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| ## | |
| # Another helper for the laply | |
| # Oh lazy dave when you'll re-read this code. | |
| ## | |
| getText <- function(txt) { | |
| txt$getText() | |
| } |
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| require('twitteR') | |
| require('RJSONIO') | |
| require('RCurl') | |
| require('stringr') | |
| require('plyr') | |
| require('Unicode') | |
| require('ggplot2') | |
| require('doBy') | |
| require('ROAuth') |
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| sentiment.words.negative <- sentiment.words('negative-words.txt') | |
| sentiment.words.positive <- sentiment.words('positive-words.txt') |
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| # Found online months ago... can't remember where. I'll find it and add due creds. | |
| multiplot <- function(..., plotlist=NULL, cols) { | |
| require(grid) | |
| # Make a list from the ... arguments and plotlist | |
| plots <- c(list(...), plotlist) | |
| numPlots = length(plots) | |
| # Make the panel | |
| plotCols = cols # Number of columns of plots | |
| plotRows = ceiling(numPlots/plotCols) # Number of rows needed, calculated from # of cols | |
| # Set up the page | |
| grid.newpage() | |
| pushViewport(viewport(layout = grid.layout(plotRows, plotCols))) | |
| vplayout <- function(x, y) | |
| viewport(layout.pos.row = x, layout.pos.col = y) | |
| # Make each plot, in the correct location | |
| for (i in 1:numPlots) { | |
| curRow = ceiling(i/plotCols) | |
| curCol = (i-1) %% plotCols + 1 | |
| print(plots[[i]], vp = vplayout(curRow, curCol )) | |
| } | |
| } |
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| # Total of "very" people is positive count + negative count | |
| # we'll need that for our next step where we re-rank companies. | |
| score.df$very.total = score.df$very.pos.count + score.df$very.neg.count | |
| score.df$percentScore = round(100 * score.df$very.pos.count / score.df$very.total) | |
| # Or if we want the loosers: | |
| score.df$percentLooser = round(100 * score.df$very.neg.count / score.df$very.total) |
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| happy <- qplot(reorder(score.df$name, -score.df$percentScore), score.df$percentScore, fill=I("orange"), | |
| geom=c("bar"), ylab="Relative Happiness", xlab="Company Ranking") + theme_bw() | |
| unhappy <- qplot(reorder(score.df$name, -score.df$percentLooser), score.df$percentLooser, fill=I("brown"), | |
| geom=c("bar"), ylab="Relative Unhappiness", xlab="Company Ranking") + theme_bw() | |
| sco <- qplot(reorder(score.df$name, -score.df$very.total), score.df$very.total, fill=I("blue"), | |
| geom=c("bar"), ylab="Social Mentions", xlab="By Company") + theme_bw() | |
| multiplot(g, sco, happy, unhappy, cols=2) |
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| ## | |
| # This list of words doens't have all I need. | |
| # | |
| # We just add 'floored' and 'disrupt' to both positive and negative so they negate each other. | |
| ## | |
| pos.words <- c(sentiment.words.positive, "epic", "amazeballs", "sick", 'floored', 'disrupt') | |
| neg.words <- c(sentiment.words.negative, "wtf", "epicfail", "stoopid", "damn", 'floored', 'disrupt') |
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| sentiment.words <- function(file) { | |
| return(scan(file, what="character", comment.char=";")) | |
| } |
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| ## | |
| # Mostly used Jeffrey Breen's code however | |
| # added unicode support for words and right now l | |
| # in the process of adding multi-language support. | |
| ## | |
| sentiment.score <- function(sentences, pos.words, neg.words, companyName, .progress='none') | |
| { | |
| scores = laply(sentences, function(sentence, pos.words, neg.words) { | |
| sentence <- gsub('[[:punct:]]', '', sentence) | |
| sentence <- gsub('[[:cntrl:]]', '', sentence) | |
| sentence <- gsub('\\d+', '', sentence) | |
| # We need this for broken tweets with random chars. | |
| sentence = try(u_to_lower_case(sentence), TRUE) | |
| # We need to implement an iconv language identification | |
| # to then load the proper words lists. Right now, | |
| # it only supports english. | |
| word.list = str_split(sentence, '\\s+') | |
| # Second level lists are teh suck. Unlist all of the things. | |
| words = unlist(word.list) | |
| pos.matches = match(words, pos.words) | |
| neg.matches = match(words, neg.words) | |
| # They are not nothing. | |
| pos.matches = !is.na(pos.matches) | |
| neg.matches = !is.na(neg.matches) | |
| score = sum(pos.matches) - sum(neg.matches) | |
| return(score) | |
| }, pos.words, neg.words, .progress=.progress ) | |
| scores.df = data.frame(score=scores, text=sentences, name=companyName) | |
| return(scores.df) | |
| } |
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| enigma.tweets <- searchTwitter('enigma_io', n=1000) | |
| enigma.text <- laply(enigma.tweets, getText) | |
| enigma.feel <- sentiment.score(enigma.text, pos.words, neg.words, 'Enigma.io') | |
| healthyout.tweets <- searchTwitter('healthyout', n=1000) | |
| healthyout.text <- laply(healthyout.tweets, getText) | |
| healthyout.feel <- sentiment.score(healthyout.text, pos.words, neg.words, 'Healthy Out') | |
| handle.tweets <- searchTwitter('@handle', n=1000) | |
| handle.text <- laply(handle.tweets, getText) | |
| handle.feel <- sentiment.score(handle.text, pos.words, neg.words, 'Handle') | |
| floored.tweets <- searchTwitter('floored3d', n=1000) | |
| floored.text <- laply(floored.tweets, getText) | |
| floored.feel <- sentiment.score(floored.text, pos.words, neg.words, 'Floored 3D') | |
| supplyshift.tweets <- searchTwitter('supplyshift', n=1000) | |
| supplyshift.text <- laply(supplyshift.tweets, getText) | |
| supplyshift.feel <- sentiment.score(supplyshift.text, pos.words, neg.words, 'Supply Shift') | |
| zenefits.tweets <- searchTwitter('zenefits', n=1000) | |
| zenefits.text <- laply(zenefits.tweets, getText) | |
| zenefits.feel <- sentiment.score(zenefits.text, pos.words, neg.words, 'Zenefits') | |
| glide.tweets <- searchTwitter('glideapp', n=1000) | |
| glide.text <- laply(glide.tweets, getText) | |
| glide.feel <- sentiment.score(glide.text, pos.words, neg.words, 'Glide App') |
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| ## Now we do the actual binding. | |
| all.scores = rbind(enigma.feel, healthyout.feel, handle.feel, | |
| floored.feel, supplyshift.feel, zenefits.feel, glide.feel) | |
| ## Now we only inspect the happy and very happy and the unhappy to very unhappy people.. as bools. | |
| all.scores$very.pos.bool = all.scores$score >= 1 | |
| all.scores$very.pos = as.numeric(all.scores$very.pos.bool) | |
| all.scores$very.neg.bool = all.scores$score <= -1 | |
| all.scores$very.neg = as.numeric(all.scores$very.neg.bool) | |
| score.df = ddply(all.scores, c('name'), summarise, | |
| very.pos.count=sum(very.pos), | |
| very.neg.count=sum(very.neg)) | |
| # Total of "very" people is positive count + negative count | |
| # we'll need that for our next step where we re-rank companies. | |
| score.df$very.total = score.df$very.pos.count + score.df$very.neg.count | |
| score.df$percentScore = round(100 * score.df$very.pos.count / score.df$very.total) | |
| # Or if we want the loosers: | |
| score.df$percentLooser = round(100 * score.df$very.neg.count / score.df$very.total) |
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| consumerKey <- 'zing' | |
| consumerSecret <- 'zong' | |
| reqURL <- 'https://api.twitter.com/oauth/request_token' | |
| accessURL <- 'https://api.twitter.com/oauth/access_token' | |
| authURL <- 'https://api.twitter.com/oauth/authorize' | |
| twitCred <- OAuthFactory$new(consumerKey=consumerKey, | |
| consumerSecret=consumerSecret, | |
| requestURL=reqURL, | |
| accessURL=accessURL, | |
| authURL=authURL) | |
| twitCred$handshake() | |
| registerTwitterOAuth(twitCred) |
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| ucfirst <- function(txt) { | |
| uc_text <- paste( | |
| u_to_upper_case(substring(txt, 1, 1)), | |
| substring(txt, 2), | |
| sep="", collapse="" | |
| ) | |
| return(uc_text) | |
| } |
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| ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;; | |
| ; | |
| ; Opinion Lexicon: Negative | |
| ; | |
| ; This file contains a list of NEGATIVE opinion words (or sentiment words). | |
| ; | |
| ; This file and the papers can all be downloaded from | |
| ; http://www.cs.uic.edu/~liub/FBS/sentiment-analysis.html | |
| ; | |
| ; If you use this list, please cite one of the following two papers: | |
| ; | |
| ; Minqing Hu and Bing Liu. "Mining and Summarizing Customer Reviews." | |
| ; Proceedings of the ACM SIGKDD International Conference on Knowledge | |
| ; Discovery and Data Mining (KDD-2004), Aug 22-25, 2004, Seattle, | |
| ; Washington, USA, | |
| ; Bing Liu, Minqing Hu and Junsheng Cheng. "Opinion Observer: Analyzing | |
| ; and Comparing Opinions on the Web." Proceedings of the 14th | |
| ; International World Wide Web conference (WWW-2005), May 10-14, | |
| ; 2005, Chiba, Japan. | |
| ; | |
| ; Notes: | |
| ; 1. The appearance of an opinion word in a sentence does not necessarily | |
| ; mean that the sentence expresses a positive or negative opinion. | |
| ; See the paper below: | |
| ; | |
| ; Bing Liu. "Sentiment Analysis and Subjectivity." An chapter in | |
| ; Handbook of Natural Language Processing, Second Edition, | |
| ; (editors: N. Indurkhya and F. J. Damerau), 2010. | |
| ; | |
| ; 2. You will notice many misspelled words in the list. They are not | |
| ; mistakes. They are included as these misspelled words appear | |
| ; frequently in social media content. | |
| ; | |
| ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;; | |
| 2-faced | |
| 2-faces | |
| abnormal | |
| abolish | |
| abominable | |
| abominably | |
| abominate | |
| abomination | |
| abort | |
| aborted | |
| aborts | |
| abrade | |
| abrasive | |
| abrupt | |
| abruptly | |
| abscond | |
| absence | |
| absent-minded | |
| absentee | |
| absurd | |
| absurdity | |
| absurdly | |
| absurdness | |
| abuse | |
| abused | |
| abuses | |
| abusive | |
| abysmal | |
| abysmally | |
| abyss | |
| accidental | |
| accost | |
| accursed | |
| accusation | |
| accusations | |
| accuse | |
| accuses | |
| accusing | |
| accusingly | |
| acerbate | |
| acerbic | |
| acerbically | |
| ache | |
| ached | |
| aches | |
| achey | |
| aching | |
| acrid | |
| acridly | |
| acridness | |
| acrimonious | |
| acrimoniously | |
| acrimony | |
| adamant | |
| adamantly | |
| addict | |
| addicted | |
| addicting | |
| addicts | |
| admonish | |
| admonisher | |
| admonishingly | |
| admonishment | |
| admonition | |
| adulterate | |
| adulterated | |
| adulteration | |
| adulterier | |
| adversarial | |
| adversary | |
| adverse | |
| adversity | |
| afflict | |
| affliction | |
| afflictive | |
| affront | |
| afraid | |
| aggravate | |
| aggravating | |
| aggravation | |
| aggression | |
| aggressive | |
| aggressiveness | |
| aggressor | |
| aggrieve | |
| aggrieved | |
| aggrivation | |
| aghast | |
| agonies | |
| agonize | |
| agonizing | |
| agonizingly | |
| agony | |
| aground | |
| ail | |
| ailing | |
| ailment | |
| aimless | |
| alarm | |
| alarmed | |
| alarming | |
| alarmingly | |
| alienate | |
| alienated | |
| alienation | |
| allegation | |
| allegations | |
| allege | |
| allergic | |
| allergies | |
| allergy | |
| aloof | |
| altercation | |
| ambiguity | |
| ambiguous | |
| ambivalence | |
| ambivalent | |
| ambush | |
| amiss | |
| amputate | |
| anarchism | |
| anarchist | |
| anarchistic | |
| anarchy | |
| anemic | |
| anger | |
| angrily | |
| angriness | |
| angry | |
| anguish | |
| animosity | |
| annihilate | |
| annihilation | |
| annoy | |
| annoyance | |
| annoyances | |
| annoyed | |
| annoying | |
| annoyingly | |
| annoys | |
| anomalous | |
| anomaly | |
| antagonism | |
| antagonist | |
| antagonistic | |
| antagonize | |
| anti- | |
| anti-american | |
| anti-israeli | |
| anti-occupation | |
| anti-proliferation | |
| anti-semites | |
| anti-social | |
| anti-us | |
| anti-white | |
| antipathy | |
| antiquated | |
| antithetical | |
| anxieties | |
| anxiety | |
| anxious | |
| anxiously | |
| anxiousness | |
| apathetic | |
| apathetically | |
| apathy | |
| apocalypse | |
| apocalyptic | |
| apologist | |
| apologists | |
| appal | |
| appall | |
| appalled | |
| appalling | |
| appallingly | |
| apprehension | |
| apprehensions | |
| apprehensive | |
| apprehensively | |
| arbitrary | |
| arcane | |
| archaic | |
| arduous | |
| arduously | |
| argumentative | |
| arrogance | |
| arrogant | |
| arrogantly | |
| ashamed | |
| asinine | |
| asininely | |
| asinininity | |
| askance | |
| asperse | |
| aspersion | |
| aspersions | |
| assail | |
| assassin | |
| assassinate | |
| assault | |
| assult | |
| astray | |
| asunder | |
| atrocious | |
| atrocities | |
| atrocity | |
| atrophy | |
| attack | |
| attacks | |
| audacious | |
| audaciously | |
| audaciousness | |
| audacity | |
| audiciously | |
| austere | |
| authoritarian | |
| autocrat | |
| autocratic | |
| avalanche | |
| avarice | |
| avaricious | |
| avariciously | |
| avenge | |
| averse | |
| aversion | |
| aweful | |
| awful | |
| awfully | |
| awfulness | |
| awkward | |
| awkwardness | |
| ax | |
| babble | |
| back-logged | |
| back-wood | |
| back-woods | |
| backache | |
| backaches | |
| backaching | |
| backbite | |
| backbiting | |
| backward | |
| backwardness | |
| backwood | |
| backwoods | |
| bad | |
| badly | |
| baffle | |
| baffled | |
| bafflement | |
| baffling | |
| bait | |
| balk | |
| banal | |
| banalize | |
| bane | |
| banish | |
| banishment | |
| bankrupt | |
| barbarian | |
| barbaric | |
| barbarically | |
| barbarity | |
| barbarous | |
| barbarously | |
| barren | |
| baseless | |
| bash | |
| bashed | |
| bashful | |
| bashing | |
| bastard | |
| bastards | |
| battered | |
| battering | |
| batty | |
| bearish | |
| beastly | |
| bedlam | |
| bedlamite | |
| befoul | |
| beg | |
| beggar | |
| beggarly | |
| begging | |
| beguile | |
| belabor | |
| belated | |
| beleaguer | |
| belie | |
| belittle | |
| belittled | |
| belittling | |
| bellicose | |
| belligerence | |
| belligerent | |
| belligerently | |
| bemoan | |
| bemoaning | |
| bemused | |
| bent | |
| berate | |
| bereave | |
| bereavement | |
| bereft | |
| berserk | |
| beseech | |
| beset | |
| besiege | |
| besmirch | |
| bestial | |
| betray | |
| betrayal | |
| betrayals | |
| betrayer | |
| betraying | |
| betrays | |
| bewail | |
| beware | |
| bewilder | |
| bewildered | |
| bewildering | |
| bewilderingly | |
| bewilderment | |
| bewitch | |
| bias | |
| biased | |
| biases | |
| bicker | |
| bickering | |
| bid-rigging | |
| bigotries | |
| bigotry | |
| bitch | |
| bitchy | |
| biting | |
| bitingly | |
| bitter | |
| bitterly | |
| bitterness | |
| bizarre | |
| blab | |
| blabber | |
| blackmail | |
| blah | |
| blame | |
| blameworthy | |
| bland | |
| blandish | |
| blaspheme | |
| blasphemous | |
| blasphemy | |
| blasted | |
| blatant | |
| blatantly | |
| blather | |
| bleak | |
| bleakly | |
| bleakness | |
| bleed | |
| bleeding | |
| bleeds | |
| blemish | |
| blind | |
| blinding | |
| blindingly | |
| blindside | |
| blister | |
| blistering | |
| bloated | |
| blockage | |
| blockhead | |
| bloodshed | |
