shows', 'need', 'talk', 'butt', 'entertain', 'us', 'dramatic', 'hollywood', 'leading', 'men', 'film', 'difficult', 'premise', 'tackle', 'trying', 'set', 'us', 'thirty', 'years', 'truman', 'show', 'run', 'tackle', 'perfectly', 'flashbacks', 'actually', 'flashbacks', 'television', 'show', 'get', 'sense', 'viewing', 'real', 'prime', 'time', 'hit', 'way', 'camera', 'constantly', 'takes', 'forms', 'would', 'real', 'truman', 'show', 'clever', 'well', 'done', 'people', 'rejoice', 'first', 'oscar', 'worthy', 'film', 'year', 'last', 'five', 'years', 'since', 'schindler', 'list', 'movie', 'captured', 'human', 'spirit', 'true', 'despair', 'well', 'classic', 'making', 'borrow', 'line', 'esquire', 'review', 'stars', 'jim', 'carrey', 'nothing', 'career', 'date', 'nothing', 'future', 'ever', 'able', 'top', 'role', 'truman', 'burbank', 'mark', 'word', 'said', 'movie', 'lifetime', 'role', 'calibre', 'forget', 'special', 'effect', 'ladden', 'summer', 'fodder', 'drop', 'romantic', 'comedies', 'trash', 'toss', 'thrillers', 'teen', 'flicks', 'pile', 'need', 'nothing', 'truman', 'show', 'carry', 'summer', 'matter', 'year', 'oh', 'case', 'see', 'good', 'afternoon', 'good', 'evening', 'goodnight']" -253_10077,1,"['good', 'hunting', 'two', 'movies', 'one', 'independent', 'take', 'struggle', 'four', 'boston', 'pals', 'traditional', 'hollywood', 'prodigy', 'child', 'film', 'complete', 'upbeats', 'downfalls', 'sporadically', 'moving', 'situations', 'plenty', 'plenty', 'shtick', 'unusually', 'directed', 'gus', 'van', 'sant', 'good', 'hunting', 'overcomes', 'banalities', 'story', 'affirming', 'emergence', 'fresh', 'new', 'talent', 'film', 'stars', 'matt', 'damon', 'hunting', 'mathematical', 'rebellious', 'whiz', 'kid', 'inadvertly', 'discovered', 'college', 'professor', 'stellan', 'skarsgard', 'places', 'psychological', 'supervision', 'robin', 'williams', 'nutshell', 'core', 'good', 'hunting', 'damon', 'infuses', 'script', 'co', 'written', 'chasing', 'amy', 'ben', 'affleck', 'right', 'amount', 'warmth', 'sensitivity', 'humanity', 'accentuate', 'position', 'refreshing', 'multi', 'talented', 'performer', 'acting', 'hits', 'mark', 'damon', 'hits', 'right', 'notes', 'flying', 'robin', 'williams', 'deja', 'vu', 'role', 'awakenings', 'written', 'devastated', 'shrink', 'closed', 'contact', 'society', 'due', 'wife', 'tragic', 'death', 'damon', 'effortlessly', 'blends', 'carelesness', 'gregarious', 'confused', 'thug', 'absorbing', 'ingeniousness', 'someone', 'like', 'einstein', 'rich', 'complex', 'character', 'pulp', 'good', 'hunting', 'everything', 'else', 'pales', 'comparison', 'good', 'hunting', 'exposes', 'lack', 'profoundness', 'deliberately', 'schmaltzy', 'storytelling', 'unlike', 'little', 'man', 'tate', 'phenomenon', 'set', 'story', 'black', 'white', 'point', 'point', 'b', 'manner', 'saga', 'extraordinary', 'individual', 'whose', 'feasibility', 'success', 'automatically', 'signify', 'must', 'make', 'easy', 'familiar', 'choices', 'like', 'protagonists', 'aforementioned']" -147_21193,1,"['story', 'us', 'rob', 'reiner', 'film', 'second', 'movie', 'fall', 'touches', 'viewer', 'way', 'rarely', 'touched', 'film', 'see', 'everyday', 'lives', 'usually', 'year', 'films', 'well', '1999', 'two', 'instant', 'classic', 'dysfunctional', 'family', 'american', 'beauty', 'story', 'us', 'film', 'highs', 'lows', 'marriage', 'family', 'well', 'written', 'heartbreaking', 'insightful', 