Java tutorial
package com.project.shlok.TopicsAnalyzer; import java.util.ArrayList; import java.util.HashMap; import java.util.Iterator; import java.util.Random; import org.bson.Document; import com.mongodb.MongoClient; import com.mongodb.client.FindIterable; import com.mongodb.client.MongoCollection; import com.mongodb.client.MongoDatabase; import com.mongodb.client.model.Filters; import uk.bl.wa.sentimentalj.Sentiment; import uk.bl.wa.sentimentalj.SentimentalJ; /** * Polarity of Topics on Social Media * CIS 700 - Text Mining for Social Media * TweetAnalytics.java * Purpose: Reads the analysis done on tweets from a database * * @author Shlok Desai * @version 1.0 04/23/2016 */ public class TweetAnalytics { MongoClient client; MongoDatabase tweetsDb; MongoCollection<Document> sentimentsCol; MongoCollection<Document> entitiesCol; MongoCollection<Document> storiesCol; SentimentalJ lexicon; ArrayList<String> negativewordslist; ArrayList<String> positivewordslist; /** * Constructor * Instantiates the objects needed to read tweet analysis from database * @param None * */ public TweetAnalytics() { client = new MongoClient(); tweetsDb = client.getDatabase("tweets_db"); sentimentsCol = tweetsDb.getCollection("sentiments"); entitiesCol = tweetsDb.getCollection("entities"); storiesCol = tweetsDb.getCollection("stories"); lexicon = new SentimentalJ(); negativewordslist = new ArrayList<String>(); positivewordslist = new ArrayList<String>(); // Obtained from Bing Liu's lexicon String[] neglist = { "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", "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", "bigoted", "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", 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"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" }; for (int i = 0; i < neglist.length; ++i) { negativewordslist.add(neglist[i]); } // Obtained from Bing Liu's lexicon String[] poslist = { "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" }; for (int i = 0; i < poslist.length; ++i) { positivewordslist.add(poslist[i]); } } /** * getSentimentScores * Gets the count of positive and negative tweets from a database * @param String - query to be tracked * @return ArrayList<Integer> - arraylist of two integers, representing count of positive and negative tweets * */ public ArrayList<Integer> getSentimentScores(String query) { FindIterable<Document> scoreIterable = sentimentsCol.find(Filters.eq("query", query)); ArrayList<Integer> scores = new ArrayList<Integer>(); Iterator<Document> scoreIterator = scoreIterable.iterator(); if (scoreIterator.hasNext()) { Document scoreDoc = scoreIterator.next(); Integer posCount = new Integer(scoreDoc.get("posCount").toString()); Integer negCount = new Integer(scoreDoc.get("negCount").toString()); scores.add(posCount); scores.add(negCount); } return scores; } /** * getPositiveSentimentKeywords * Gets positive keywords from the database * @param String - query to be tracked * @return ArrayList<HashMap<String,Integer>> - an arraylist of maps containing keywords and their respective weights * */ public ArrayList<HashMap<String, Integer>> getPositiveSentimentKeywords(String query) { ArrayList<HashMap<String, Integer>> keywordsList = new ArrayList<HashMap<String, Integer>>(); FindIterable<Document> keywordsIterable = sentimentsCol.find(Filters.eq("query", query)); Iterator<Document> keywordsIterator = keywordsIterable.iterator(); if (keywordsIterator.hasNext()) { Document keywordsDoc = keywordsIterator.next(); Document posKeyWordsDoc = (Document) keywordsDoc.get("poswords"); for (String key : posKeyWordsDoc.keySet()) { Integer count = new Integer(posKeyWordsDoc.get(key).toString()); Sentiment wordsentiment = lexicon.analyze(key); Integer weight = 0; // Performs tf-idf on the keyword and assigns weights double key_tf = 0.0; double key_idf = 0.0; double key_tfidf = 0.0; int normalized_tfidf = 0; if (count != 0 && posKeyWordsDoc.size() != 0) { key_tf = (float) count / posKeyWordsDoc.size(); key_idf = Math.log(posKeyWordsDoc.size() / count); key_tfidf = key_tf * key_idf; normalized_tfidf = (int) (key_tfidf * 100); } if (!key.equals("https") && !key.equals("http") && !key.contains("https") && !key.contains("http")) { if (normalized_tfidf > 40) { weight = normalized_tfidf; } // if tf-idf weight is not above threshold but word is informative and positive else if (wordsentiment.getScore() > 