| bloodthirsty | |
| bloody | |
| blotchy | |
| blow | |
| blunder | |
| blundering | |
| blunders | |
| blunt | |
| blur | |
| bluring | |
| blurred | |
| blurring | |
| blurry | |
| blurs | |
| blurt | |
| boastful | |
| boggle | |
| bogus | |
| boil | |
| boiling | |
| boisterous | |
| bomb | |
| bombard | |
| bombardment | |
| bombastic | |
| bondage | |
| bonkers | |
| bore | |
| bored | |
| boredom | |
| bores | |
| boring | |
| botch | |
| bother | |
| bothered | |
| bothering | |
| bothers | |
| bothersome | |
| bowdlerize | |
| boycott | |
| braggart | |
| bragger | |
| brainless | |
| brainwash | |
| brash | |
| brashly | |
| brashness | |
| brat | |
| bravado | |
| brazen | |
| brazenly | |
| brazenness | |
| breach | |
| break | |
| break-up | |
| break-ups | |
| breakdown | |
| breaking | |
| breaks | |
| breakup | |
| breakups | |
| bribery | |
| brimstone | |
| bristle | |
| brittle | |
| broke | |
| broken | |
| broken-hearted | |
| brood | |
| browbeat | |
| bruise | |
| bruised | |
| bruises | |
| bruising | |
| brusque | |
| brutal | |
| brutalising | |
| brutalities | |
| brutality | |
| brutalize | |
| brutalizing | |
| brutally | |
| brute | |
| brutish | |
| bs | |
| buckle | |
| bug | |
| bugging | |
| buggy | |
| bugs | |
| bulkier | |
| bulkiness | |
| bulky | |
| bulkyness | |
| bull**** | |
| bull---- | |
| bullies | |
| bullshit | |
| bullshyt | |
| bully | |
| bullying | |
| bullyingly | |
| bum | |
| bump | |
| bumped | |
| bumping | |
| bumpping | |
| bumps | |
| bumpy | |
| bungle | |
| bungler | |
| bungling | |
| bunk | |
| burden | |
| burdensome | |
| burdensomely | |
| burn | |
| burned | |
| burning | |
| burns | |
| bust | |
| busts | |
| busybody | |
| butcher | |
| butchery | |
| buzzing | |
| byzantine | |
| cackle | |
| calamities | |
| calamitous | |
| calamitously | |
| calamity | |
| callous | |
| calumniate | |
| calumniation | |
| calumnies | |
| calumnious | |
| calumniously | |
| calumny | |
| cancer | |
| cancerous | |
| cannibal | |
| cannibalize | |
| capitulate | |
| capricious | |
| capriciously | |
| capriciousness | |
| capsize | |
| careless | |
| carelessness | |
| caricature | |
| carnage | |
| carp | |
| cartoonish | |
| cash-strapped | |
| castigate | |
| castrated | |
| casualty | |
| cataclysm | |
| cataclysmal | |
| cataclysmic | |
| cataclysmically | |
| catastrophe | |
| catastrophes | |
| catastrophic | |
| catastrophically | |
| catastrophies | |
| caustic | |
| caustically | |
| cautionary | |
| cave | |
| censure | |
| chafe | |
| chaff | |
| chagrin | |
| challenging | |
| chaos | |
| chaotic | |
| chasten | |
| chastise | |
| chastisement | |
| chatter | |
| chatterbox | |
| cheap | |
| cheapen | |
| cheaply | |
| cheat | |
| cheated | |
| cheater | |
| cheating | |
| cheats | |
| checkered | |
| cheerless | |
| cheesy | |
| chide | |
| childish | |
| chill | |
| chilly | |
| chintzy | |
| choke | |
| choleric | |
| choppy | |
| chore | |
| chronic | |
| chunky | |
| clamor | |
| clamorous | |
| clash | |
| cliche | |
| cliched | |
| clique | |
| clog | |
| clogged | |
| clogs | |
| cloud | |
| clouding | |
| cloudy | |
| clueless | |
| clumsy | |
| clunky | |
| coarse | |
| cocky | |
| coerce | |
| coercion | |
| coercive | |
| cold | |
| coldly | |
| collapse | |
| collude | |
| collusion | |
| combative | |
| combust | |
| comical | |
| commiserate | |
| commonplace | |
| commotion | |
| commotions | |
| complacent | |
| complain | |
| complained | |
| complaining | |
| complains | |
| complaint | |
| complaints | |
| complex | |
| complicated | |
| complication | |
| complicit | |
| compulsion | |
| compulsive | |
| concede | |
| conceded | |
| conceit | |
| conceited | |
| concen | |
| concens | |
| concern | |
| concerned | |
| concerns | |
| concession | |
| concessions | |
| condemn | |
| condemnable | |
| condemnation | |
| condemned | |
| condemns | |
| condescend | |
| condescending | |
| condescendingly | |
| condescension | |
| confess | |
| confession | |
| confessions | |
| confined | |
| conflict | |
| conflicted | |
| conflicting | |
| conflicts | |
| confound | |
| confounded | |
| confounding | |
| confront | |
| confrontation | |
| confrontational | |
| confuse | |
| confused | |
| confuses | |
| confusing | |
| confusion | |
| confusions | |
| congested | |
| congestion | |
| cons | |
| conscons | |
| conservative | |
| conspicuous | |
| conspicuously | |
| conspiracies | |
| conspiracy | |
| conspirator | |
| conspiratorial | |
| conspire | |
| consternation | |
| contagious | |
| contaminate | |
| contaminated | |
| contaminates | |
| contaminating | |
| contamination | |
| contempt | |
| contemptible | |
| contemptuous | |
| contemptuously | |
| contend | |
| contention | |
| contentious | |
| contort | |
| contortions | |
| contradict | |
| contradiction | |
| contradictory | |
| contrariness | |
| contravene | |
| contrive | |
| contrived | |
| controversial | |
| controversy | |
| convoluted | |
| corrode | |
| corrosion | |
| corrosions | |
| corrosive | |
| corrupt | |
| corrupted | |
| corrupting | |
| corruption | |
| corrupts | |
| corruptted | |
| costlier | |
| costly | |
| counter-productive | |
| counterproductive | |
| coupists | |
| covetous | |
| coward | |
| cowardly | |
| crabby | |
| crack | |
| cracked | |
| cracks | |
| craftily | |
| craftly | |
| crafty | |
| cramp | |
| cramped | |
| cramping | |
| cranky | |
| crap | |
| crappy | |
| craps | |
| crash | |
| crashed | |
| crashes | |
| crashing | |
| crass | |
| craven | |
| cravenly | |
| craze | |
| crazily | |
| craziness | |
| crazy | |
| creak | |
| creaking | |
| creaks | |
| credulous | |
| creep | |
| creeping | |
| creeps | |
| creepy | |
| crept | |
| crime | |
| criminal | |
| cringe | |
| cringed | |
| cringes | |
| cripple | |
| crippled | |
| cripples | |
| crippling | |
| crisis | |
| critic | |
| critical | |
| criticism | |
| criticisms | |
| criticize | |
| criticized | |
| criticizing | |
| critics | |
| cronyism | |
| crook | |
| crooked | |
| crooks | |
| crowded | |
| crowdedness | |
| crude | |
| cruel | |
| crueler | |
| cruelest | |
| cruelly | |
| cruelness | |
| cruelties | |
| cruelty | |
| crumble | |
| crumbling | |
| crummy | |
| crumple | |
| crumpled | |
| crumples | |
| crush | |
| crushed | |
| crushing | |
| cry | |
| culpable | |
| culprit | |
| cumbersome | |
| cunt | |
| cunts | |
| cuplrit | |
| curse | |
| cursed | |
| curses | |
| curt | |
| cuss | |
| cussed | |
| cutthroat | |
| cynical | |
| cynicism | |
| d*mn | |
| damage | |
| damaged | |
| damages | |
| damaging | |
| damn | |
| damnable | |
| damnably | |
| damnation | |
| damned | |
| damning | |
| damper | |
| danger | |
| dangerous | |
| dangerousness | |
| dark | |
| darken | |
| darkened | |
| darker | |
| darkness | |
| dastard | |
| dastardly | |
| daunt | |
| daunting | |
| dauntingly | |
| dawdle | |
| daze | |
| dazed | |
| dead | |
| deadbeat | |
| deadlock | |
| deadly | |
| deadweight | |
| deaf | |
| dearth | |
| death | |
| debacle | |
| debase | |
| debasement | |
| debaser | |
| debatable | |
| debauch | |
| debaucher | |
| debauchery | |
| debilitate | |
| debilitating | |
| debility | |
| debt | |
| debts | |
| decadence | |
| decadent | |
| decay | |
| decayed | |
| deceit | |
| deceitful | |
| deceitfully | |
| deceitfulness | |
| deceive | |
| deceiver | |
| deceivers | |
| deceiving | |
| deception | |
| deceptive | |
| deceptively | |
| declaim | |
| decline | |
| declines | |
| declining | |
| decrement | |
| decrepit | |
| decrepitude | |
| decry | |
| defamation | |
| defamations | |
| defamatory | |
| defame | |
| defect | |
| defective | |
| defects | |
| defensive | |
| defiance | |
| defiant | |
| defiantly | |
| deficiencies | |
| deficiency | |
| deficient | |
| defile | |
| defiler | |
| deform | |
| deformed | |
| defrauding | |
| defunct | |
| defy | |
| degenerate | |
| degenerately | |
| degeneration | |
| degradation | |
| degrade | |
| degrading | |
| degradingly | |
| dehumanization | |
| dehumanize | |
| deign | |
| deject | |
| dejected | |
| dejectedly | |
| dejection | |
| delay | |
| delayed | |
| delaying | |
| delays | |
| delinquency | |
| delinquent | |
| delirious | |
| delirium | |
| delude | |
| deluded | |
| deluge | |
| delusion | |
| delusional | |
| delusions | |
| demean | |
| demeaning | |
| demise | |
| demolish | |
| demolisher | |
| demon | |
| demonic | |
| demonize | |
| demonized | |
| demonizes | |
| demonizing | |
| demoralize | |
| demoralizing | |
| demoralizingly | |
| denial | |
| denied | |
| denies | |
| denigrate | |
| denounce | |
| dense | |
| dent | |
| dented | |
| dents | |
| denunciate | |
| denunciation | |
| denunciations | |
| deny | |
| denying | |
| deplete | |
| deplorable | |
| deplorably | |
| deplore | |
| deploring | |
| deploringly | |
| deprave | |
| depraved | |
| depravedly | |
| deprecate | |
| depress | |
| depressed | |
| depressing | |
| depressingly | |
| depression | |
| depressions | |
| deprive | |
| deprived | |
| deride | |
| derision | |
| derisive | |
| derisively | |
| derisiveness | |
| derogatory | |
| desecrate | |
| desert | |
| desertion | |
| desiccate | |
| desiccated | |
| desititute | |
| desolate | |
| desolately | |
| desolation | |
| despair | |
| despairing | |
| despairingly | |
| desperate | |
| desperately | |
| desperation | |
| despicable | |
| despicably | |
| despise | |
| despised | |
| despoil | |
| despoiler | |
| despondence | |
| despondency | |
| despondent | |
| despondently | |
| despot | |
| despotic | |
| despotism | |
| destabilisation | |
| destains | |
| destitute | |
| destitution | |
| destroy | |
| destroyer | |
| destruction | |
| destructive | |
| desultory | |
| deter | |
| deteriorate | |
| deteriorating | |
| deterioration | |
| deterrent | |
| detest | |
| detestable | |
| detestably | |
| detested | |
| detesting | |
| detests | |
| detract | |
| detracted | |
| detracting | |
| detraction | |
| detracts | |
| detriment | |
| detrimental | |
| devastate | |
| devastated | |
| devastates | |
| devastating | |
| devastatingly | |
| devastation | |
| deviate | |
| deviation | |
| devil | |
| devilish | |
| devilishly | |
| devilment | |
| devilry | |
| devious | |
| deviously | |
| deviousness | |
| devoid | |
| diabolic | |
| diabolical | |
| diabolically | |
| diametrically | |
| diappointed | |
| diatribe | |
| diatribes | |
| dick | |
| dictator | |
| dictatorial | |
| die | |
| die-hard | |
| died | |
| dies | |
| difficult | |
| difficulties | |
| difficulty | |
| diffidence | |
| dilapidated | |
| dilemma | |
| dilly-dally | |
| dim | |
| dimmer | |
| din | |
| ding | |
| dings | |
| dinky | |
| dire | |
| direly | |
| direness | |
| dirt | |
| dirtbag | |
| dirtbags | |
| dirts | |
| dirty | |
| disable | |
| disabled | |
| disaccord | |
| disadvantage | |
| disadvantaged | |
| disadvantageous | |
| disadvantages | |
| disaffect | |
| disaffected | |
| disaffirm | |
| disagree | |
| disagreeable | |
| disagreeably | |
| disagreed | |
| disagreeing | |
| disagreement | |
| disagrees | |
| disallow | |
| disapointed | |
| disapointing | |
| disapointment | |
| disappoint | |
| disappointed | |
| disappointing | |
| disappointingly | |
| disappointment | |
| disappointments | |
| disappoints | |
| disapprobation | |
| disapproval | |
| disapprove | |
| disapproving | |
| disarm | |
| disarray | |
| disaster | |
| disasterous | |
| disastrous | |
| disastrously | |
| disavow | |
| disavowal | |
| disbelief | |
| disbelieve | |
| disbeliever | |
| disclaim | |
| discombobulate | |
| discomfit | |
| discomfititure | |
| discomfort | |
| discompose | |
| disconcert | |
| disconcerted | |
| disconcerting | |
| disconcertingly | |
| disconsolate | |
| disconsolately | |
| disconsolation | |
| discontent | |
| discontented | |
| discontentedly | |
| discontinued | |
| discontinuity | |
| discontinuous | |
| discord | |
| discordance | |
| discordant | |
| discountenance | |
| discourage | |
| discouragement | |
| discouraging | |
| discouragingly | |
| discourteous | |
| discourteously | |
| discoutinous | |
| discredit | |
| discrepant | |
| discriminate | |
| discrimination | |
| discriminatory | |
| disdain | |
| disdained | |
| disdainful | |
| disdainfully | |
| disfavor | |
| disgrace | |
| disgraced | |
| disgraceful | |
| disgracefully | |
| disgruntle | |
| disgruntled | |
| disgust | |
| disgusted | |
| disgustedly | |
| disgustful | |
| disgustfully | |
| disgusting | |
| disgustingly | |
| dishearten | |
| disheartening | |
| dishearteningly | |
| dishonest | |
| dishonestly | |
| dishonesty | |
| dishonor | |
| dishonorable | |
| dishonorablely | |
| disillusion | |
| disillusioned | |
| disillusionment | |
| disillusions | |
| disinclination | |
| disinclined | |
| disingenuous | |
| disingenuously | |
| disintegrate | |
| disintegrated | |
| disintegrates | |
| disintegration | |
| disinterest | |
| disinterested | |
| dislike | |
| disliked | |
| dislikes | |
| disliking | |
| dislocated | |
| disloyal | |
| disloyalty | |
| dismal | |
| dismally | |
| dismalness | |
| dismay | |
| dismayed | |
| dismaying | |
| dismayingly | |
| dismissive | |
| dismissively | |
| disobedience | |
| disobedient | |
| disobey | |
| disoobedient | |
| disorder | |
| disordered | |
| disorderly | |
| disorganized | |
| disorient | |
| disoriented | |
| disown | |
| disparage | |
| disparaging | |
| disparagingly | |
| dispensable | |
| dispirit | |
| dispirited | |
| dispiritedly | |
| dispiriting | |
| displace | |
| displaced | |
| displease | |
| displeased | |
| displeasing | |
| displeasure | |
| disproportionate | |
| disprove | |
| disputable | |
| dispute | |
| disputed | |
| disquiet | |
| disquieting | |
| disquietingly | |
| disquietude | |
| disregard | |
| disregardful | |
| disreputable | |
| disrepute | |
| disrespect | |
| disrespectable | |
| disrespectablity | |
| disrespectful | |
| disrespectfully | |
| disrespectfulness | |
| disrespecting | |
| disrupt | |
| disruption | |
| disruptive | |
| diss | |
| dissapointed | |
| dissappointed | |
| dissappointing | |
| dissatisfaction | |
| dissatisfactory | |
| dissatisfied | |
| dissatisfies | |
| dissatisfy | |
| dissatisfying | |
| dissed | |
| dissemble | |
| dissembler | |
| dissension | |
| dissent | |
| dissenter | |
| dissention | |
| disservice | |
| disses | |
| dissidence | |
| dissident | |
| dissidents | |
| dissing | |
| dissocial | |
| dissolute | |
| dissolution | |
| dissonance | |
| dissonant | |
| dissonantly | |
| dissuade | |
| dissuasive | |
| distains | |
| distaste | |
| distasteful | |
| distastefully | |
| distort | |
| distorted | |
| distortion | |
| distorts | |
| distract | |
| distracting | |
| distraction | |
| distraught | |
| distraughtly | |
| distraughtness | |
| distress | |
| distressed | |
| distressing | |
| distressingly | |
| distrust | |
| distrustful | |
| distrusting | |
| disturb | |
| disturbance | |
| disturbed | |
| disturbing | |
| disturbingly | |
| disunity | |
| disvalue | |
| divergent | |
| divisive | |
| divisively | |
| divisiveness | |
| dizzing | |
| dizzingly | |
| dizzy | |
| doddering | |
| dodgey | |
| dogged | |
| doggedly | |
| dogmatic | |
| doldrums | |
| domineer | |
| domineering | |
| donside | |
| doom | |
| doomed | |
| doomsday | |
| dope | |
| doubt | |
| doubtful | |
| doubtfully | |
| doubts | |
