Java tutorial
package edu.columbia.hs2807; import java.io.IOException; import java.util.*; import java.util.regex.Pattern; import java.util.regex.Matcher; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.*; import org.apache.hadoop.mapreduce.Job; import org.apache.hadoop.mapreduce.Mapper; import org.apache.hadoop.mapreduce.Reducer; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.apache.hadoop.mapreduce.Mapper.Context; // Counts the words in tweets. Ignores stop words and lines that are not tweets. public class Sentiment { public static class LongArrayWritable extends ArrayWritable { public LongArrayWritable() { super(LongWritable.class); } } public static class Map extends Mapper<LongWritable, Text, IntWritable, LongArrayWritable> { private IntWritable timestamp = new IntWritable(); private LongWritable positiveWordCount = new LongWritable(); private LongWritable negativeWordCount = new LongWritable(); private LongArrayWritable output = new LongArrayWritable(); private static final String[] positiveWordsArray = new String[] { "abidance", "abidance", "abilities", "ability", "able", "above", "above-average", "abundant", "abundance", "acceptance", "acceptable", "accessible", "acclaim", "acclaimed", "accolade", "accolades", "accommodative", "accomplishment", "accomplishments", "accordance", "accordantly", "accurate", "accurately", "achievable", "achievement", "achievements", "acknowledgement", "active", "acumen", "adaptable", "adaptability", "adaptive", "adept", "adeptly", "adequate", "adherence", "adherent", "adhesion", "admirable", "admirer", "admirable", "admirably", "admiration", "admiring", "admiringly", "admission", "admission", "adorable", "adored", "adorer", "adoring", "adoringly", "adroit", "adroitly", "adulatory", "advanced", "advantage", "advantage", "advantageous", "advantages", "advantages", "adventure", "adventure", "adventuresome", "adventurism", "adventurous", "advice", "advice", "advisable", "advocacy", "affable", "affability", "affably", "affection", "affection", "affectionate", "affinity", "affirmation", "affirmation", "affirmative", "affluent", "affluence", "affordable", "afloat", "agile", "agilely", "agility", "agreeable", "agreement", "agreement", "allowable", "allure", "alluring", "alluringly", "almighty", "altruist", "altruistic", "altruistically", "amazed", "amazement", "amazing", "amazingly", "ambitious", "ambitious", "amenable", "amenity", "amiability", "amiabily", "amiable", "amicability", "amicable", "amicably", "amity", "amity", "amnesty", "amour", "ample", "amply", "amusement", "amusement", "amusing", "angel", "angelic", "animated", "apostle", "apostle", "apotheosis", "apotheosis", "appeal", "appeal", "appealing", "appreciable", "appreciation", "appreciation", "appreciative", "appropriate", "approval", "apt", "aptly", "aptitude", "ardent", "ardently", "ardor", "aristocratic", "arresting", "articulate", "ascendant", "ascendant", "ascertainable", "ascertainable", "aspiration", "aspirations", "aspirations", "assertions", "assertions", "assertive", "asset", "assiduous", "assiduously", "assurance", "assurance", "assurances", "assurances", "assuredly", "astonished", "astonishing", "astonishingly", "astonishment", "astounded", "astounding", "astounding", "astoundingly", "astute", "astutely", "asylum", "asylum", "attainable", "attentive", "attraction", "attraction", "attractive", "attractive", "attune", "auspicious", "authentic", "authoritative", "award", "autonomous", "avid", "avidly", "awe", "awed", "awesome", "awesomely", "awesomeness", "awestruck", "backbone", "balanced", "bargain", "bargain", "basic", "beacon", "beauteous", "beautiful", "beautifully", "beauty", "befitting", "believable", "beloved", "benefactor", "beneficial", "beneficent", "beneficiary", "beneficiary", "benefit", "benefit", "benefits", "benefits", "benevolence", "benevolent", "benign", "best-known", "best-performing", "best-selling", "better", "better-known", "better-than-expected", "blameless", "blessing", "blessing", "bliss", "blissful", "blissfully", "blithe", "bold", "boldly", "boldness", "bonny", "bonus", "boom", "booming", "boost", "boundless", "bountiful", "brains", "brains", "brainy", "brave", "bravery", "bravery", "breakthrough", "breakthrough", "breakthroughs", "breakthroughs", "breathlessness", "breathlessness", "breathtaking", "breathtakingly", "bright", "brightness", "brilliance", "brilliant", "brilliantly", "brisk", "broad", "brotherly", "bull", "bull", "bullish", "bullish", "buoyant", "calm", "calmness", "candid", "candor", "capable", "capability", "capably", "captivating", "captivation", "carefree", "careful", "catalyst", "catalyst", "catchy", "celebrated", "celebration", "celebrity", "champion", "champ", "champion", "charismatic", "charitable", "charitable", "charity", "charm", "charm", "charming", "charming", "charmingly", "chaste