'film', 'made', 'majority', 'audience', 'including', 'cry', 'story', 'us', 'tells', 'story', 'ben', 'bruce', 'willis', 'katie', 'michelle', 'pfeiffer', 'jordan', 'asks', 'question', 'marriage', 'survive', '15', 'years', 'marriage', 'film', 'two', 'individuals', 'come', 'together', 'spent', 'good', 'chunk', 'lives', 'together', 'shows', 'main', 'characters', 'bad', 'times', 'us', 'good', 'times', 'story', 'us', 'entire', '15', 'years', 'marriage', 'collapsing', 'day', 'day', 'ben', 'katie', 'see', 'live', 'want', 'devastate', 'children', 'fact', 'parents', 'longer', 'least', 'say', 'love', 'anymore', 'ben', 'cartoonist', 'katie', 'crossword', 'puzzle', 'writer', 'grown', 'apart', 'fifteen', 'years', 'marriage', 'grown', 'follow', 'different', 'views', 'life', 'family', 'marriage', 'katie', 'organized', 'sophisticated', 'type', 'wants', 'plan', 'everything', 'ben', 'spontaneous', 'adventurous', 'individual', 'mind', 'things', 'differently', 'planned', 'story', 'us', 'plays', 'nicely', 'film', 'opens', 'ben', 'sharing', 'story', 'therapist', 'told', 'viewer', 'flashbacks', 'film', 'progresses', 'switches', 'ben', 'katie', 'talking', 'therapist', 'stories', 'told', 'flashbacks', 'marriage', 'method', 'highly', 'effective', 'see', 'characters', 'changing', 'year', 'year', 'slowly', 'growing', 'apart', 'flashbacks', 'get', 'see', 'story', 'character', 'eyes', 'gives', 'us', 'strong', 'sense', 'characters', 'really', 'like', 'story', 'us', 'three', 'dimensional', 'believable', 'main', 'characters', 'screenplay', 'written', 'jessie', 'nelson', 'stepmom', 'alan', 'zweibel', 'dragnet', 'touching', 'earth', 'work', 'hits', 'chord', 'within', 'viewer', 'much', 'like', 'another', 'one', 'nelson', 'films', 'stepmom', 'script', 'open', 'honesty', 'outlook', 'life', 'one', 'realistic', 'feel', 'uncomfortable', 'many', 'times', 'many', 'situations', 'characters', 'undeniably', 'familiar', 'families', 'days', 'go', 'hard', 'times', 'ben', 'katie', 'must', 'first', '15', 'minutes', 'writers', 'wrote', 'rugged', 'certainly', 'flawed', 'story', 'us', 'would', 'year', 'best', 'picture', 'bruce', 'willis', 'usual', 'action', 'adventure', 'star', 'certainly', 'turned', 'around', 'past', 'year', 'went', 'man', 'typecast', 'role', 'action', 'movies', 'distinguished', 'sophisticated', 'actor', 'last', 'summer', 'sixth', 'sense', 'story', 'us', 'willis', 'shows', 'world', 'really', 'fed', 'good', 'script', 'although', 'pick', 'willis', 'choice', 'actor', 'ben', 'jordan', 'willis', 'handles', 'nicely', 'shines', 'film', 'powerful', 'scenes', 'enough', 'make', 'performance', 'definite', 'contender', 'comes', 'awards', 'season', 'start', 'michelle', 'pfeiffer', 'pfeiffer', 'performance', 'spellbinding', 'ultimately', 'strong', 'brings', 'character', 'life', 'charisma', 'emotion', 'wonder', 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'fun', 'serial', 'killer', 'mystery', 'care', 'much', 'making', 'killer', 'pay', 'much', 'hope', 'catch', 'killer', 'story', 'cops', 'trail', 'serial', 'killer', 'mystery', 'someone', 'murdering', 'people', 'offenders', 'seven', 'deadly', 'sins', 'fat', 'man', 'gluttony', 'forced', 'eat', 'death', 'lawyer', 'greed', 'slaughtered', 'rich', 'possessions', 'could', 'go', 'revealing', 'would', 'give', 'away', 'entirely', 'much', 'makes', 'film', 'unique', 'characterization', 'good', 'guys', 'makes', 'unseen', 'villain', 