| douchbag | |
| douchebag | |
| douchebags | |
| downbeat | |
| downcast | |
| downer | |
| downfall | |
| downfallen | |
| downgrade | |
| downhearted | |
| downheartedly | |
| downhill | |
| downside | |
| downsides | |
| downturn | |
| downturns | |
| drab | |
| draconian | |
| draconic | |
| drag | |
| dragged | |
| dragging | |
| dragoon | |
| drags | |
| drain | |
| drained | |
| draining | |
| drains | |
| drastic | |
| drastically | |
| drawback | |
| drawbacks | |
| dread | |
| dreadful | |
| dreadfully | |
| dreadfulness | |
| dreary | |
| dripped | |
| dripping | |
| drippy | |
| drips | |
| drones | |
| droop | |
| droops | |
| drop-out | |
| drop-outs | |
| dropout | |
| dropouts | |
| drought | |
| drowning | |
| drunk | |
| drunkard | |
| drunken | |
| dubious | |
| dubiously | |
| dubitable | |
| dud | |
| dull | |
| dullard | |
| dumb | |
| dumbfound | |
| dump | |
| dumped | |
| dumping | |
| dumps | |
| dunce | |
| dungeon | |
| dungeons | |
| dupe | |
| dust | |
| dusty | |
| dwindling | |
| dying | |
| earsplitting | |
| eccentric | |
| eccentricity | |
| effigy | |
| effrontery | |
| egocentric | |
| egomania | |
| egotism | |
| egotistical | |
| egotistically | |
| egregious | |
| egregiously | |
| election-rigger | |
| elimination | |
| emaciated | |
| emasculate | |
| embarrass | |
| embarrassing | |
| embarrassingly | |
| embarrassment | |
| embattled | |
| embroil | |
| embroiled | |
| embroilment | |
| emergency | |
| emphatic | |
| emphatically | |
| emptiness | |
| encroach | |
| encroachment | |
| endanger | |
| enemies | |
| enemy | |
| enervate | |
| enfeeble | |
| enflame | |
| engulf | |
| enjoin | |
| enmity | |
| enrage | |
| enraged | |
| enraging | |
| enslave | |
| entangle | |
| entanglement | |
| entrap | |
| entrapment | |
| envious | |
| enviously | |
| enviousness | |
| epidemic | |
| equivocal | |
| erase | |
| erode | |
| erodes | |
| erosion | |
| err | |
| errant | |
| erratic | |
| erratically | |
| erroneous | |
| erroneously | |
| error | |
| errors | |
| eruptions | |
| escapade | |
| eschew | |
| estranged | |
| evade | |
| evasion | |
| evasive | |
| evil | |
| evildoer | |
| evils | |
| eviscerate | |
| exacerbate | |
| exagerate | |
| exagerated | |
| exagerates | |
| exaggerate | |
| exaggeration | |
| exasperate | |
| exasperated | |
| exasperating | |
| exasperatingly | |
| exasperation | |
| excessive | |
| excessively | |
| exclusion | |
| excoriate | |
| excruciating | |
| excruciatingly | |
| excuse | |
| excuses | |
| execrate | |
| exhaust | |
| exhausted | |
| exhaustion | |
| exhausts | |
| exhorbitant | |
| exhort | |
| exile | |
| exorbitant | |
| exorbitantance | |
| exorbitantly | |
| expel | |
| expensive | |
| expire | |
| expired | |
| explode | |
| exploit | |
| exploitation | |
| explosive | |
| expropriate | |
| expropriation | |
| expulse | |
| expunge | |
| exterminate | |
| extermination | |
| extinguish | |
| extort | |
| extortion | |
| extraneous | |
| extravagance | |
| extravagant | |
| extravagantly | |
| extremism | |
| extremist | |
| extremists | |
| eyesore | |
| f**k | |
| fabricate | |
| fabrication | |
| facetious | |
| facetiously | |
| fail | |
| failed | |
| failing | |
| fails | |
| failure | |
| failures | |
| faint | |
| fainthearted | |
| faithless | |
| fake | |
| fall | |
| fallacies | |
| fallacious | |
| fallaciously | |
| fallaciousness | |
| fallacy | |
| fallen | |
| falling | |
| fallout | |
| falls | |
| false | |
| falsehood | |
| falsely | |
| falsify | |
| falter | |
| faltered | |
| famine | |
| famished | |
| fanatic | |
| fanatical | |
| fanatically | |
| fanaticism | |
| fanatics | |
| fanciful | |
| far-fetched | |
| farce | |
| farcical | |
| farcical-yet-provocative | |
| farcically | |
| farfetched | |
| fascism | |
| fascist | |
| fastidious | |
| fastidiously | |
| fastuous | |
| fat | |
| fat-cat | |
| fat-cats | |
| fatal | |
| fatalistic | |
| fatalistically | |
| fatally | |
| fatcat | |
| fatcats | |
| fateful | |
| fatefully | |
| fathomless | |
| fatigue | |
| fatigued | |
| fatique | |
| fatty | |
| fatuity | |
| fatuous | |
| fatuously | |
| fault | |
| faults | |
| faulty | |
| fawningly | |
| faze | |
| fear | |
| fearful | |
| fearfully | |
| fears | |
| fearsome | |
| feckless | |
| feeble | |
| feeblely | |
| feebleminded | |
| feign | |
| feint | |
| fell | |
| felon | |
| felonious | |
| ferociously | |
| ferocity | |
| fetid | |
| fever | |
| feverish | |
| fevers | |
| fiasco | |
| fib | |
| fibber | |
| fickle | |
| fiction | |
| fictional | |
| fictitious | |
| fidget | |
| fidgety | |
| fiend | |
| fiendish | |
| fierce | |
| figurehead | |
| filth | |
| filthy | |
| finagle | |
| finicky | |
| fissures | |
| fist | |
| flabbergast | |
| flabbergasted | |
| flagging | |
| flagrant | |
| flagrantly | |
| flair | |
| flairs | |
| flak | |
| flake | |
| flakey | |
| flakieness | |
| flaking | |
| flaky | |
| flare | |
| flares | |
| flareup | |
| flareups | |
| flat-out | |
| flaunt | |
| flaw | |
| flawed | |
| flaws | |
| flee | |
| fleed | |
| fleeing | |
| fleer | |
| flees | |
| fleeting | |
| flicering | |
| flicker | |
| flickering | |
| flickers | |
| flighty | |
| flimflam | |
| flimsy | |
| flirt | |
| flirty | |
| floored | |
| flounder | |
| floundering | |
| flout | |
| fluster | |
| foe | |
| fool | |
| fooled | |
| foolhardy | |
| foolish | |
| foolishly | |
| foolishness | |
| forbid | |
| forbidden | |
| forbidding | |
| forceful | |
| foreboding | |
| forebodingly | |
| forfeit | |
| forged | |
| forgetful | |
| forgetfully | |
| forgetfulness | |
| forlorn | |
| forlornly | |
| forsake | |
| forsaken | |
| forswear | |
| foul | |
| foully | |
| foulness | |
| fractious | |
| fractiously | |
| fracture | |
| fragile | |
| fragmented | |
| frail | |
| frantic | |
| frantically | |
| franticly | |
| fraud | |
| fraudulent | |
| fraught | |
| frazzle | |
| frazzled | |
| freak | |
| freaking | |
| freakish | |
| freakishly | |
| freaks | |
| freeze | |
| freezes | |
| freezing | |
| frenetic | |
| frenetically | |
| frenzied | |
| frenzy | |
| fret | |
| fretful | |
| frets | |
| friction | |
| frictions | |
| fried | |
| friggin | |
| frigging | |
| fright | |
| frighten | |
| frightening | |
| frighteningly | |
| frightful | |
| frightfully | |
| frigid | |
| frost | |
| frown | |
| froze | |
| frozen | |
| fruitless | |
| fruitlessly | |
| frustrate | |
| frustrated | |
| frustrates | |
| frustrating | |
| frustratingly | |
| frustration | |
| frustrations | |
| fuck | |
| fucking | |
| fudge | |
| fugitive | |
| full-blown | |
| fulminate | |
| fumble | |
| fume | |
| fumes | |
| fundamentalism | |
| funky | |
| funnily | |
| funny | |
| furious | |
| furiously | |
| furor | |
| fury | |
| fuss | |
| fussy | |
| fustigate | |
| fusty | |
| futile | |
| futilely | |
| futility | |
| fuzzy | |
| gabble | |
| gaff | |
| gaffe | |
| gainsay | |
| gainsayer | |
| gall | |
| galling | |
| gallingly | |
| galls | |
| gangster | |
| gape | |
| garbage | |
| garish | |
| gasp | |
| gauche | |
| gaudy | |
| gawk | |
| gawky | |
| geezer | |
| genocide | |
| get-rich | |
| ghastly | |
| ghetto | |
| ghosting | |
| gibber | |
| gibberish | |
| gibe | |
| giddy | |
| gimmick | |
| gimmicked | |
| gimmicking | |
| gimmicks | |
| gimmicky | |
| glare | |
| glaringly | |
| glib | |
| glibly | |
| glitch | |
| glitches | |
| gloatingly | |
| gloom | |
| gloomy | |
| glower | |
| glum | |
| glut | |
| gnawing | |
| goad | |
| goading | |
| god-awful | |
| goof | |
| goofy | |
| goon | |
| gossip | |
| graceless | |
| gracelessly | |
| graft | |
| grainy | |
| grapple | |
| grate | |
| grating | |
| gravely | |
| greasy | |
| greed | |
| greedy | |
| grief | |
| grievance | |
| grievances | |
| grieve | |
| grieving | |
| grievous | |
| grievously | |
| grim | |
| grimace | |
| grind | |
| gripe | |
| gripes | |
| grisly | |
| gritty | |
| gross | |
| grossly | |
| grotesque | |
| grouch | |
| grouchy | |
| groundless | |
| grouse | |
| growl | |
| grudge | |
| grudges | |
| grudging | |
| grudgingly | |
| gruesome | |
| gruesomely | |
| gruff | |
| grumble | |
| grumpier | |
| grumpiest | |
| grumpily | |
| grumpish | |
| grumpy | |
| guile | |
| guilt | |
| guiltily | |
| guilty | |
| gullible | |
| gutless | |
| gutter | |
| hack | |
| hacks | |
| haggard | |
| haggle | |
| hairloss | |
| halfhearted | |
| halfheartedly | |
| hallucinate | |
| hallucination | |
| hamper | |
| hampered | |
| handicapped | |
| hang | |
| hangs | |
| haphazard | |
| hapless | |
| harangue | |
| harass | |
| harassed | |
| harasses | |
| harassment | |
| harboring | |
| harbors | |
| hard | |
| hard-hit | |
| hard-line | |
| hard-liner | |
| hardball | |
| harden | |
| hardened | |
| hardheaded | |
| hardhearted | |
| hardliner | |
| hardliners | |
| hardship | |
| hardships | |
| harm | |
| harmed | |
| harmful | |
| harms | |
| harpy | |
| harridan | |
| harried | |
| harrow | |
| harsh | |
| harshly | |
| hasseling | |
| hassle | |
| hassled | |
| hassles | |
| haste | |
| hastily | |
| hasty | |
| hate | |
| hated | |
| hateful | |
| hatefully | |
| hatefulness | |
| hater | |
| haters | |
| hates | |
| hating | |
| hatred | |
| haughtily | |
| haughty | |
| haunt | |
| haunting | |
| havoc | |
| hawkish | |
| haywire | |
| hazard | |
| hazardous | |
| haze | |
| hazy | |
| head-aches | |
| headache | |
| headaches | |
| heartbreaker | |
| heartbreaking | |
| heartbreakingly | |
| heartless | |
| heathen | |
| heavy-handed | |
| heavyhearted | |
| heck | |
| heckle | |
| heckled | |
| heckles | |
| hectic | |
| hedge | |
| hedonistic | |
| heedless | |
| hefty | |
| hegemonism | |
| hegemonistic | |
| hegemony | |
| heinous | |
| hell | |
| hell-bent | |
| hellion | |
| hells | |
| helpless | |
| helplessly | |
| helplessness | |
| heresy | |
| heretic | |
| heretical | |
| hesitant | |
| hestitant | |
| hideous | |
| hideously | |
| hideousness | |
| high-priced | |
| hiliarious | |
| hinder | |
| hindrance | |
| hiss | |
| hissed | |
| hissing | |
| ho-hum | |
| hoard | |
| hoax | |
| hobble | |
| hogs | |
| hollow | |
| hoodium | |
| hoodwink | |
| hooligan | |
| hopeless | |
| hopelessly | |
| hopelessness | |
| horde | |
| horrendous | |
| horrendously | |
| horrible | |
| horrid | |
| horrific | |
| horrified | |
| horrifies | |
| horrify | |
| horrifying | |
| horrifys | |
| hostage | |
| hostile | |
| hostilities | |
| hostility | |
| hotbeds | |
| hothead | |
| hotheaded | |
| hothouse | |
| hubris | |
| huckster | |
| hum | |
| humid | |
| humiliate | |
| humiliating | |
| humiliation | |
| humming | |
| hung | |
| hurt | |
| hurted | |
| hurtful | |
| hurting | |
| hurts | |
| hustler | |
| hype | |
| hypocricy | |
| hypocrisy | |
| hypocrite | |
| hypocrites | |
| hypocritical | |
| hypocritically | |
| hysteria | |
| hysteric | |
| hysterical | |
| hysterically | |
| hysterics | |
| idiocies | |
| idiocy | |
| idiot | |
| idiotic | |
| idiotically | |
| idiots | |
| idle | |
| ignoble | |
| ignominious | |
| ignominiously | |
| ignominy | |
| ignorance | |
| ignorant | |
| ignore | |
| ill-advised | |
| ill-conceived | |
| ill-defined | |
| ill-designed | |
| ill-fated | |
| ill-favored | |
| ill-formed | |
| ill-mannered | |
| ill-natured | |
| ill-sorted | |
| ill-tempered | |
| ill-treated | |
| ill-treatment | |
| ill-usage | |
| ill-used | |
| illegal | |
| illegally | |
| illegitimate | |
| illicit | |
| illiterate | |
| illness | |
| illogic | |
| illogical | |
| illogically | |
| illusion | |
| illusions | |
| illusory | |
| imaginary | |
| imbalance | |
| imbecile | |
| imbroglio | |
| immaterial | |
| immature | |
| imminence | |
| imminently | |
| immobilized | |
| immoderate | |
| immoderately | |
| immodest | |
| immoral | |
| immorality | |
| immorally | |
| immovable | |
| impair | |
| impaired | |
| impasse | |
| impatience | |
| impatient | |
| impatiently | |
| impeach | |
| impedance | |
| impede | |
| impediment | |
| impending | |
| impenitent | |
| imperfect | |
| imperfection | |
| imperfections | |
| imperfectly | |
| imperialist | |
| imperil | |
| imperious | |
| imperiously | |
| impermissible | |
| impersonal | |
| impertinent | |
| impetuous | |
| impetuously | |
| impiety | |
| impinge | |
| impious | |
| implacable | |
| implausible | |
| implausibly | |
| implicate | |
| implication | |
| implode | |
| impolite | |
| impolitely | |
| impolitic | |
| importunate | |
| importune | |
| impose | |
| imposers | |
| imposing | |
| imposition | |
| impossible | |
| impossiblity | |
| impossibly | |
| impotent | |
| impoverish | |
| impoverished | |
| impractical | |
| imprecate | |
| imprecise | |
| imprecisely | |
| imprecision | |
| imprison | |
| imprisonment | |
| improbability | |
| improbable | |
| improbably | |
| improper | |
| improperly | |
| impropriety | |
| imprudence | |
| imprudent | |
| impudence | |
| impudent | |
| impudently | |
| impugn | |
| impulsive | |
| impulsively | |
| impunity | |
| impure | |
| impurity | |
| inability | |
| inaccuracies | |
| inaccuracy | |
| inaccurate | |
| inaccurately | |
| inaction | |
| inactive | |
| inadequacy | |
| inadequate | |
| inadequately | |
| inadverent | |
| inadverently | |
| inadvisable | |
| inadvisably | |
| inane | |
| inanely | |
| inappropriate | |
| inappropriately | |
| inapt | |
| inaptitude | |
| inarticulate | |
| inattentive | |
| inaudible | |
| incapable | |
| incapably | |
| incautious | |
| incendiary | |
| incense | |
| incessant | |
| incessantly | |
| incite | |
| incitement | |
| incivility | |
| inclement | |
| incognizant | |
| incoherence | |
| incoherent | |
| incoherently | |
| incommensurate | |
| incomparable | |
| incomparably | |
| incompatability | |
| incompatibility | |
| incompatible | |
| incompetence | |
| incompetent | |
| incompetently | |
| incomplete | |
| incompliant | |
| incomprehensible | |
| incomprehension | |
| inconceivable | |
| inconceivably | |
| incongruous | |
| incongruously | |
| inconsequent | |
| inconsequential | |
| inconsequentially | |
| inconsequently | |
| inconsiderate | |
| inconsiderately | |
| inconsistence | |
| inconsistencies | |
| inconsistency | |
| inconsistent | |
| inconsolable | |
| inconsolably | |
| inconstant | |
| inconvenience | |
| inconveniently | |
| incorrect | |
| incorrectly | |
| incorrigible | |
| incorrigibly | |
| incredulous | |
| incredulously | |
| inculcate | |
| indecency | |
| indecent | |
| indecently | |
| indecision | |
| indecisive | |
| indecisively | |
| indecorum | |
| indefensible | |
| indelicate | |
| indeterminable | |
| indeterminably | |
| indeterminate | |
| indifference | |
| indifferent | |
| indigent | |
| indignant | |
| indignantly | |
| indignation | |
| indignity | |
| indiscernible | |
| indiscreet | |
| indiscreetly | |
| indiscretion | |
| indiscriminate | |
| indiscriminately | |
| indiscriminating | |
| indistinguishable | |
| indoctrinate | |
| indoctrination | |
| indolent | |
| indulge | |
| ineffective | |
| ineffectively | |
| ineffectiveness | |
| ineffectual | |
| ineffectually | |
| ineffectualness | |
| inefficacious | |
| inefficacy | |
| inefficiency | |
| inefficient | |
| inefficiently | |
| inelegance | |
| inelegant | |
| ineligible | |
| ineloquent | |
| ineloquently | |
| inept | |
| ineptitude | |
| ineptly | |
| inequalities | |
| inequality | |
| inequitable | |