0) { weight = 40 + wordsentiment.getScore(); } else if (wordsentiment.getScore() >= 0 && positivewordslist.indexOf(key) != -1) { Random random = new Random(); weight = random.nextInt(40) + 40; } if (weight != 0) { HashMap<String, Integer> posMap = new HashMap<String, Integer>(); posMap.put(key, weight); keywordsList.add(posMap); } } } } return keywordsList; } /** * getStories * Gets stories from a database * @param String - query to be tracked * @return ArrayList<HashMap<String,Integer>> - an arraylist of maps containing stories and their respective counts * */ public ArrayList<HashMap<String, Integer>> getStories(String query) { ArrayList<HashMap<String, Integer>> stories = new ArrayList<HashMap<String, Integer>>(); FindIterable<Document> storyIterable = storiesCol.find(Filters.eq("query", query)); Iterator<Document> storyIterator = storyIterable.iterator(); if (storyIterator.hasNext()) { Document storyDoc = storyIterator.next(); Document storiesDoc = (Document) storyDoc.get("stories"); for (String key : storiesDoc.keySet()) { Integer count = new Integer(storiesDoc.get(key).toString()); if (count > 10) { String story = key.replace("+", " "); String[] words = story.split(" "); if (words.length > 5) { HashMap<String, Integer> storyMap = new HashMap<String, Integer>(); storyMap.put(story, count); stories.add(storyMap); } } } } return stories; } /** * getNegativeSentimentKeywords * Gets negative keywords from the database * @param String - query to be tracked * @return ArrayList<HashMap<String,Integer>> - an arraylist of maps containing keywords and their respective weights * */ public ArrayList<HashMap<String, Integer>> getNegativeSentimentKeywords(String query) { ArrayList<HashMap<String, Integer>> keywordsList = new ArrayList<HashMap<String, Integer>>(); FindIterable<Document> keywordsIterable = sentimentsCol.find(Filters.eq("query", query)); Iterator<Document> keywordsIterator = keywordsIterable.iterator(); if (keywordsIterator.hasNext()) { Document keywordsDoc = keywordsIterator.next(); Document negKeyWordsDoc = (Document) keywordsDoc.get("negwords"); for (String key : negKeyWordsDoc.keySet()) { Integer count = new Integer(negKeyWordsDoc.get(key).toString()); Sentiment wordsentiment = lexicon.analyze(key); // Performs tf-idf on the keyword and assigns weights Integer weight = 0; double key_tf = 0.0; double key_idf = 0.0; double key_tfidf = 0.0; int normalized_tfidf = 0; if (count != 0 && negKeyWordsDoc.size() != 0) { key_tf = (float) count / negKeyWordsDoc.size(); key_idf = Math.log(negKeyWordsDoc.size() / count); key_tfidf = key_tf * key_idf; normalized_tfidf = (int) (key_tfidf * 100); } if (!key.equals("https") && !key.equals("http") && !key.contains("http") && !key.contains("https")) { if (normalized_tfidf > 40) { weight = normalized_tfidf; } // if tf-idf score is not beyond threshold, but word is informative and negative else if (wordsentiment.getScore() < 0) { weight = 40 + Math.abs(wordsentiment.getScore()); } else if (wordsentiment.getScore() <= 0 && negativewordslist.indexOf(key) != -1) { Random random = new Random(); weight = random.nextInt(40) + 40; } if (weight != 0) { HashMap<String, Integer> negMap = new HashMap<String, Integer>(); negMap.put(key, weight); keywordsList.add(negMap); } } } } return keywordsList; } /** * getNamedEntities * Gets named entities from the database * @param String - query to be tracked * @return ArrayList<HashMap<String,Integer>> - an arraylist of maps containing entities and their respective counts * */ public ArrayList<HashMap<String, Integer>> getNamedEntities(String query) { ArrayList<HashMap<String, Integer>> entities = new ArrayList<HashMap<String, Integer>>(); FindIterable<Document> entityIterable = entitiesCol.find(Filters.eq("query", query)); Iterator<Document> entityIterator = entityIterable.iterator(); if (entityIterator.hasNext()) { Document entityDoc = entityIterator.next(); Document entitiesDoc = (Document) entityDoc.get("entities"); for (String entity : entitiesDoc.keySet()) { Integer count = new Integer(entitiesDoc.get(entity).toString()); if (count > 10) { String cleanedEntity = entity.replace("+", " "); if (!cleanedEntity.contains(query) && !query.contains(cleanedEntity) && !cleanedEntity.equals("RT")) { HashMap<String, Integer> map = new HashMap<String, Integer>(); map.put(cleanedEntity, count); entities.add(map); } } } } return entities; } }