'seem', 'vile', 'brad', 'pitt', 'stars', 'quite', 'excellent', 'detective', 'david', 'mills', 'cocky', 'rookie', 'however', 'morgan', 'freeman', 'even', 'better', 'detective', 'william', 'sommerset', 'wise', 'veteran', 'verge', 'retirement', 'get', 'killed', 'end', 'great', 'sense', 'camaraderie', 'often', 'provides', 'breath', 'comic', 'relief', 'impressive', 'mood', 'tense', 'fact', 'played', 'well', 'let', 'alone', 'quite', 'accomplishment', 'setting', 'takes', 'place', 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'make', 'movie', 'genre', 'dialogue', 'breezy', 'lighthearted', 'certainly', 'accessible', 'audience', 'lowest', 'common', 'denominator', 'something', 'everyone', 'romantic', 'comedy', 'making', 'prime', 'date', 'flick', 'material', 'although', 'certainly', 'inspiring', 'regard', 'revels', 'wholesome', 'well', 'rounded', 'atmosphere', 'absent', 'many', '1998', 'pictures', 'true', 'love', 'story', 'one', 'best', 'around', 'certainly', 'recommendable', 'traditional', 'slew', 'indifferent', 'year', 'open', 'releases', 'around', 'corner']" diff --git a/hw4/pos_val.csv b/hw4/pos_val.csv index 2fa8a7a..d54f83a 100644 --- a/hw4/pos_val.csv +++ b/hw4/pos_val.csv @@ -1,91 +1,91 @@ id,sentiment,review -703_16143,1,"['got', 'mail', 'definition', 'cute', 'movie', 'got', 'cute', 'stars', 'cute', 'story', 'line', 'even', 'cute', 'pets', 'despite', 'whelming', 'cuteness', 'maybe', 'loved', 'got', 'mail', 'know', 'know', 'supposed', 'film', 'critic', 'supposed', 'love', 'transparent', 'formula', 'pictures', 'like', 'darn', 'somewhere', 'along', 'way', 'got', 'mail', 'reeled', 'hook', 'line', 'sinker', 'movie', 'stars', 'tom', 'hanks', 'meg', 'ryan', 'two', 'somewhat', 'unhappy', 'new', 'yorkers', 'meet', 'aol', 'online', 'chat', 'room', 'quickly', 'become', 'close', 'friends', 'without', 'ever', 'knowing', 'others', 'identity', 'movie', 'progresses', 'though', 'begin', 'discover', 'lot', 'common', 'meanwhile', 'real', 'life', 'bitter', 'competitors', 'owns', 'quaint', 'little', 'children', 'bookstore', 'owns', 'one', 'gigantic', 'super', 'bookstores', 'offer', 'impersonal', 'service', 'discount', 'prices', 'store', 'threatens', 'run', 'store', 'business', 'online', 'relationship', 'grows', 'stronger', 'got', 'mail', 'artificial', 'movies', 'come', 'everything', 'nice', 'happy', 'end', 'characters', 'gotten', 'exactly', 'wanted', 'life', 'real', 'conflicts', 'major', 'disappointments', 'unresolved', 'issues', 'nevertheless', 'quite', 'enjoyed', 'fact', 'remember', 'last', 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'female', 'co', 'star']" -514_11187,1,"['krippendorf', 'tribe', 'formula', 'comedy', 'done', 'poorly', 'formulaic', 'comedies', 'might', 'seem', 'signify', 'downfall', 'american', 'cinema', 'however', 'every', 'one', 'emerges', 'like', 'krippendorf', 'tribe', 'actually', 'works', 'professor', 'james', 'krippendorf', 'richard', 'dreyfuss', 'renowned', 'anthropologist', 'trouble', 'university', 'gave', 'hefty', 'grant', 'discover', 'lost', 'tribe', 'new', 'guinea', 'however', 'found', 'nothing', 'wife', 'recently', 'died', 'spent', 'remainder', 'grant', 'money', 'raising', 'three', 'kids', 'shelly', 'natasha', 'lyonne', 'mickey', 'gregory', 'smith', 'edmund', 'carl', 'michael', 'lidner', 'tonight', 'expected', 'lecture', 'newfound', 'tribe', 'rather', 'break', 'news', 'face', 'consequences', 'misusing', 'funds', 