| inequitably | |
| inequities | |
| inescapable | |
| inescapably | |
| inessential | |
| inevitable | |
| inevitably | |
| inexcusable | |
| inexcusably | |
| inexorable | |
| inexorably | |
| inexperience | |
| inexperienced | |
| inexpert | |
| inexpertly | |
| inexpiable | |
| inexplainable | |
| inextricable | |
| inextricably | |
| infamous | |
| infamously | |
| infamy | |
| infected | |
| infection | |
| infections | |
| inferior | |
| inferiority | |
| infernal | |
| infest | |
| infested | |
| infidel | |
| infidels | |
| infiltrator | |
| infiltrators | |
| infirm | |
| inflame | |
| inflammation | |
| inflammatory | |
| inflammed | |
| inflated | |
| inflationary | |
| inflexible | |
| inflict | |
| infraction | |
| infringe | |
| infringement | |
| infringements | |
| infuriate | |
| infuriated | |
| infuriating | |
| infuriatingly | |
| inglorious | |
| ingrate | |
| ingratitude | |
| inhibit | |
| inhibition | |
| inhospitable | |
| inhospitality | |
| inhuman | |
| inhumane | |
| inhumanity | |
| inimical | |
| inimically | |
| iniquitous | |
| iniquity | |
| injudicious | |
| injure | |
| injurious | |
| injury | |
| injustice | |
| injustices | |
| innuendo | |
| inoperable | |
| inopportune | |
| inordinate | |
| inordinately | |
| insane | |
| insanely | |
| insanity | |
| insatiable | |
| insecure | |
| insecurity | |
| insensible | |
| insensitive | |
| insensitively | |
| insensitivity | |
| insidious | |
| insidiously | |
| insignificance | |
| insignificant | |
| insignificantly | |
| insincere | |
| insincerely | |
| insincerity | |
| insinuate | |
| insinuating | |
| insinuation | |
| insociable | |
| insolence | |
| insolent | |
| insolently | |
| insolvent | |
| insouciance | |
| instability | |
| instable | |
| instigate | |
| instigator | |
| instigators | |
| insubordinate | |
| insubstantial | |
| insubstantially | |
| insufferable | |
| insufferably | |
| insufficiency | |
| insufficient | |
| insufficiently | |
| insular | |
| insult | |
| insulted | |
| insulting | |
| insultingly | |
| insults | |
| insupportable | |
| insupportably | |
| insurmountable | |
| insurmountably | |
| insurrection | |
| intefere | |
| inteferes | |
| intense | |
| interfere | |
| interference | |
| interferes | |
| intermittent | |
| interrupt | |
| interruption | |
| interruptions | |
| intimidate | |
| intimidating | |
| intimidatingly | |
| intimidation | |
| intolerable | |
| intolerablely | |
| intolerance | |
| intoxicate | |
| intractable | |
| intransigence | |
| intransigent | |
| intrude | |
| intrusion | |
| intrusive | |
| inundate | |
| inundated | |
| invader | |
| invalid | |
| invalidate | |
| invalidity | |
| invasive | |
| invective | |
| inveigle | |
| invidious | |
| invidiously | |
| invidiousness | |
| invisible | |
| involuntarily | |
| involuntary | |
| irascible | |
| irate | |
| irately | |
| ire | |
| irk | |
| irked | |
| irking | |
| irks | |
| irksome | |
| irksomely | |
| irksomeness | |
| irksomenesses | |
| ironic | |
| ironical | |
| ironically | |
| ironies | |
| irony | |
| irragularity | |
| irrational | |
| irrationalities | |
| irrationality | |
| irrationally | |
| irrationals | |
| irreconcilable | |
| irrecoverable | |
| irrecoverableness | |
| irrecoverablenesses | |
| irrecoverably | |
| irredeemable | |
| irredeemably | |
| irreformable | |
| irregular | |
| irregularity | |
| irrelevance | |
| irrelevant | |
| irreparable | |
| irreplacible | |
| irrepressible | |
| irresolute | |
| irresolvable | |
| irresponsible | |
| irresponsibly | |
| irretating | |
| irretrievable | |
| irreversible | |
| irritable | |
| irritably | |
| irritant | |
| irritate | |
| irritated | |
| irritating | |
| irritation | |
| irritations | |
| isolate | |
| isolated | |
| isolation | |
| issue | |
| issues | |
| itch | |
| itching | |
| itchy | |
| jabber | |
| jaded | |
| jagged | |
| jam | |
| jarring | |
| jaundiced | |
| jealous | |
| jealously | |
| jealousness | |
| jealousy | |
| jeer | |
| jeering | |
| jeeringly | |
| jeers | |
| jeopardize | |
| jeopardy | |
| jerk | |
| jerky | |
| jitter | |
| jitters | |
| jittery | |
| job-killing | |
| jobless | |
| joke | |
| joker | |
| jolt | |
| judder | |
| juddering | |
| judders | |
| jumpy | |
| junk | |
| junky | |
| junkyard | |
| jutter | |
| jutters | |
| kaput | |
| kill | |
| killed | |
| killer | |
| killing | |
| killjoy | |
| kills | |
| knave | |
| knife | |
| knock | |
| knotted | |
| kook | |
| kooky | |
| lack | |
| lackadaisical | |
| lacked | |
| lackey | |
| lackeys | |
| lacking | |
| lackluster | |
| lacks | |
| laconic | |
| lag | |
| lagged | |
| lagging | |
| laggy | |
| lags | |
| laid-off | |
| lambast | |
| lambaste | |
| lame | |
| lame-duck | |
| lament | |
| lamentable | |
| lamentably | |
| languid | |
| languish | |
| languor | |
| languorous | |
| languorously | |
| lanky | |
| lapse | |
| lapsed | |
| lapses | |
| lascivious | |
| last-ditch | |
| latency | |
| laughable | |
| laughably | |
| laughingstock | |
| lawbreaker | |
| lawbreaking | |
| lawless | |
| lawlessness | |
| layoff | |
| layoff-happy | |
| lazy | |
| leak | |
| leakage | |
| leakages | |
| leaking | |
| leaks | |
| leaky | |
| lech | |
| lecher | |
| lecherous | |
| lechery | |
| leech | |
| leer | |
| leery | |
| left-leaning | |
| lemon | |
| lengthy | |
| less-developed | |
| lesser-known | |
| letch | |
| lethal | |
| lethargic | |
| lethargy | |
| lewd | |
| lewdly | |
| lewdness | |
| liability | |
| liable | |
| liar | |
| liars | |
| licentious | |
| licentiously | |
| licentiousness | |
| lie | |
| lied | |
| lier | |
| lies | |
| life-threatening | |
| lifeless | |
| limit | |
| limitation | |
| limitations | |
| limited | |
| limits | |
| limp | |
| listless | |
| litigious | |
| little-known | |
| livid | |
| lividly | |
| loath | |
| loathe | |
| loathing | |
| loathly | |
| loathsome | |
| loathsomely | |
| lone | |
| loneliness | |
| lonely | |
| loner | |
| lonesome | |
| long-time | |
| long-winded | |
| longing | |
| longingly | |
| loophole | |
| loopholes | |
| loose | |
| loot | |
| lorn | |
| lose | |
| loser | |
| losers | |
| loses | |
| losing | |
| loss | |
| losses | |
| lost | |
| loud | |
| louder | |
| lousy | |
| loveless | |
| lovelorn | |
| low-rated | |
| lowly | |
| ludicrous | |
| ludicrously | |
| lugubrious | |
| lukewarm | |
| lull | |
| lumpy | |
| lunatic | |
| lunaticism | |
| lurch | |
| lure | |
| lurid | |
| lurk | |
| lurking | |
| lying | |
| macabre | |
| mad | |
| madden | |
| maddening | |
| maddeningly | |
| madder | |
| madly | |
| madman | |
| madness | |
| maladjusted | |
| maladjustment | |
| malady | |
| malaise | |
| malcontent | |
| malcontented | |
| maledict | |
| malevolence | |
| malevolent | |
| malevolently | |
| malice | |
| malicious | |
| maliciously | |
| maliciousness | |
| malign | |
| malignant | |
| malodorous | |
| maltreatment | |
| mangle | |
| mangled | |
| mangles | |
| mangling | |
| mania | |
| maniac | |
| maniacal | |
| manic | |
| manipulate | |
| manipulation | |
| manipulative | |
| manipulators | |
| mar | |
| marginal | |
| marginally | |
| martyrdom | |
| martyrdom-seeking | |
| mashed | |
| massacre | |
| massacres | |
| matte | |
| mawkish | |
| mawkishly | |
| mawkishness | |
| meager | |
| meaningless | |
| meanness | |
| measly | |
| meddle | |
| meddlesome | |
| mediocre | |
| mediocrity | |
| melancholy | |
| melodramatic | |
| melodramatically | |
| meltdown | |
| menace | |
| menacing | |
| menacingly | |
| mendacious | |
| mendacity | |
| menial | |
| merciless | |
| mercilessly | |
| mess | |
| messed | |
| messes | |
| messing | |
| messy | |
| midget | |
| miff | |
| militancy | |
| mindless | |
| mindlessly | |
| mirage | |
| mire | |
| misalign | |
| misaligned | |
| misaligns | |
| misapprehend | |
| misbecome | |
| misbecoming | |
| misbegotten | |
| misbehave | |
| misbehavior | |
| miscalculate | |
| miscalculation | |
| miscellaneous | |
| mischief | |
| mischievous | |
| mischievously | |
| misconception | |
| misconceptions | |
| miscreant | |
| miscreants | |
| misdirection | |
| miser | |
| miserable | |
| miserableness | |
| miserably | |
| miseries | |
| miserly | |
| misery | |
| misfit | |
| misfortune | |
| misgiving | |
| misgivings | |
| misguidance | |
| misguide | |
| misguided | |
| mishandle | |
| mishap | |
| misinform | |
| misinformed | |
| misinterpret | |
| misjudge | |
| misjudgment | |
| mislead | |
| misleading | |
| misleadingly | |
| mislike | |
| mismanage | |
| mispronounce | |
| mispronounced | |
| mispronounces | |
| misread | |
| misreading | |
| misrepresent | |
| misrepresentation | |
| miss | |
| missed | |
| misses | |
| misstatement | |
| mist | |
| mistake | |
| mistaken | |
| mistakenly | |
| mistakes | |
| mistified | |
| mistress | |
| mistrust | |
| mistrustful | |
| mistrustfully | |
| mists | |
| misunderstand | |
| misunderstanding | |
| misunderstandings | |
| misunderstood | |
| misuse | |
| moan | |
| mobster | |
| mock | |
| mocked | |
| mockeries | |
| mockery | |
| mocking | |
| mockingly | |
| mocks | |
| molest | |
| molestation | |
| monotonous | |
| monotony | |
| monster | |
| monstrosities | |
| monstrosity | |
| monstrous | |
| monstrously | |
| moody | |
| moot | |
| mope | |
| morbid | |
| morbidly | |
| mordant | |
| mordantly | |
| moribund | |
| moron | |
| moronic | |
| morons | |
| mortification | |
| mortified | |
| mortify | |
| mortifying | |
| motionless | |
| motley | |
| mourn | |
| mourner | |
| mournful | |
| mournfully | |
| muddle | |
| muddy | |
| mudslinger | |
| mudslinging | |
| mulish | |
| multi-polarization | |
| mundane | |
| murder | |
| murderer | |
| murderous | |
| murderously | |
| murky | |
| muscle-flexing | |
| mushy | |
| musty | |
| mysterious | |
| mysteriously | |
| mystery | |
| mystify | |
| myth | |
| nag | |
| nagging | |
| naive | |
| naively | |
| narrower | |
| nastily | |
| nastiness | |
| nasty | |
| naughty | |
| nauseate | |
| nauseates | |
| nauseating | |
| nauseatingly | |
| naÔve | |
| nebulous | |
| nebulously | |
| needless | |
| needlessly | |
| needy | |
| nefarious | |
| nefariously | |
| negate | |
| negation | |
| negative | |
| negatives | |
| negativity | |
| neglect | |
| neglected | |
| negligence | |
| negligent | |
| nemesis | |
| nepotism | |
| nervous | |
| nervously | |
| nervousness | |
| nettle | |
| nettlesome | |
| neurotic | |
| neurotically | |
| niggle | |
| niggles | |
| nightmare | |
| nightmarish | |
| nightmarishly | |
| nitpick | |
| nitpicking | |
| noise | |
| noises | |
| noisier | |
| noisy | |
| non-confidence | |
| nonexistent | |
| nonresponsive | |
| nonsense | |
| nosey | |
| notoriety | |
| notorious | |
| notoriously | |
| noxious | |
| nuisance | |
| numb | |
| obese | |
| object | |
| objection | |
| objectionable | |
| objections | |
| oblique | |
| obliterate | |
| obliterated | |
| oblivious | |
| obnoxious | |
| obnoxiously | |
| obscene | |
| obscenely | |
| obscenity | |
| obscure | |
| obscured | |
| obscures | |
| obscurity | |
| obsess | |
| obsessive | |
| obsessively | |
| obsessiveness | |
| obsolete | |
| obstacle | |
| obstinate | |
| obstinately | |
| obstruct | |
| obstructed | |
| obstructing | |
| obstruction | |
| obstructs | |
| obtrusive | |
| obtuse | |
| occlude | |
| occluded | |
| occludes | |
| occluding | |
| odd | |
| odder | |
| oddest | |
| oddities | |
| oddity | |
| oddly | |
| odor | |
| offence | |
| offend | |
| offender | |
| offending | |
| offenses | |
| offensive | |
| offensively | |
| offensiveness | |
| officious | |
| ominous | |
| ominously | |
| omission | |
| omit | |
| one-sided | |
| onerous | |
| onerously | |
| onslaught | |
| opinionated | |
| opponent | |
| opportunistic | |
| oppose | |
| opposition | |
| oppositions | |
| oppress | |
| oppression | |
| oppressive | |
| oppressively | |
| oppressiveness | |
| oppressors | |
| ordeal | |
| orphan | |
| ostracize | |
| outbreak | |
| outburst | |
| outbursts | |
| outcast | |
| outcry | |
| outlaw | |
| outmoded | |
| outrage | |
| outraged | |
| outrageous | |
| outrageously | |
| outrageousness | |
| outrages | |
| outsider | |
| over-acted | |
| over-awe | |
| over-balanced | |
| over-hyped | |
| over-priced | |
| over-valuation | |
| overact | |
| overacted | |
| overawe | |
| overbalance | |
| overbalanced | |
| overbearing | |
| overbearingly | |
| overblown | |
| overdo | |
| overdone | |
| overdue | |
| overemphasize | |
| overheat | |
| overkill | |
| overloaded | |
| overlook | |
| overpaid | |
| overpayed | |
| overplay | |
| overpower | |
| overpriced | |
| overrated | |
| overreach | |
| overrun | |
| overshadow | |
| oversight | |
| oversights | |
| oversimplification | |
| oversimplified | |
| oversimplify | |
| oversize | |
| overstate | |
| overstated | |
| overstatement | |
| overstatements | |
| overstates | |
| overtaxed | |
| overthrow | |
| overthrows | |
| overturn | |
| overweight | |
| overwhelm | |
| overwhelmed | |
| overwhelming | |
| overwhelmingly | |
| overwhelms | |
| overzealous | |
| overzealously | |
| overzelous | |
| pain | |
| painful | |
| painfull | |
| painfully | |
| pains | |
| pale | |
| pales | |
| paltry | |
| pan | |
| pandemonium | |
| pander | |
| pandering | |
| panders | |
| panic | |
| panick | |
| panicked | |
| panicking | |
| panicky | |
| paradoxical | |
| paradoxically | |
| paralize | |
| paralyzed | |
| paranoia | |
| paranoid | |
| parasite | |
| pariah | |
| parody | |
| partiality | |
| partisan | |
| partisans | |
| passe | |
| passive | |
| passiveness | |
| pathetic | |
| pathetically | |
| patronize | |
| paucity | |
| pauper | |
| paupers | |
| payback | |
| peculiar | |
| peculiarly | |
| pedantic | |
| peeled | |
| peeve | |
| peeved | |
| peevish | |
| peevishly | |
| penalize | |
| penalty | |
| perfidious | |
| perfidity | |
| perfunctory | |
| peril | |
| perilous | |
| perilously | |
| perish | |
| pernicious | |
| perplex | |
| perplexed | |
| perplexing | |
| perplexity | |
| persecute | |
| persecution | |
| pertinacious | |
| pertinaciously | |
| pertinacity | |
| perturb | |
| perturbed | |
| pervasive | |
| perverse | |
| perversely | |
| perversion | |
| perversity | |
| pervert | |
| perverted | |
| perverts | |
| pessimism | |
| pessimistic | |
| pessimistically | |
| pest | |
| pestilent | |
| petrified | |
| petrify | |
| pettifog | |
| petty | |
| phobia | |
| phobic | |
| phony | |
| picket | |
| picketed | |
| picketing | |
| pickets | |
| picky | |
| pig | |
| pigs | |
| pillage | |
| pillory | |
| pimple | |
| pinch | |
| pique | |
| pitiable | |
| pitiful | |
| pitifully | |
| pitiless | |
| pitilessly | |
| pittance | |
| pity | |
| plagiarize | |
| plague | |
| plasticky | |
| plaything | |
| plea | |
| pleas | |
| plebeian | |
| plight | |
| plot | |
| plotters | |
| ploy | |
| plunder | |
| plunderer | |
| pointless | |
| pointlessly | |
| poison | |
| poisonous | |
| poisonously | |
| pokey | |
| poky | |
| polarisation | |
| polemize | |
| pollute | |
| polluter | |
| polluters | |
| polution | |
| pompous | |
| poor | |
| poorer | |
| poorest | |
| poorly | |
| posturing | |
| pout | |
| poverty | |
| powerless | |
| prate | |
| pratfall | |
| prattle | |
| precarious | |
| precariously | |
| precipitate | |
| precipitous | |
| predatory | |
| predicament | |
| prejudge | |
| prejudice | |
| prejudices | |
| prejudicial | |
| premeditated | |
| preoccupy | |
| preposterous | |
| preposterously | |
| presumptuous | |
| presumptuously | |
| pretence | |
| pretend | |
| pretense | |
| pretentious | |
| pretentiously | |
| prevaricate | |
| pricey | |
| pricier | |
| prick | |
| prickle | |
| prickles | |
| prideful | |
| prik | |
| primitive | |
| prison | |
| prisoner | |
| problem | |
| problematic | |
| problems | |
| procrastinate | |
| procrastinates | |
| procrastination | |
| profane | |
| profanity | |
| prohibit | |
| prohibitive | |
| prohibitively | |
| propaganda | |
| propagandize | |
| proprietary | |
| prosecute | |
| protest | |
| protested | |
| protesting | |
| protests | |
| protracted | |
| provocation | |
| provocative | |
| provoke | |
| pry | |
| pugnacious | |
| pugnaciously | |
| pugnacity | |
| punch | |
| punish | |
| punishable | |
| punitive | |
| punk | |
| puny | |
| puppet | |
| puppets | |
| puzzled | |
| puzzlement | |
| puzzling | |
| quack | |
| qualm | |
| qualms | |
| quandary | |
| quarrel | |
| quarrellous | |
| quarrellously | |
| quarrels | |
| quarrelsome | |
| quash | |
| queer | |
| questionable | |
| quibble | |
| quibbles | |
| quitter | |
| rabid | |
| racism | |
| racist | |
| racists | |
| racy | |
| radical | |
| radicalization | |
| radically | |
| radicals | |
| rage | |
| ragged | |
| raging | |
| rail | |
| raked | |
| rampage | |
| rampant | |
| ramshackle | |
| rancor | |
| randomly | |
| rankle | |
| rant | |
| ranted | |
| ranting | |
| rantingly | |
| rants | |
| rape | |
| raped | |
| raping | |
| rascal | |
| rascals | |
| rash | |
| rattle | |
| rattled | |
| rattles | |
| ravage | |
| raving | |
| reactionary | |
| rebellious | |
| rebuff | |
| rebuke | |
| recalcitrant | |
| recant | |
| recession | |
| recessionary | |
| reckless | |
| recklessly | |
| recklessness | |
| recoil | |
| recourses | |
| redundancy | |
| redundant | |
| refusal | |
| refuse | |
| refused | |
| refuses | |
| refusing | |
| refutation | |
| refute | |
| refuted | |
| refutes | |
| refuting | |
| regress | |
| regression | |
| regressive | |
| regret | |
| regreted | |
| regretful | |
| regretfully | |
| regrets | |
| regrettable | |
| regrettably | |
| regretted | |
| reject | |
| rejected | |
| rejecting | |
| rejection | |
| rejects | |
| relapse | |
| relentless | |
| relentlessly | |
| relentlessness | |
| reluctance | |
| reluctant | |
| reluctantly | |
| remorse | |
| remorseful | |
| remorsefully | |
| remorseless | |
| remorselessly | |
| remorselessness | |
| renounce | |
| renunciation | |
| repel | |
| repetitive | |
| reprehensible | |
| reprehensibly | |
| reprehension | |
| reprehensive | |
| repress | |
| repression | |
| repressive | |
| reprimand | |
| reproach | |
| reproachful | |
| reprove | |
| reprovingly | |
| repudiate | |
| repudiation | |
| repugn | |
| repugnance | |
| repugnant | |
| repugnantly | |
| repulse | |
| repulsed | |
| repulsing | |
| repulsive | |
| repulsively | |
| repulsiveness | |
| resent | |
| resentful | |
| resentment | |
| resignation | |
| resigned | |
| resistance | |
| restless | |
| restlessness | |
| restrict | |
| restricted | |
| restriction | |
| restrictive | |
| resurgent | |
| retaliate | |
| retaliatory | |
| retard | |
| retarded | |
| retardedness | |
| retards | |
| reticent | |
| retract | |
| retreat | |
| retreated | |
| revenge | |
| revengeful | |
| revengefully | |
| revert | |
| revile | |
| reviled | |
| revoke | |
| revolt | |
| revolting | |
| revoltingly | |
| revulsion | |
| revulsive | |
| rhapsodize | |
| rhetoric | |
| rhetorical | |
| ricer | |
| ridicule | |
| ridicules | |
| ridiculous | |
| ridiculously | |
| rife | |
| rift | |
| rifts | |
| rigid | |
| rigidity | |
| rigidness | |
| rile | |
| riled | |
| rip | |
| rip-off | |
| ripoff | |
| ripped | |
| risk | |
| risks | |
| risky | |
| rival | |
| rivalry | |
| roadblocks | |
| rocky | |
| rogue | |
| rollercoaster | |
| rot | |
| rotten | |
| rough | |
| rremediable | |
| rubbish | |
| rude | |
| rue | |
| ruffian | |
| ruffle | |
| ruin | |
| ruined | |
| ruining | |
| ruinous | |
| ruins | |
| rumbling | |
| rumor | |
| rumors | |
| rumours | |
| rumple | |
| run-down | |
| runaway | |
| rupture | |
| rust | |
| rusts | |
| rusty | |
| rut | |
| ruthless | |
| ruthlessly | |
| ruthlessness | |
| ruts | |
| sabotage | |
| sack | |
| sacrificed | |
| sad | |
| sadden | |
| sadly | |
| sadness | |
| sag | |
| sagged | |
| sagging | |
| saggy | |
| sags | |
| salacious | |
| sanctimonious | |
| sap | |
| sarcasm | |
| sarcastic | |
| sarcastically | |
| sardonic | |
| sardonically | |
| sass | |
| satirical | |
| satirize | |
| savage | |
| savaged | |
| savagery | |
| savages | |
| scaly | |
| scam | |
| scams | |
| scandal | |
| scandalize | |
| scandalized | |
| scandalous | |
| scandalously | |
| scandals | |
| scandel | |
| scandels | |
| scant | |
| scapegoat | |
| scar | |
| scarce | |
| scarcely | |
| scarcity | |
| scare | |
| scared | |
| scarier | |
| scariest | |
| scarily | |
| scarred | |
| scars | |
| scary | |
| scathing | |
| scathingly | |
| sceptical | |
| scoff | |
| scoffingly | |
| scold | |
| scolded | |
| scolding | |
| scoldingly | |
| scorching | |
| scorchingly | |
| scorn | |
| scornful | |
| scornfully | |
| scoundrel | |
| scourge | |
| scowl | |
| scramble | |
| scrambled | |
| scrambles | |
| scrambling | |
| scrap | |
| scratch | |
| scratched | |
| scratches | |
| scratchy | |
| scream | |
| screech | |
| screw-up | |
| screwed | |
| screwed-up | |
| screwy | |
| scuff | |
| scuffs | |
| scum | |
| scummy | |
| second-class | |
| second-tier | |
| secretive | |
| sedentary | |
| seedy | |
| seethe | |
| seething | |
| self-coup | |
| self-criticism | |
| self-defeating | |
| self-destructive | |
| self-humiliation | |
| self-interest | |
| self-interested | |
| self-serving | |
| selfinterested | |
| selfish | |
| selfishly | |
| selfishness | |
| semi-retarded | |
| senile | |
| sensationalize | |
| senseless | |
| senselessly | |
| seriousness | |
| sermonize | |
| servitude | |
| set-up | |
| setback | |
| setbacks | |
| sever | |
| severe | |
| severity | |
| sh*t | |
| shabby | |
| shadowy | |
| shady | |
| shake | |
| shaky | |
| shallow | |
| sham | |
| shambles | |
| shame | |
| shameful | |
| shamefully | |
| shamefulness | |
| shameless | |
| shamelessly | |
| shamelessness | |
| shark | |
| sharply | |
| shatter | |
| shemale | |
| shimmer | |
| shimmy | |
| shipwreck | |
| shirk | |
| shirker | |
| shit | |
| shiver | |
| shock | |
| shocked | |
| shocking | |
| shockingly | |
| shoddy | |
| short-lived | |
| shortage | |
| shortchange | |
| shortcoming | |
| shortcomings | |
| shortness | |
| shortsighted | |
| shortsightedness | |
| showdown | |
| shrew | |
| shriek | |
| shrill | |
| shrilly | |
| shrivel | |
| shroud | |
| shrouded | |
| shrug | |
| shun | |
| shunned | |
| sick | |
| sicken | |
| sickening | |
| sickeningly | |
| sickly | |
| sickness | |
| sidetrack | |
| sidetracked | |
| siege | |
| sillily | |
| silly | |
| simplistic | |
| simplistically | |
| sin | |
| sinful | |
| sinfully | |
| sinister | |
| sinisterly | |
| sink | |
| sinking | |
| skeletons | |
| skeptic | |
| skeptical | |
| skeptically | |
| skepticism | |
| sketchy | |
| skimpy | |
| skinny | |
| skittish | |
| skittishly | |
| skulk | |
| slack | |
| slander | |
| slanderer | |
| slanderous | |
| slanderously | |
| slanders | |
| slap | |
| slashing | |
| slaughter | |
| slaughtered | |
| slave | |
| slaves | |
| sleazy | |
| slime | |
| slog | |
| slogged | |
| slogging | |
| slogs | |
| sloooooooooooooow | |
| sloooow | |
| slooow | |
| sloow | |
| sloppily | |
| sloppy | |
| sloth | |
| slothful | |
| slow | |
| slow-moving | |
| slowed | |
| slower | |
| slowest | |
| slowly | |
| sloww | |
| slowww | |
| slowwww | |
| slug | |
| sluggish | |
| slump | |
| slumping | |
| slumpping | |
| slur | |
| slut | |
| sluts | |
| sly | |
| smack | |
| smallish | |
| smash | |
| smear | |
| smell | |
| smelled | |
| smelling | |
| smells | |
| smelly | |
| smelt | |
| smoke | |
| smokescreen | |
| smolder | |
| smoldering | |
| smother | |
| smoulder | |
| smouldering | |
| smudge | |
| smudged | |
| smudges | |
| smudging | |
| smug | |
| smugly | |
| smut | |
| smuttier | |
| smuttiest | |
| smutty | |
| snag | |
| snagged | |
| snagging | |
| snags | |
| snappish | |
| snappishly | |
| snare | |
| snarky | |
| snarl | |
| sneak | |
| sneakily | |
| sneaky | |
| sneer | |
| sneering | |
| sneeringly | |
| snob | |
| snobbish | |
| snobby | |
| snobish | |
| snobs | |
| snub | |
| so-cal | |
| soapy | |
| sob | |
| sober | |
| sobering | |
| solemn | |
| solicitude | |
| somber | |
| sore | |
| sorely | |
| soreness | |
| sorrow | |
| sorrowful | |
| sorrowfully | |
| sorry | |
| sour | |
| sourly | |
| spade | |
| spank | |
| spendy | |
| spew | |
| spewed | |
| spewing | |
| spews | |
| spilling | |
| spinster | |
| spiritless | |
| spite | |
| spiteful | |
| spitefully | |
| spitefulness | |
| splatter | |
| split | |
| splitting | |
| spoil | |
| spoilage | |
| spoilages | |
| spoiled | |
| spoilled | |
| spoils | |
| spook | |
| spookier | |
| spookiest | |
| spookily | |
| spooky | |
| spoon-fed | |
| spoon-feed | |
| spoonfed | |
| sporadic | |
| spotty | |
| spurious | |
| spurn | |
| sputter | |
| squabble | |
| squabbling | |
| squander | |
| squash | |
| squeak | |
| squeaks | |
| squeaky | |
| squeal | |
| squealing | |
| squeals | |
| squirm | |
| stab | |
| stagnant | |
| stagnate | |
| stagnation | |
| staid | |
| stain | |
| stains | |
| stale | |
| stalemate | |
| stall | |
| stalls | |
| stammer | |
| stampede | |
| standstill | |
| stark | |
| starkly | |
| startle | |
| startling | |
| startlingly | |
| starvation | |
| starve | |
| static | |
| steal | |
| stealing | |
| steals | |
| steep | |
| steeply | |
| stench | |
| stereotype | |
| stereotypical | |
| stereotypically | |
| stern | |
| stew | |
| sticky | |
| stiff | |
| stiffness | |
| stifle | |
| stifling | |
| stiflingly | |
| stigma | |
| stigmatize | |
| sting | |
| stinging | |
| stingingly | |
| stingy | |
| stink | |
| stinks | |
| stodgy | |
| stole | |
| stolen | |
| stooge | |
| stooges | |
| stormy | |
| straggle | |
| straggler | |
| strain | |
| strained | |
| straining | |
| strange | |
| strangely | |
| stranger | |
| strangest | |
| strangle | |
| streaky | |
| strenuous | |
| stress | |
| stresses | |
| stressful | |
| stressfully | |
| stricken | |
| strict | |
| strictly | |
| strident | |
| stridently | |
| strife | |
| strike | |
| stringent | |
| stringently | |
| struck | |
| struggle | |
| struggled | |
| struggles | |
| struggling | |
| strut | |
| stubborn | |
| stubbornly | |
| stubbornness | |
| stuck | |
| stuffy | |
| stumble | |
| stumbled | |
| stumbles | |
| stump | |
| stumped | |
| stumps | |
| stun | |
| stunt | |
| stunted | |
| stupid | |
| stupidest | |
| stupidity | |
| stupidly | |
| stupified | |
| stupify | |
| stupor | |
| stutter | |
| stuttered | |
| stuttering | |
| stutters | |
| sty | |
| stymied | |
| sub-par | |
| subdued | |
| subjected | |
| subjection | |
| subjugate | |
| subjugation | |
| submissive | |
| subordinate | |
| subpoena | |
| subpoenas | |
| subservience | |
| subservient | |
| substandard | |
| subtract | |
| subversion | |
| subversive | |
| subversively | |
| subvert | |
| succumb | |
| suck | |
| sucked | |
| sucker | |
| sucks | |
| sucky | |
| sue | |
| sued | |
| sueing | |
| sues | |
| suffer | |
| suffered | |
| sufferer | |
| sufferers | |
| suffering | |
| suffers | |
| suffocate | |
| sugar-coat | |
| sugar-coated | |
| sugarcoated | |
| suicidal | |
| suicide | |
| sulk | |
| sullen | |
| sully | |
| sunder | |
| sunk | |
| sunken | |
| superficial | |
| superficiality | |
| superficially | |
| superfluous | |
| superstition | |
| superstitious | |
| suppress | |
| suppression | |
| surrender | |
| susceptible | |
| suspect | |
| suspicion | |
| suspicions | |
| suspicious | |
| suspiciously | |
| swagger | |
| swamped | |
| sweaty | |
| swelled | |
| swelling | |
| swindle | |
| swipe | |
| swollen | |
| symptom | |
| symptoms | |
| syndrome | |
| taboo | |
| tacky | |
| taint | |
| tainted | |
| tamper | |
| tangle | |
| tangled | |
| tangles | |
| tank | |
| tanked | |
| tanks | |
| tantrum | |
| tardy | |
| tarnish | |
| tarnished | |
| tarnishes | |
| tarnishing | |
| tattered | |
| taunt | |
| taunting | |
| tauntingly | |
| taunts | |
| taut | |
| tawdry | |
| taxing | |
| tease | |
| teasingly | |
| tedious | |
| tediously | |
| temerity | |
| temper | |
| tempest | |
| temptation | |
| tenderness | |
| tense | |
| tension | |
| tentative | |
| tentatively | |
| tenuous | |
| tenuously | |
| tepid | |
| terrible | |
| terribleness | |
| terribly | |
| terror | |
| terror-genic | |
| terrorism | |
| terrorize | |
| testily | |
| testy | |
| tetchily | |
| tetchy | |
| thankless | |
| thicker | |
| thirst | |
| thorny | |
| thoughtless | |
| thoughtlessly | |
| thoughtlessness | |
| thrash | |
| threat | |
| threaten | |
| threatening | |
| threats | |
| threesome | |
| throb | |
| throbbed | |
| throbbing | |
| throbs | |
| throttle | |
| thug | |
| thumb-down | |
| thumbs-down | |
| thwart | |
| time-consuming | |
| timid | |
| timidity | |
| timidly | |
| timidness | |
| tin-y | |
| tingled | |
| tingling | |
| tired | |
| tiresome | |
| tiring | |
| tiringly | |
| toil | |
| toll | |
| top-heavy | |
| topple | |
| torment | |
| tormented | |
| torrent | |
| tortuous | |
| torture | |
| tortured | |
| tortures | |
| torturing | |
| torturous | |
| torturously | |
| totalitarian | |
| touchy | |
| toughness | |
| tout | |
| touted | |
| touts | |
| toxic | |
| traduce | |
| tragedy | |
| tragic | |
| tragically | |
| traitor | |
| traitorous | |
| traitorously | |
| tramp | |
| trample | |
| transgress | |
| transgression | |
| trap | |
| traped | |
| trapped | |
| trash | |
| trashed | |
| trashy | |
| trauma | |
| traumatic | |
| traumatically | |
| traumatize | |
| traumatized | |
| travesties | |
| travesty | |
| treacherous | |
| treacherously | |
| treachery | |
| treason | |
| treasonous | |
| trick | |
| tricked | |
| trickery | |
| tricky | |
| trivial | |
| trivialize | |
| trouble | |
| troubled | |
| troublemaker | |
| troubles | |
| troublesome | |
| troublesomely | |
| troubling | |
| troublingly | |
| truant | |
| tumble | |
| tumbled | |
| tumbles | |
| tumultuous | |
| turbulent | |
| turmoil | |
| twist | |
| twisted | |
| twists | |
| two-faced | |
| two-faces | |
| tyrannical | |
| tyrannically | |
| tyranny | |
| tyrant | |
| ugh | |
| uglier | |
| ugliest | |
| ugliness | |
| ugly | |
| ulterior | |
| ultimatum | |
| ultimatums | |
| ultra-hardline | |
| un-viewable | |
| unable | |
| unacceptable | |
| unacceptablely | |
| unacceptably | |
| unaccessible | |
| unaccustomed | |
| unachievable | |
| unaffordable | |
| unappealing | |
| unattractive | |
| unauthentic | |
| unavailable | |
| unavoidably | |
| unbearable | |
| unbearablely | |
| unbelievable | |
| unbelievably | |
| uncaring | |
| uncertain | |
| uncivil | |
| uncivilized | |
| unclean | |
| unclear | |
| uncollectible | |
| uncomfortable | |
| uncomfortably | |
| uncomfy | |
| uncompetitive | |
| uncompromising | |
| uncompromisingly | |
| unconfirmed | |
| unconstitutional | |