'invents', 'tribe', 'shelmikedmu', 'named', 'kids', 'however', 'one', 'lie', 'begets', 'another', 'required', 'deliver', 'filmed', 'proof', 'shelmikedmu', 'research', 'becomes', 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-186_2269,1,"['never', 'member', 'robin', 'williams', 'fan', 'club', 'little', 'bit', 'improvisationaly', 'schtick', 'goes', 'long', 'way', 'sometimes', 'feel', 'though', 'watching', '40', 'year', 'old', 'class', 'clown', 'films', 'williams', 'often', 'tried', 'balance', 'mania', 'touchy', 'feely', 'emotion', 'leading', 'wildly', 'uneven', 'performances', 'mrs', 'doubtfire', 'seemed', 'ready', 'made', 'problems', 'instead', 'proves', 'williams', 'best', 'comic', 'screen', 'project', 'yet', 'still', 'contains', 'characteristic', 'self', 'indulgence', 'mrs', 'doubtfire', 'nonetheless', 'engaging', 'belly', 'laugh', 'comedy', 'served', 'high', 'energy', 'williams', 'stars', 'daniel', 'hillard', 'cartoon', 'voiceover', 'artist', 'penchant', 'irresponsible', 'behavior', 'one', 'incident', 'proves', 'one', 'many', 'wife', 'miranda', 'sally', 'field', 'files', 'divorce', 'unemployed', 'living', 'disastrously', 'unkempt', 'apartment', 'faced', 'limited', 'time', 'three', 'beloved', 'children', 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'talking', 'conniving', 'scam', 'artists', 'hip', 'hop', 'gun', 'crazy', 'sex', 'crazed', 'youths', 'sets', 'caricatures', 'demeaning', 'fault', 'rest', 'actors', 'eat', 'people', 'write', 'scripts', 'studios', 'green', 'light', 'projects', 'audiences', 'accept', 'portrayals', 'without', 'protest', 'life', 'redeeming', 'virtue', 'artistry', 'makeup', 'legend', 'rick', 'baker', 'flawlessly', 'ages', 'murphy', 'lawrence', '90', 'year', 'olds', 'otherwise', 'life', 'embarrassment', 'blot', 'resumes', 'associated', 'see', 'risk']" diff --git a/hw4/val.csv b/hw4/val.csv index be452e1..42cd9a4 100644 --- a/hw4/val.csv +++ b/hw4/val.csv @@ -1,181 +1,181 @@ id,sentiment,review -703_16143,1,"['got', 'mail', 'definition', 'cute', 'movie', 'got', 'cute', 'stars', 'cute', 'story', 'line', 'even', 'cute', 'pets', 'despite', 'whelming', 'cuteness', 'maybe', 'loved', 'got', 'mail', 'know', 'know', 'supposed', 'film', 'critic', 'supposed', 'love', 'transparent', 'formula', 'pictures', 'like', 'darn', 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-514_11187,1,"['krippendorf', 'tribe', 'formula', 'comedy', 'done', 'poorly', 'formulaic', 'comedies', 'might', 'seem', 'signify', 'downfall', 'american', 'cinema', 'however', 'every', 'one', 'emerges', 'like', 'krippendorf', 'tribe', 'actually', 'works', 'professor', 'james', 'krippendorf', 'richard', 'dreyfuss', 'renowned', 'anthropologist', 'trouble', 'university', 'gave', 'hefty', 'grant', 'discover', 'lost', 'tribe', 'new', 'guinea', 'however', 'found', 'nothing', 'wife', 'recently', 'died', 'spent', 'remainder', 'grant', 'money', 'raising', 'three', 'kids', 'shelly', 'natasha', 'lyonne', 'mickey', 'gregory', 'smith', 'edmund', 'carl', 'michael', 'lidner', 'tonight', 'expected', 'lecture', 'newfound', 'tribe', 'rather', 'break', 'news', 'face', 'consequences', 'misusing', 'funds', 'invents', 'tribe', 'shelmikedmu', 'named', 'kids', 'however', 'one', 'lie', 'begets', 'another', 'required', 'deliver', 'filmed', 'proof', 'shelmikedmu', 'research', 'becomes', 'popular', 'phenomenon', 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