| uncontrolled | |
| unconvincing | |
| unconvincingly | |
| uncooperative | |
| uncouth | |
| uncreative | |
| undecided | |
| undefined | |
| undependability | |
| undependable | |
| undercut | |
| undercuts | |
| undercutting | |
| underdog | |
| underestimate | |
| underlings | |
| undermine | |
| undermined | |
| undermines | |
| undermining | |
| underpaid | |
| underpowered | |
| undersized | |
| undesirable | |
| undetermined | |
| undid | |
| undignified | |
| undissolved | |
| undocumented | |
| undone | |
| undue | |
| unease | |
| uneasily | |
| uneasiness | |
| uneasy | |
| uneconomical | |
| unemployed | |
| unequal | |
| unethical | |
| uneven | |
| uneventful | |
| unexpected | |
| unexpectedly | |
| unexplained | |
| unfairly | |
| unfaithful | |
| unfaithfully | |
| unfamiliar | |
| unfavorable | |
| unfeeling | |
| unfinished | |
| unfit | |
| unforeseen | |
| unforgiving | |
| unfortunate | |
| unfortunately | |
| unfounded | |
| unfriendly | |
| unfulfilled | |
| unfunded | |
| ungovernable | |
| ungrateful | |
| unhappily | |
| unhappiness | |
| unhappy | |
| unhealthy | |
| unhelpful | |
| unilateralism | |
| unimaginable | |
| unimaginably | |
| unimportant | |
| uninformed | |
| uninsured | |
| unintelligible | |
| unintelligile | |
| unipolar | |
| unjust | |
| unjustifiable | |
| unjustifiably | |
| unjustified | |
| unjustly | |
| unkind | |
| unkindly | |
| unknown | |
| unlamentable | |
| unlamentably | |
| unlawful | |
| unlawfully | |
| unlawfulness | |
| unleash | |
| unlicensed | |
| unlikely | |
| unlucky | |
| unmoved | |
| unnatural | |
| unnaturally | |
| unnecessary | |
| unneeded | |
| unnerve | |
| unnerved | |
| unnerving | |
| unnervingly | |
| unnoticed | |
| unobserved | |
| unorthodox | |
| unorthodoxy | |
| unpleasant | |
| unpleasantries | |
| unpopular | |
| unpredictable | |
| unprepared | |
| unproductive | |
| unprofitable | |
| unprove | |
| unproved | |
| unproven | |
| unproves | |
| unproving | |
| unqualified | |
| unravel | |
| unraveled | |
| unreachable | |
| unreadable | |
| unrealistic | |
| unreasonable | |
| unreasonably | |
| unrelenting | |
| unrelentingly | |
| unreliability | |
| unreliable | |
| unresolved | |
| unresponsive | |
| unrest | |
| unruly | |
| unsafe | |
| unsatisfactory | |
| unsavory | |
| unscrupulous | |
| unscrupulously | |
| unsecure | |
| unseemly | |
| unsettle | |
| unsettled | |
| unsettling | |
| unsettlingly | |
| unskilled | |
| unsophisticated | |
| unsound | |
| unspeakable | |
| unspeakablely | |
| unspecified | |
| unstable | |
| unsteadily | |
| unsteadiness | |
| unsteady | |
| unsuccessful | |
| unsuccessfully | |
| unsupported | |
| unsupportive | |
| unsure | |
| unsuspecting | |
| unsustainable | |
| untenable | |
| untested | |
| unthinkable | |
| unthinkably | |
| untimely | |
| untouched | |
| untrue | |
| untrustworthy | |
| untruthful | |
| unusable | |
| unusably | |
| unuseable | |
| unuseably | |
| unusual | |
| unusually | |
| unviewable | |
| unwanted | |
| unwarranted | |
| unwatchable | |
| unwelcome | |
| unwell | |
| unwieldy | |
| unwilling | |
| unwillingly | |
| unwillingness | |
| unwise | |
| unwisely | |
| unworkable | |
| unworthy | |
| unyielding | |
| upbraid | |
| upheaval | |
| uprising | |
| uproar | |
| uproarious | |
| uproariously | |
| uproarous | |
| uproarously | |
| uproot | |
| upset | |
| upseting | |
| upsets | |
| upsetting | |
| upsettingly | |
| urgent | |
| useless | |
| usurp | |
| usurper | |
| utterly | |
| vagrant | |
| vague | |
| vagueness | |
| vain | |
| vainly | |
| vanity | |
| vehement | |
| vehemently | |
| vengeance | |
| vengeful | |
| vengefully | |
| vengefulness | |
| venom | |
| venomous | |
| venomously | |
| vent | |
| vestiges | |
| vex | |
| vexation | |
| vexing | |
| vexingly | |
| vibrate | |
| vibrated | |
| vibrates | |
| vibrating | |
| vibration | |
| vice | |
| vicious | |
| viciously | |
| viciousness | |
| victimize | |
| vile | |
| vileness | |
| vilify | |
| villainous | |
| villainously | |
| villains | |
| villian | |
| villianous | |
| villianously | |
| villify | |
| vindictive | |
| vindictively | |
| vindictiveness | |
| violate | |
| violation | |
| violator | |
| violators | |
| violent | |
| violently | |
| viper | |
| virulence | |
| virulent | |
| virulently | |
| virus | |
| vociferous | |
| vociferously | |
| volatile | |
| volatility | |
| vomit | |
| vomited | |
| vomiting | |
| vomits | |
| vulgar | |
| vulnerable | |
| wack | |
| wail | |
| wallow | |
| wane | |
| waning | |
| wanton | |
| war-like | |
| warily | |
| wariness | |
| warlike | |
| warned | |
| warning | |
| warp | |
| warped | |
| wary | |
| washed-out | |
| waste | |
| wasted | |
| wasteful | |
| wastefulness | |
| wasting | |
| water-down | |
| watered-down | |
| wayward | |
| weak | |
| weaken | |
| weakening | |
| weaker | |
| weakness | |
| weaknesses | |
| weariness | |
| wearisome | |
| weary | |
| wedge | |
| weed | |
| weep | |
| weird | |
| weirdly | |
| wheedle | |
| whimper | |
| whine | |
| whining | |
| whiny | |
| whips | |
| whore | |
| whores | |
| wicked | |
| wickedly | |
| wickedness | |
| wild | |
| wildly | |
| wiles | |
| wilt | |
| wily | |
| wimpy | |
| wince | |
| wobble | |
| wobbled | |
| wobbles | |
| woe | |
| woebegone | |
| woeful | |
| woefully | |
| womanizer | |
| womanizing | |
| worn | |
| worried | |
| worriedly | |
| worrier | |
| worries | |
| worrisome | |
| worry | |
| worrying | |
| worryingly | |
| worse | |
| worsen | |
| worsening | |
| worst | |
| worthless | |
| worthlessly | |
| worthlessness | |
| wound | |
| wounds | |
| wrangle | |
| wrath | |
| wreak | |
| wreaked | |
| wreaks | |
| wreck | |
| wrest | |
| wrestle | |
| wretch | |
| wretched | |
| wretchedly | |
| wretchedness | |
| wrinkle | |
| wrinkled | |
| wrinkles | |
| wrip | |
| wripped | |
| wripping | |
| writhe | |
| wrong | |
| wrongful | |
| wrongly | |
| wrought | |
| yawn | |
| zap | |
| zapped | |
| zaps | |
| zealot | |
| zealous | |
| zealously | |
| zombie |
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| ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;; | |
| ; | |
| ; Opinion Lexicon: Positive | |
| ; | |
| ; This file contains a list of POSITIVE opinion words (or sentiment words). | |
| ; | |
| ; This file and the papers can all be downloaded from | |
| ; http://www.cs.uic.edu/~liub/FBS/sentiment-analysis.html | |
| ; | |
| ; If you use this list, please cite one of the following two papers: | |
| ; | |
| ; Minqing Hu and Bing Liu. "Mining and Summarizing Customer Reviews." | |
| ; Proceedings of the ACM SIGKDD International Conference on Knowledge | |
| ; Discovery and Data Mining (KDD-2004), Aug 22-25, 2004, Seattle, | |
| ; Washington, USA, | |
| ; Bing Liu, Minqing Hu and Junsheng Cheng. "Opinion Observer: Analyzing | |
| ; and Comparing Opinions on the Web." Proceedings of the 14th | |
| ; International World Wide Web conference (WWW-2005), May 10-14, | |
| ; 2005, Chiba, Japan. | |
| ; | |
| ; Notes: | |
| ; 1. The appearance of an opinion word in a sentence does not necessarily | |
| ; mean that the sentence expresses a positive or negative opinion. | |
| ; See the paper below: | |
| ; | |
| ; Bing Liu. "Sentiment Analysis and Subjectivity." An chapter in | |
| ; Handbook of Natural Language Processing, Second Edition, | |
| ; (editors: N. Indurkhya and F. J. Damerau), 2010. | |
| ; | |
| ; 2. You will notice many misspelled words in the list. They are not | |
| ; mistakes. They are included as these misspelled words appear | |
| ; frequently in social media content. | |
| ; | |
| ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;; | |
| a+ | |
| abound | |
| abounds | |
| abundance | |
| abundant | |
| accessable | |
| accessible | |
| acclaim | |
| acclaimed | |
| acclamation | |
| accolade | |
| accolades | |
| accommodative | |
| accomodative | |
| accomplish | |
| accomplished | |
| accomplishment | |
| accomplishments | |
| accurate | |
| accurately | |
| achievable | |
| achievement | |
| achievements | |
| achievible | |
| acumen | |
| adaptable | |
| adaptive | |
| adequate | |
| adjustable | |
| admirable | |
| admirably | |
| admiration | |
| admire | |
| admirer | |
| admiring | |
| admiringly | |
| adorable | |
| adore | |
| adored | |
| adorer | |
| adoring | |
| adoringly | |
| adroit | |
| adroitly | |
| adulate | |
| adulation | |
| adulatory | |
| advanced | |
| advantage | |
| advantageous | |
| advantageously | |
| advantages | |
| adventuresome | |
| adventurous | |
| advocate | |
| advocated | |
| advocates | |
| affability | |
| affable | |
| affably | |
| affectation | |
| affection | |
| affectionate | |
| affinity | |
| affirm | |
| affirmation | |
| affirmative | |
| affluence | |
| affluent | |
| afford | |
| affordable | |
| affordably | |
| afordable | |
| agile | |
| agilely | |
| agility | |
| agreeable | |
| agreeableness | |
| agreeably | |
| all-around | |
| alluring | |
| alluringly | |
| altruistic | |
| altruistically | |
| amaze | |
| amazed | |
| amazement | |
| amazes | |
| amazing | |
| amazingly | |
| ambitious | |
| ambitiously | |
| ameliorate | |
| amenable | |
| amenity | |
| amiability | |
| amiabily | |
| amiable | |
| amicability | |
| amicable | |
| amicably | |
| amity | |
| ample | |
| amply | |
| amuse | |
| amusing | |
| amusingly | |
| angel | |
| angelic | |
| apotheosis | |
| appeal | |
| appealing | |
| applaud | |
| appreciable | |
| appreciate | |
| appreciated | |
| appreciates | |
| appreciative | |
| appreciatively | |
| appropriate | |
| approval | |
| approve | |
| ardent | |
| ardently | |
| ardor | |
| articulate | |
| aspiration | |
| aspirations | |
| aspire | |
| assurance | |
| assurances | |
| assure | |
| assuredly | |
| assuring | |
| astonish | |
| astonished | |
| astonishing | |
| astonishingly | |
| astonishment | |
| astound | |
| astounded | |
| astounding | |
| astoundingly | |
| astutely | |
| attentive | |
| attraction | |
| attractive | |
| attractively | |
| attune | |
| audible | |
| audibly | |
| auspicious | |
| authentic | |
| authoritative | |
| autonomous | |
| available | |
| aver | |
| avid | |
| avidly | |
| award | |
| awarded | |
| awards | |
| awe | |
| awed | |
| awesome | |
| awesomely | |
| awesomeness | |
| awestruck | |
| awsome | |
| backbone | |
| balanced | |
| bargain | |
| beauteous | |
| beautiful | |
| beautifullly | |
| beautifully | |
| beautify | |
| beauty | |
| beckon | |
| beckoned | |
| beckoning | |
| beckons | |
| believable | |
| believeable | |
| beloved | |
| benefactor | |
| beneficent | |
| beneficial | |
| beneficially | |
| beneficiary | |
| benefit | |
| benefits | |
| benevolence | |
| benevolent | |
| benifits | |
| best | |
| best-known | |
| best-performing | |
| best-selling | |
| better | |
| better-known | |
| better-than-expected | |
| beutifully | |
| blameless | |
| bless | |
| blessing | |
| bliss | |
| blissful | |
| blissfully | |
| blithe | |
| blockbuster | |
| bloom | |
| blossom | |
| bolster | |
| bonny | |
| bonus | |
| bonuses | |
| boom | |
| booming | |
| boost | |
| boundless | |
| bountiful | |
| brainiest | |
| brainy | |
| brand-new | |
| brave | |
| bravery | |
| bravo | |
| breakthrough | |
| breakthroughs | |
| breathlessness | |
| breathtaking | |
| breathtakingly | |
| breeze | |
| bright | |
| brighten | |
| brighter | |
| brightest | |
| brilliance | |
| brilliances | |
| brilliant | |
| brilliantly | |
| brisk | |
| brotherly | |
| bullish | |
| buoyant | |
| cajole | |
| calm | |
| calming | |
| calmness | |
| capability | |
| capable | |
| capably | |
| captivate | |
| captivating | |
| carefree | |
| cashback | |
| cashbacks | |
| catchy | |
| celebrate | |
| celebrated | |
| celebration | |
| celebratory | |
| champ | |
| champion | |
| charisma | |
| charismatic | |
| charitable | |
| charm | |
| charming | |
| charmingly | |
| chaste | |
| cheaper | |
| cheapest | |
| cheer | |
| cheerful | |
| cheery | |
| cherish | |
| cherished | |
| cherub | |
| chic | |
| chivalrous | |
| chivalry | |
| civility | |
| civilize | |
| clarity | |
| classic | |
| classy | |
| clean | |
| cleaner | |
| cleanest | |
| cleanliness | |
| cleanly | |
| clear | |
| clear-cut | |
| cleared | |
| clearer | |
| clearly | |
| clears | |
| clever | |
| cleverly | |
| cohere | |
| coherence | |
| coherent | |
| cohesive | |
| colorful | |
| comely | |
| comfort | |
| comfortable | |
| comfortably | |
| comforting | |
| comfy | |
| commend | |
| commendable | |
| commendably | |
| commitment | |
| commodious | |
| compact | |
| compactly | |
| compassion | |
| compassionate | |
| compatible | |
| competitive | |
| complement | |
| complementary | |
| complemented | |
| complements | |
| compliant | |
| compliment | |
| complimentary | |
| comprehensive | |
| conciliate | |
| conciliatory | |
| concise | |
| confidence | |
| confident | |
| congenial | |
| congratulate | |
| congratulation | |
| congratulations | |
| congratulatory | |
| conscientious | |
| considerate | |
| consistent | |
| consistently | |
| constructive | |
| consummate | |
| contentment | |
| continuity | |
| contrasty | |
| contribution | |
| convenience | |
| convenient | |
| conveniently | |
| convience | |
| convienient | |
| convient | |
| convincing | |
| convincingly | |
| cool | |
| coolest | |
| cooperative | |
| cooperatively | |
| cornerstone | |
| correct | |
| correctly | |
| cost-effective | |
| cost-saving | |
| counter-attack | |
| counter-attacks | |
| courage | |
| courageous | |
| courageously | |
| courageousness | |
| courteous | |
| courtly | |
| covenant | |
| cozy | |
| creative | |
| credence | |
| credible | |
| crisp | |
| crisper | |
| cure | |
| cure-all | |
| cushy | |
| cute | |
| cuteness | |
| danke | |
| danken | |
| daring | |
| daringly | |
| darling | |
| dashing | |
| dauntless | |
| dawn | |
| dazzle | |
| dazzled | |
| dazzling | |
| dead-cheap | |
| dead-on | |
| decency | |
| decent | |
| decisive | |
| decisiveness | |
| dedicated | |
| defeat | |
| defeated | |
| defeating | |
| defeats | |
| defender | |
| deference | |
| deft | |
| deginified | |
| delectable | |
| delicacy | |
| delicate | |
| delicious | |
| delight | |
| delighted | |
| delightful | |
| delightfully | |
| delightfulness | |
| dependable | |
| dependably | |
| deservedly | |
| deserving | |
| desirable | |
| desiring | |
| desirous | |
| destiny | |
| detachable | |
| devout | |
| dexterous | |
| dexterously | |
| dextrous | |
| dignified | |
| dignify | |
| dignity | |
| diligence | |
| diligent | |
| diligently | |
| diplomatic | |
| dirt-cheap | |
| distinction | |
| distinctive | |
| distinguished | |
| diversified | |
| divine | |
| divinely | |
| dominate | |
| dominated | |
| dominates | |
| dote | |
| dotingly | |
| doubtless | |
| dreamland | |
| dumbfounded | |
| dumbfounding | |
| dummy-proof | |
| durable | |
| dynamic | |
| eager | |
| eagerly | |
| eagerness | |
| earnest | |
| earnestly | |
| earnestness | |
| ease | |
| eased | |
| eases | |
| easier | |
| easiest | |
| easiness | |
| easing | |
| easy | |
| easy-to-use | |
| easygoing | |
| ebullience | |
| ebullient | |
| ebulliently | |
| ecenomical | |
| economical | |
| ecstasies | |
| ecstasy | |
| ecstatic | |
| ecstatically | |
| edify | |
| educated | |
| effective | |
| effectively | |
| effectiveness | |
| effectual | |
| efficacious | |
| efficient | |
| efficiently | |
| effortless | |
| effortlessly | |
| effusion | |
| effusive | |
| effusively | |
| effusiveness | |
| elan | |
| elate | |
| elated | |
| elatedly | |
| elation | |
| electrify | |
| elegance | |
| elegant | |
| elegantly | |
| elevate | |
| elite | |
| eloquence | |
| eloquent | |
| eloquently | |
| embolden | |
| eminence | |
| eminent | |
| empathize | |
| empathy | |
| empower | |
| empowerment | |
| enchant | |
| enchanted | |
| enchanting | |
| enchantingly | |
| encourage | |
| encouragement | |
| encouraging | |
| encouragingly | |
| endear | |
| endearing | |
| endorse | |
| endorsed | |
| endorsement | |
| endorses | |
| endorsing | |
| energetic | |
| energize | |
| energy-efficient | |
| energy-saving | |
| engaging | |
| engrossing | |
| enhance | |
| enhanced | |
| enhancement | |
| enhances | |
| enjoy | |
| enjoyable | |
| enjoyably | |
| enjoyed | |
| enjoying | |
| enjoyment | |
| enjoys | |
| enlighten | |
| enlightenment | |
| enliven | |
| ennoble | |
| enough | |
| enrapt | |
| enrapture | |
| enraptured | |
| enrich | |
| enrichment | |
| enterprising | |
| entertain | |
| entertaining | |
| entertains | |
| enthral | |
| enthrall | |
| enthralled | |
| enthuse | |
| enthusiasm | |
| enthusiast | |
| enthusiastic | |
| enthusiastically | |
| entice | |
| enticed | |
| enticing | |
| enticingly | |
| entranced | |
| entrancing | |
| entrust | |
| enviable | |
| enviably | |
| envious | |
| enviously | |
| enviousness | |
| envy | |
| equitable | |
| ergonomical | |
| err-free | |
| erudite | |
| ethical | |
| eulogize | |
| euphoria | |
| euphoric | |
| euphorically | |
| evaluative | |
| evenly | |
| eventful | |
| everlasting | |
| evocative | |
| exalt | |
| exaltation | |
| exalted | |
| exaltedly | |
| exalting | |
| exaltingly | |
| examplar | |
| examplary | |
| excallent | |
| exceed | |
| exceeded | |
| exceeding | |
| exceedingly | |
| exceeds | |
| excel | |
| exceled | |
| excelent | |
| excellant | |
| excelled | |
| excellence | |
| excellency | |
| excellent | |
| excellently | |
| excels | |
| exceptional | |
| exceptionally | |
| excite | |
| excited | |
| excitedly | |
| excitedness | |
| excitement | |
| excites | |
| exciting | |
| excitingly | |
| exellent | |
| exemplar | |
| exemplary | |
| exhilarate | |
| exhilarating | |
| exhilaratingly | |
| exhilaration | |
| exonerate | |
| expansive | |
| expeditiously | |
| expertly | |
| exquisite | |
| exquisitely | |
| extol | |
| extoll | |
| extraordinarily | |
| extraordinary | |
| exuberance | |
| exuberant | |
| exuberantly | |
| exult | |
| exultant | |
| exultation | |
| exultingly | |
| eye-catch | |
| eye-catching | |
| eyecatch | |
| eyecatching | |
| fabulous | |
| fabulously | |
| facilitate | |
| fair | |
| fairly | |
| fairness | |
| faith | |
| faithful | |
| faithfully | |
| faithfulness | |
| fame | |
| famed | |
| famous | |
| famously | |
| fancier | |
| fancinating | |
| fancy | |
| fanfare | |
| fans | |
| fantastic | |
| fantastically | |
| fascinate | |
| fascinating | |
| fascinatingly | |
| fascination | |
| fashionable | |
| fashionably | |
| fast | |
| fast-growing | |
| fast-paced | |
| faster | |
| fastest | |
| fastest-growing | |
| faultless | |
| fav | |
| fave | |
| favor | |
| favorable | |
| favored | |
| favorite | |
| favorited | |
| favour | |
| fearless | |
| fearlessly | |
| feasible | |
| feasibly | |
| feat | |
| feature-rich | |
| fecilitous | |
| feisty | |
| felicitate | |
| felicitous | |
| felicity | |
| fertile | |
| fervent | |
| fervently | |
| fervid | |
| fervidly | |
| fervor | |
| festive | |
| fidelity | |
| fiery | |
| fine | |
| fine-looking | |
| finely | |
| finer | |
| finest | |
| firmer | |
| first-class | |
| first-in-class | |
| first-rate | |
| flashy | |
| flatter | |
| flattering | |
| flatteringly | |
| flawless | |
| flawlessly | |
| flexibility | |
| flexible | |
| flourish | |
| flourishing | |
| fluent | |
| flutter | |
| fond | |
| fondly | |
| fondness | |
| foolproof | |
| foremost | |
| foresight | |
| formidable | |
| fortitude | |
| fortuitous | |
| fortuitously | |
| fortunate | |
| fortunately | |
| fortune | |
| fragrant | |
| free | |
| freed | |
| freedom | |
| freedoms | |
| fresh | |
| fresher | |
| freshest | |
| friendliness | |
| friendly | |
| frolic | |
| frugal | |
| fruitful | |
| ftw | |
| fulfillment | |
| fun | |
| futurestic | |
| futuristic | |
| gaiety | |
| gaily | |
| gain | |
| gained | |
| gainful | |
| gainfully | |
| gaining | |
| gains | |
| gallant | |
| gallantly | |
| galore | |
| geekier | |
| geeky | |
| gem | |
| gems | |
| generosity | |
| generous | |
| generously | |
| genial | |
| genius | |
| gentle | |
| gentlest | |
| genuine | |
| gifted | |
| glad | |
| gladden | |
| gladly | |
| gladness | |
| glamorous | |
| glee | |
| gleeful | |
| gleefully | |
| glimmer | |
| glimmering | |
| glisten | |
| glistening | |
| glitter | |
| glitz | |
| glorify | |
| glorious | |
| gloriously | |
| glory | |
| glow | |
| glowing | |
| glowingly | |
| god-given | |
| god-send | |
| godlike | |
| godsend | |
| gold | |
| golden | |
| good | |
| goodly | |
| goodness | |
| goodwill | |
| goood | |
| gooood | |
| gorgeous | |
| gorgeously | |
| grace | |
| graceful | |
| gracefully | |
| gracious | |
| graciously | |
| graciousness | |
| grand | |
| grandeur | |
| grateful | |
| gratefully | |
| gratification | |
| gratified | |
| gratifies | |
| gratify | |
| gratifying | |
| gratifyingly | |
| gratitude | |
| great | |
| greatest | |
| greatness | |
| grin | |
| groundbreaking | |
| guarantee | |
| guidance | |
| guiltless | |
| gumption | |
| gush | |
| gusto | |
| gutsy | |
| hail | |
| halcyon | |
| hale | |
| hallmark | |
| hallmarks | |
| hallowed | |
| handier | |
| handily | |
| hands-down | |
| handsome | |
| handsomely | |
| handy | |
| happier | |
| happily | |
| happiness | |
| happy | |
| hard-working | |
| hardier | |
| hardy | |
| harmless | |
| harmonious | |
| harmoniously | |
| harmonize | |
| harmony | |
| headway | |
| heal | |
| healthful | |
| healthy | |
| hearten | |
| heartening | |
| heartfelt | |
| heartily | |
| heartwarming | |
| heaven | |
| heavenly | |
| helped | |
| helpful | |
| helping | |
| hero | |
| heroic | |
| heroically | |
| heroine | |
| heroize | |
| heros | |
| high-quality | |
| high-spirited | |
| hilarious | |
| holy | |
| homage | |
| honest | |
| honesty | |
| honor | |
| honorable | |
| honored | |
| honoring | |
| hooray | |
| hopeful | |
| hospitable | |
| hot | |
| hotcake | |
| hotcakes | |
| hottest | |
| hug | |
| humane | |
| humble | |
| humility | |
| humor | |
| humorous | |
| humorously | |
| humour | |
| humourous | |
| ideal | |
| idealize | |
| ideally | |
| idol | |
| idolize | |
| idolized | |
| idyllic | |
| illuminate | |
| illuminati | |
| illuminating | |
| illumine | |
| illustrious | |
| ilu | |
| imaculate | |
| imaginative | |
| immaculate | |
| immaculately | |
| immense | |
| impartial | |
| impartiality | |
| impartially | |
| impassioned | |
| impeccable | |
| impeccably | |
| important | |
| impress | |
| impressed | |
| impresses | |
| impressive | |
| impressively | |
| impressiveness | |
| improve | |
| improved | |
| improvement | |
| improvements | |
| improves | |
| improving | |
| incredible | |
| incredibly | |
| indebted | |
| individualized | |
| indulgence | |
| indulgent | |
| industrious | |
| inestimable | |
| inestimably | |
| inexpensive | |
| infallibility | |
| infallible | |
| infallibly | |
| influential | |
| ingenious | |
| ingeniously | |
| ingenuity | |
| ingenuous | |
| ingenuously | |
| innocuous | |
| innovation | |
| innovative | |
| inpressed | |
| insightful | |
| insightfully | |
| inspiration | |
| inspirational | |
| inspire | |
| inspiring | |
| instantly | |
| instructive | |
| instrumental | |
| integral | |
| integrated | |
| intelligence | |
| intelligent | |
| intelligible | |
| interesting | |
| interests | |
| intimacy | |
| intimate | |
| intricate | |
| intrigue | |
| intriguing | |
| intriguingly | |
| intuitive | |
| invaluable | |
| invaluablely | |
| inventive | |
| invigorate | |
| invigorating | |
| invincibility | |
| invincible | |
| inviolable | |
| inviolate | |
| invulnerable | |
| irreplaceable | |
| irreproachable | |
| irresistible | |
| irresistibly | |
| issue-free | |
| jaw-droping | |
| jaw-dropping | |
| jollify | |
| jolly | |
| jovial | |
| joy | |
| joyful | |
| joyfully | |
| joyous | |
| joyously | |
| jubilant | |
| jubilantly | |
| jubilate | |
| jubilation | |
| jubiliant | |
| judicious | |
| justly | |
| keen | |
| keenly | |
| keenness | |
| kid-friendly | |
| kindliness | |
| kindly | |
| kindness | |
| knowledgeable | |
| kudos | |
| large-capacity | |
| laud | |
| laudable | |
| laudably | |
| lavish | |
| lavishly | |
| law-abiding | |
| lawful | |
| lawfully | |
| lead | |
| leading | |
| leads | |
| lean | |
| led | |
| legendary | |
| leverage | |
| levity | |
| liberate | |
| liberation | |
| liberty | |
| lifesaver | |
| light-hearted | |
| lighter | |
| likable | |
| like | |
| liked | |
| likes | |
| liking | |
| lionhearted | |
| lively | |
| logical | |
| long-lasting | |
| lovable | |
| lovably | |
| love | |
| loved | |
| loveliness | |
| lovely | |
| lover | |
| loves | |
| loving | |
| low-cost | |
| low-price | |
| low-priced | |
| low-risk | |
| lower-priced | |
| loyal | |
| loyalty | |
| lucid | |
| lucidly | |
| luck | |
| luckier | |
| luckiest | |
| luckiness | |
| lucky | |
| lucrative | |
| luminous | |
| lush | |
| luster | |
| lustrous | |
| luxuriant | |
| luxuriate | |
| luxurious | |
| luxuriously | |
| luxury | |
| lyrical | |
| magic | |
| magical | |
| magnanimous | |
| magnanimously | |
| magnificence | |
| magnificent | |
| magnificently | |
| majestic | |
| majesty | |
| manageable | |
| maneuverable | |
| marvel | |
| marveled | |
| marvelled | |
| marvellous | |
| marvelous | |
| marvelously | |
| marvelousness | |
| marvels | |
| master | |
| masterful | |
| masterfully | |
| masterpiece | |
| masterpieces | |
| masters | |
| mastery | |
| matchless | |
| mature | |
| maturely | |
| maturity | |
| meaningful | |
| memorable | |
| merciful | |
| mercifully | |
| mercy | |
| merit | |
| meritorious | |
| merrily | |
| merriment | |
| merriness | |
| merry | |
| mesmerize | |
| mesmerized | |
| mesmerizes | |
| mesmerizing | |
| mesmerizingly | |
| meticulous | |
| meticulously | |
| mightily | |
| mighty | |
| mind-blowing | |
| miracle | |
| miracles | |
| miraculous | |
| miraculously | |
| miraculousness | |
| modern | |
| modest | |
| modesty | |
| momentous | |
| monumental | |
| monumentally | |
| morality | |
| motivated | |
| multi-purpose | |
| navigable | |
| neat | |
| neatest | |
| neatly | |
| nice | |
| nicely | |
| nicer | |
| nicest | |
| nifty | |
| nimble | |
| noble | |
| nobly | |
| noiseless | |
| non-violence | |
| non-violent | |
| notably | |
| noteworthy | |
| nourish | |
| nourishing | |
| nourishment | |
| novelty | |
| nurturing | |
| oasis | |
| obsession | |
| obsessions | |
| obtainable | |
| openly | |
| openness | |
| optimal | |
| optimism | |
| optimistic | |
| opulent | |
| orderly | |
| originality | |
| outdo | |
| outdone | |
| outperform | |
| outperformed | |
| outperforming | |
| outperforms | |
| outshine | |
| outshone | |
| outsmart | |
| outstanding | |
| outstandingly | |
| outstrip | |
| outwit | |
| ovation | |
| overjoyed | |
| overtake | |
| overtaken | |
| overtakes | |
| overtaking | |
| overtook | |
| overture | |
| pain-free | |
| painless | |
| painlessly | |
| palatial | |
| pamper | |
| pampered | |
| pamperedly | |
| pamperedness | |
| pampers | |
| panoramic | |
| paradise | |
| paramount | |
| pardon | |
| passion | |
| passionate | |
| passionately | |
| patience | |
| patient | |
| patiently | |
| patriot | |
| patriotic | |
| peace | |
| peaceable | |
| peaceful | |
| peacefully | |
| peacekeepers | |
| peach | |
| peerless | |
| pep | |
| pepped | |
| pepping | |
| peppy | |
| peps | |
| perfect | |
| perfection | |
| perfectly | |
| permissible | |
| perseverance | |
| persevere | |
| personages | |
| personalized | |
| phenomenal | |
| phenomenally | |
| picturesque | |
| piety | |
| pinnacle | |
| playful | |
| playfully | |
| pleasant | |
| pleasantly | |
| pleased | |
| pleases | |
| pleasing | |
| pleasingly | |
| pleasurable | |
| pleasurably | |
| pleasure | |
| plentiful | |
| pluses | |
| plush | |
| plusses | |
| poetic | |
| poeticize | |
| poignant | |
| poise | |
| poised | |
| polished | |
| polite | |
| politeness | |
| popular | |
| portable | |
| posh | |
| positive | |
| positively | |
| positives | |
| powerful | |
| powerfully | |
| praise | |
| praiseworthy | |
| praising | |
| pre-eminent | |
| precious | |
| precise | |
| precisely | |
| preeminent | |
| prefer | |
| preferable | |
| preferably | |
| prefered | |
| preferes | |
| preferring | |
| prefers | |
| premier | |
| prestige | |
| prestigious | |
| prettily | |
| pretty | |
| priceless | |
| pride | |
| principled | |
| privilege | |
| privileged | |
| prize | |
| proactive | |
| problem-free | |
| problem-solver | |
| prodigious | |
| prodigiously | |
| prodigy | |
| productive | |
| productively | |
| proficient | |
| proficiently | |
| profound | |
| profoundly | |
| profuse | |
| profusion | |
| progress | |
| progressive | |
| prolific | |
| prominence | |
| prominent | |
| promise | |
| promised | |
| promises | |
| promising | |
| promoter | |
| prompt | |
| promptly | |
| proper | |
| properly | |
| propitious | |
| propitiously | |
| pros | |
| prosper | |
| prosperity | |
| prosperous | |
| prospros | |
| protect | |
| protection | |
| protective | |
| proud | |
| proven | |
| proves | |
| providence | |
| proving | |
| prowess | |
| prudence | |
| prudent | |
| prudently | |
| punctual | |
| pure | |
| purify | |
| purposeful | |
| quaint | |
| qualified | |
| qualify | |
| quicker | |
| quiet | |
| quieter | |
| radiance | |
| radiant | |
| rapid | |
| rapport | |
| rapt | |
| rapture | |
| raptureous | |
| raptureously | |
| rapturous | |
| rapturously | |
| rational | |
| razor-sharp | |
| reachable | |
| readable | |
| readily | |
| ready | |
| reaffirm | |
| reaffirmation | |
| realistic | |
| realizable | |
| reasonable | |
| reasonably | |
| reasoned | |
| reassurance | |
| reassure | |
| receptive | |
| reclaim | |
| recomend | |
| recommend | |
| recommendation | |
| recommendations | |
| recommended | |
| reconcile | |
| reconciliation | |
| record-setting | |
| recover | |
| recovery | |
| rectification | |
| rectify | |
| rectifying | |
| redeem | |
| redeeming | |
| redemption | |
| refine | |
| refined | |
| refinement | |
| reform | |
| reformed | |
| reforming | |
| reforms | |
| refresh | |
| refreshed | |
| refreshing | |
| refund | |
| refunded | |
| regal | |
| regally | |
| regard | |
| rejoice | |
| rejoicing | |
| rejoicingly | |
| rejuvenate | |
| rejuvenated | |
| rejuvenating | |
| relaxed | |
| relent | |
| reliable | |
| reliably | |
| relief | |
| relish | |
| remarkable | |
| remarkably | |
| remedy | |
| remission | |
| remunerate | |
| renaissance | |
| renewed | |
| renown | |
| renowned | |
| replaceable | |
| reputable | |
| reputation | |
| resilient | |
| resolute | |
| resound | |
| resounding | |
| resourceful | |
| resourcefulness | |
| respect | |
| respectable | |
| respectful | |
| respectfully | |
| respite | |
| resplendent | |
| responsibly | |
| responsive | |
| restful | |
| restored | |
| restructure | |
| restructured | |
| restructuring | |
| retractable | |
| revel | |
| revelation | |
| revere | |
| reverence | |
| reverent | |
| reverently | |
| revitalize | |
| revival | |
| revive | |
| revives | |
| revolutionary | |
| revolutionize | |
| revolutionized | |
| revolutionizes | |
| reward | |
| rewarding | |
| rewardingly | |
| rich | |
| richer | |
| richly | |
| richness | |
| right | |
| righten | |
| righteous | |
| righteously | |
| righteousness | |
| rightful | |
| rightfully | |
| rightly | |
| rightness | |
| risk-free | |
| robust | |
| rock-star | |
| rock-stars | |
| rockstar | |
| rockstars | |
| romantic | |
| romantically | |
| romanticize | |
| roomier | |
| roomy | |
| rosy | |
| safe | |
| safely | |
| sagacity | |
| sagely | |
| saint | |
| saintliness | |
| saintly | |
| salutary | |
| salute | |
| sane | |
| satisfactorily | |
| satisfactory | |
| satisfied | |
| satisfies | |
| satisfy | |
| satisfying | |
| satisified | |
| saver | |
| savings | |
| savior | |
| savvy | |
| scenic | |
| seamless | |
| seasoned | |
| secure | |
| securely | |
| selective | |
| self-determination | |
| self-respect | |
| self-satisfaction | |
| self-sufficiency | |
| self-sufficient | |
| sensation | |
| sensational | |
| sensationally | |
| sensations | |
| sensible | |
| sensibly | |
| sensitive | |
| serene | |
| serenity | |
| sexy | |
| sharp | |
| sharper | |
| sharpest | |
| shimmering | |
| shimmeringly | |
| shine | |
| shiny | |
| significant | |
| silent | |
| simpler | |
| simplest | |
| simplified | |
| simplifies | |
| simplify | |
| simplifying | |
| sincere | |
| sincerely | |
| sincerity | |
| skill | |
| skilled | |
| skillful | |
| skillfully | |
| slammin | |
| sleek | |
| slick | |
| smart | |
| smarter | |
| smartest | |
| smartly | |
| smile | |
| smiles | |
| smiling | |
| smilingly | |
| smitten | |
| smooth | |
| smoother | |
| smoothes | |
| smoothest | |
| smoothly | |
| snappy | |
| snazzy | |
| sociable | |
| soft | |
| softer | |
| solace | |
| solicitous | |
| solicitously | |
| solid | |
| solidarity | |
| soothe | |
| soothingly | |
| sophisticated | |
| soulful | |
| soundly | |
| soundness | |
| spacious | |
| sparkle | |
| sparkling | |
| spectacular | |
| spectacularly | |
| speedily | |
| speedy | |
| spellbind | |
| spellbinding | |
| spellbindingly | |
| spellbound | |
| spirited | |
| spiritual | |
| splendid | |
| splendidly | |
| splendor | |
| spontaneous | |
| sporty | |
| spotless | |
| sprightly | |
| stability | |
| stabilize | |
| stable | |
| stainless | |
| standout | |
| state-of-the-art | |
| stately | |
| statuesque | |
| staunch | |
| staunchly | |
| staunchness | |
| steadfast | |
| steadfastly | |
| steadfastness | |
| steadiest | |
| steadiness | |
| steady | |
| stellar | |
| stellarly | |
| stimulate | |
| stimulates | |
| stimulating | |
| stimulative | |
| stirringly | |
| straighten | |
| straightforward | |
| streamlined | |
| striking | |
| strikingly | |
| striving | |
| strong | |
| stronger | |
| strongest | |
| stunned | |
| stunning | |
| stunningly | |
| stupendous | |
| stupendously | |
| sturdier | |
| sturdy | |
| stylish | |
| stylishly | |
| stylized | |
| suave | |
| suavely | |
| sublime | |
| subsidize | |
| subsidized | |
| subsidizes | |
| subsidizing | |
| substantive | |
| succeed | |
| succeeded | |
| succeeding | |
| succeeds | |
| succes | |
| success | |
| successes | |
| successful | |
| successfully | |
| suffice | |
| sufficed | |
| suffices | |
| sufficient | |
| sufficiently | |
| suitable | |
| sumptuous | |
| sumptuously | |
| sumptuousness | |
| super | |
| superb | |
| superbly | |
| superior | |
| superiority | |
| supple | |
| support | |
| supported | |
| supporter | |
| supporting | |
| supportive | |
| supports | |
| supremacy | |
| supreme | |
| supremely | |
| supurb | |
| supurbly | |
| surmount | |
| surpass | |
| surreal | |
| survival | |
| survivor | |
| sustainability | |
| sustainable | |
| swank | |
| swankier | |
| swankiest | |
| swanky | |
| sweeping | |
| sweet | |
| sweeten | |
| sweetheart | |
| sweetly | |
| sweetness | |
| swift | |
| swiftness | |
| talent | |
| talented | |
| talents | |
| tantalize | |
| tantalizing | |
| tantalizingly | |
| tempt | |
| tempting | |
| temptingly | |
| tenacious | |
| tenaciously | |
| tenacity | |
| tender | |
| tenderly | |
| terrific | |
| terrifically | |
| thank | |
| thankful | |
| thinner | |
| thoughtful | |
| thoughtfully | |
| thoughtfulness | |
| thrift | |
| thrifty | |
| thrill | |
| thrilled | |
| thrilling | |
| thrillingly | |
| thrills | |
| thrive | |
| thriving | |
| thumb-up | |
| thumbs-up | |
| tickle | |
| tidy | |
| time-honored | |
| timely | |
| tingle | |
| titillate | |
| titillating | |
| titillatingly | |
| togetherness | |
| tolerable | |
| toll-free | |
| top | |
| top-notch | |
| top-quality | |
| topnotch | |
| tops | |
| tough | |
| tougher | |
| toughest | |
| traction | |
| tranquil | |
| tranquility | |
| transparent | |
| treasure | |
| tremendously | |
| trendy | |
| triumph | |
| triumphal | |
| triumphant | |
| triumphantly | |
| trivially | |
| trophy | |
| trouble-free | |
| trump | |
| trumpet | |
| trust | |
| trusted | |
| trusting | |
| trustingly | |
| trustworthiness | |
| trustworthy | |
| trusty | |
| truthful | |
| truthfully | |
| truthfulness | |
| twinkly | |
| ultra-crisp | |
| unabashed | |
| unabashedly | |
| unaffected | |
| unassailable | |
| unbeatable | |
| unbiased | |
| unbound | |
| uncomplicated | |
| unconditional | |
| undamaged | |
| undaunted | |
| understandable | |
| undisputable | |
| undisputably | |
| undisputed | |
| unencumbered | |
| unequivocal | |
| unequivocally | |
| unfazed | |
| unfettered | |
| unforgettable | |
| unity | |
| unlimited | |
| unmatched | |
| unparalleled | |
| unquestionable | |
| unquestionably | |
| unreal | |
| unrestricted | |
| unrivaled | |
| unselfish | |
| unwavering | |
| upbeat | |
| upgradable | |
| upgradeable | |
| upgraded | |
| upheld | |
| uphold | |
| uplift | |
| uplifting | |
| upliftingly | |
| upliftment | |
| upscale | |
| usable | |
| useable | |
| useful | |
| user-friendly | |
| user-replaceable | |
| valiant | |
| valiantly | |
| valor | |
| valuable | |
| variety | |
| venerate | |
| verifiable | |
| veritable | |
| versatile | |
| versatility | |
| vibrant | |
| vibrantly | |
| victorious | |
| victory | |
| viewable | |
| vigilance | |
| vigilant | |
| virtue | |
| virtuous | |
| virtuously | |
| visionary | |
| vivacious | |
| vivid | |
| vouch | |
| vouchsafe | |
| warm | |
| warmer | |
| warmhearted | |
| warmly | |
| warmth | |
| wealthy | |
| welcome | |
| well | |
| well-backlit | |
| well-balanced | |
| well-behaved | |
| well-being | |
| well-bred | |
| well-connected | |
| well-educated | |
| well-established | |
| well-informed | |
| well-intentioned | |
| well-known | |
| well-made | |
| well-managed | |
| well-mannered | |
| well-positioned | |
| well-received | |
| well-regarded | |
| well-rounded | |
| well-run | |
| well-wishers | |
| wellbeing | |
| whoa | |
| wholeheartedly | |
| wholesome | |
| whooa | |
| whoooa | |
| wieldy | |
| willing | |
| willingly | |
| willingness | |
| win | |
| windfall | |
| winnable | |
| winner | |
| winners | |
| winning | |
| wins | |
| wisdom | |
| wise | |
| wisely | |
| witty | |
| won | |
| wonder | |
| wonderful | |
| wonderfully | |
| wonderous | |
| wonderously | |
| wonders | |
| wondrous | |
| woo | |
| work | |
| workable | |
| worked | |
| works | |
| world-famous | |
| worth | |
| worth-while | |
| worthiness | |
| worthwhile | |
| worthy | |
| wow | |
| wowed | |
| wowing | |
| wows | |
| yay | |
| youthful | |
| zeal | |
| zenith | |
| zest | |
| zippy |
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| require('twitteR') | |
| require('RJSONIO') | |
| require('RCurl') | |
| require('stringr') | |
| require('plyr') | |
| require('Unicode') | |
| require('ggplot2') | |
| require('doBy') | |
| require(ROAuth) | |
| consumerKey <- 'zing' | |
| consumerSecret <- 'zong' | |
| reqURL <- 'https://api.twitter.com/oauth/request_token' | |
| accessURL <- 'https://api.twitter.com/oauth/access_token' | |
| authURL <- 'https://api.twitter.com/oauth/authorize' | |
| twitCred <- OAuthFactory$new(consumerKey=consumerKey, | |
| consumerSecret=consumerSecret, | |
| requestURL=reqURL, | |
| accessURL=accessURL, | |
| authURL=authURL) | |
| twitCred$handshake() | |
| registerTwitterOAuth(twitCred) | |
| sentiment.words <- function(file) { | |
| return(scan(file, what="character", comment.char=";")) | |
| } | |
| ## | |
| # This function makes the first character | |
| # of the sentence upper-case. | |
| # | |
| # It is also unicode compliant. | |
| ## | |
| ucfirst <- function(txt) { | |
| uc_text <- paste( | |
| u_to_upper_case(substring(txt, 1, 1)), | |
| substring(txt, 2), | |
| sep="", collapse="" | |
| ) | |
| return(uc_text) | |
| } | |
| sentiment.words.negative <- sentiment.words('negative-words.txt') | |
| sentiment.words.positive <- sentiment.words('positive-words.txt') | |
| # Found online months ago... can't remember where. I'll find it and add due creds. | |
| multiplot <- function(..., plotlist=NULL, cols) { | |
| require(grid) | |
| # Make a list from the ... arguments and plotlist | |
| plots <- c(list(...), plotlist) | |
| numPlots = length(plots) | |
| # Make the panel | |
| plotCols = cols # Number of columns of plots | |
| plotRows = ceiling(numPlots/plotCols) # Number of rows needed, calculated from # of cols | |
| # Set up the page | |
| grid.newpage() | |
| pushViewport(viewport(layout = grid.layout(plotRows, plotCols))) | |
| vplayout <- function(x, y) | |
| viewport(layout.pos.row = x, layout.pos.col = y) | |
| # Make each plot, in the correct location | |
| for (i in 1:numPlots) { | |
| curRow = ceiling(i/plotCols) | |
| curCol = (i-1) %% plotCols + 1 | |
| print(plots[[i]], vp = vplayout(curRow, curCol )) | |
| } | |
| } | |
| ## | |
| # Partly used Jeffrey Breen's code however | |
| # added unicode support for words and right now l | |
| # in the process of adding multi-language support. | |
| ## | |
| sentiment.score <- function(sentences, pos.words, neg.words, companyName, .progress='none') | |
| { | |
| scores = laply(sentences, function(sentence, pos.words, neg.words) { | |
| sentence <- gsub('[[:punct:]]', '', sentence) | |
| sentence <- gsub('[[:cntrl:]]', '', sentence) | |
| sentence <- gsub('\\d+', '', sentence) | |
| # We need this for broken tweets with random chars. | |
| sentence = try(u_to_lower_case(sentence), TRUE) | |
| # We need to implement an iconv language identification | |
| # to then load the proper words lists. Right now, | |
| # it only supports english. | |
| word.list = str_split(sentence, '\\s+') | |
| # Second level lists are teh suck. Unlist all of the things. | |
| words = unlist(word.list) | |
| pos.matches = match(words, pos.words) | |
| neg.matches = match(words, neg.words) | |
| # They are not nothing. | |
| pos.matches = !is.na(pos.matches) | |
| neg.matches = !is.na(neg.matches) | |
| score = sum(pos.matches) - sum(neg.matches) | |
| return(score) | |
| }, pos.words, neg.words, .progress=.progress ) | |
| scores.df = data.frame(score=scores, text=sentences, name=companyName) | |
| return(scores.df) | |
| } | |
| ## | |
| # Another helper for the laply | |
| # Oh lazy dave when you'll re-read this code. | |
| ## | |
| getText <- function(txt) { | |
| txt$getText() | |
| } | |
| ## | |
| # This list of words doens't have all I need. | |
| # | |
| # We just add 'floored' and 'disrupt' to both positive and negative so they negate each other. | |
| ## | |
| pos.words <- c(sentiment.words.positive, "epic", "amazeballs", "sick", 'floored', 'disrupt') | |
| neg.words <- c(sentiment.words.negative, "wtf", "epicfail", "stoopid", "damn", 'floored', 'disrupt') | |
| enigma.tweets <- searchTwitter('enigma_io', n=1000) | |
| enigma.text <- laply(enigma.tweets, getText) | |
| enigma.feel <- sentiment.score(enigma.text, pos.words, neg.words, 'Enigma.io') | |
| healthyout.tweets <- searchTwitter('healthyout', n=1000) | |
| healthyout.text <- laply(healthyout.tweets, getText) | |
| healthyout.feel <- sentiment.score(healthyout.text, pos.words, neg.words, 'Healthy Out') | |
| handle.tweets <- searchTwitter('@handle', n=1000) | |
| handle.text <- laply(handle.tweets, getText) | |
| handle.feel <- sentiment.score(handle.text, pos.words, neg.words, 'Handle') | |
| floored.tweets <- searchTwitter('floored3d', n=1000) | |
| floored.text <- laply(floored.tweets, getText) | |
| floored.feel <- sentiment.score(floored.text, pos.words, neg.words, 'Floored 3D') | |
| supplyshift.tweets <- searchTwitter('supplyshift', n=1000) | |
| supplyshift.text <- laply(supplyshift.tweets, getText) | |
| supplyshift.feel <- sentiment.score(supplyshift.text, pos.words, neg.words, 'Supply Shift') | |
| zenefits.tweets <- searchTwitter('zenefits', n=1000) | |
| zenefits.text <- laply(zenefits.tweets, getText) | |
| zenefits.feel <- sentiment.score(zenefits.text, pos.words, neg.words, 'Zenefits') | |
| glide.tweets <- searchTwitter('glideapp', n=1000) | |
| glide.text <- laply(glide.tweets, getText) | |
| glide.feel <- sentiment.score(glide.text, pos.words, neg.words, 'Glide App') | |
| ## Now we do the actual binding. | |
| all.scores = rbind(enigma.feel, healthyout.feel, handle.feel, | |
| floored.feel, supplyshift.feel, zenefits.feel, glide.feel) | |
| ## Now we only inspect the happy and very happy and the unhappy to very unhappy people.. as bools. | |
| all.scores$very.pos.bool = all.scores$score >= 1 | |
| all.scores$very.pos = as.numeric(all.scores$very.pos.bool) | |
| all.scores$very.neg.bool = all.scores$score <= -1 | |
| all.scores$very.neg = as.numeric(all.scores$very.neg.bool) | |
| score.df = ddply(all.scores, c('name'), summarise, | |
| very.pos.count=sum(very.pos), | |
| very.neg.count=sum(very.neg)) | |
| # Total of "very" people is positive count + negative count | |
| # we'll need that for our next step where we re-rank companies. | |
| score.df$very.total = score.df$very.pos.count + score.df$very.neg.count | |
| score.df$percentScore = round(100 * score.df$very.pos.count / score.df$very.total) | |
| # Or if we want the loosers: | |
| score.df$percentLooser = round(100 * score.df$very.neg.count / score.df$very.total) | |
| g <- ggplot(data=all.scores, mapping=aes(x=score, fill=name)) | |
| g <- g + geom_bar(binwidth=1) | |
| g <- g + facet_grid(name~.) | |
| g <- g + theme_bw() + scale_fill_brewer(type="qual", palette="Set1") | |
| happy <- qplot(reorder(score.df$name, -score.df$percentScore), score.df$percentScore, fill=I("orange"), | |
| geom=c("bar"), ylab="Relative Happiness", xlab="Company Ranking") + theme_bw() | |
| unhappy <- qplot(reorder(score.df$name, -score.df$percentLooser), score.df$percentLooser, fill=I("brown"), | |
| geom=c("bar"), ylab="Relative Unhappiness", xlab="Company Ranking") + theme_bw() | |
| sco <- qplot(reorder(score.df$name, -score.df$very.total), score.df$very.total, fill=I("blue"), | |
| geom=c("bar"), ylab="Social Mentions", xlab="By Company") + theme_bw() | |
| multiplot(g, sco, happy, unhappy, cols=2) |
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