", "cheer", "cheery", "cheerful", "cherished", "cherub", "chic", "chivalry", "chivalrous", "chum", "civility", "civilization", "civilize", "civil", "clarity", "classic", "clean", "cleanliness", "cleanse", "clear-cut", "clearer", "clearer", "clearly", "clever", "closeness", "closeness", "clout", "clout", "co-operation", "co-operation", "cogent", "cohesive", "coherence", "coherence", "coherent", "cohesion", "cohesive", "colorful", "colossal", "comeback", "comeback", "comely", "comfortable", "comfortable", "comfortably", "comforting", "commendable", "commendably", "commensurate", "commonsense", "commonsensible", "commonsensibly", "commonsensical", "commodious", "commitment", "commitment", "compact", "compassion", "compassionate", "compatible", "compatible", "compelling", "compelling", "competent", "competence", "competency", "competitive", "competitive", "competitiveness", "complement", "compliant", "compliant", "complimentary", "comprehensive", "compromise", "compromise", "compromises", "compromises", "comrades", "comrades", "conceivable", "conceivable", "conciliatory", "conclusive", "concrete", "conducive", "conducive", "confidence", "confidence", "confident", "congenial", "congratulations", "congratulations", "conscience", "conscientious", "consensus", "considerate", "consistent", "constancy", "constructive", "constructive", "constructive", "consummate", "content", "contentment", "continuity", "contribution", "contribution", "convenient", "convenient", "conviction", "conviction", "convincing", "convincing", "convincingly", "cooperation", "cooperation", "cooperative", "cooperatively", "cordial", "cornerstone", "cornerstone", "correct", "cost-effective", "cost-saving", "courage", "courage", "courageous", "courageously", "courageousness", "courteous", "courtesy", "courtly", "covenant", "cozy", "craving", "creative", "credence", "credence", "credible", "crisp", "crusade", "crusade", "crusader", "cure-all", "cure-all", "cute", "dance", "daring", "daringly", "dashing", "dauntless", "dazzled", "dazzling", "deal", "dear", "decent", "decency", "decisive", "decisiveness", "decisiveness", "dedicated", "defender", "defender", "deference", "defense", "definite", "definitive", "definitive", "definitively", "deflationary", "deft", "delectable", "delicacy", "delicate", "delicious", "delight", "delighted", "delightful", "delightful", "delightfully", "delightfulness", "democratic", "dependable", "deserved", "deservedly", "deserving", "desirable", "desire", "desire", "desirous", "destined", "destinies", "destinies", "destiny", "determination", "determination", "devoted", "devotee", "devotion", "devout", "dexterity", "dexterous", "dexterously", "dextrous", "dignified", "dignity", "diligence", "diligent", "diligently", "diplomatic", "diplomatic", "discerning", "discreet", "discreet", "discretion", "discriminating", "discriminatingly", "distinct", "distinction", "distinctive", "distinctive", "distinctive", "distinguished", "diversified", "divine", "divinely", "dodge", "dodge", "dotingly", "doubtless", "dream", "dream", "dreamland", "dreams", "dreams", "dreamy", "drive", "driven", "durable", "durability", "dynamic", "eager", "eagerly", "eagerness", "earnest", "earnestly", "earnestness", "ease", "easy", "easygoing", "ebullience", "ebullient", "ebulliently", "eclectic", "economical", "ecstasies", "ecstasy", "ecstatic", "ecstatically", "educable", "educated", "educational", "effective", "effectiveness", "effectual", "efficacious", "efficiency", "efficient", "effortless", "effortlessly", "effusion", "effusive", "effusively", "effusiveness", "egalitarian", "elan", "elated", "elatedly", "elation", "electrification", "electrification", "elegance", "elegant", "elegantly", "elevated", "eligible", "elite", "eloquence", "eloquent", "eloquently", "eminence", "eminent", "empowerment", "enchanted", "enchanting", "enchantingly", "encouragement", "encouragement", "encouraging", "encouraging", "encouragingly", "endearing", "endorsement", "endorsement", "endorser", "endurable", "enduring", "energetic", "energetic", "engaging", "engrossing", "enhanced", "enhancement", "enjoyable", "enjoyably", "enjoyment", "enlightenment", "enrapt", "enrichment", "enterprising", "entertaining", "enthusiasm", "enthusiast", "enthusiastic", "enthusiastically", "enticing", "enticingly", "entrancing", "entreatingly", "enviable", "enviably", "envisions", "envisions", "epic", "epitome", "equality", "equality", "equitable", "erudite", "essential", "especially", "esteem", "established", "eternity", "eternity", "ethical", "euphoria", "euphoric", "euphorically", "even", "evenly", "eventful", "everlasting", "evocative", "exalt", "exaltation", "exalted", "exaltedly", "exalting", "exaltingly", "exceeding", "exceedingly", "excellence", "excellency", "excellent", "excellently", "exceptional", "exceptionally", "excited", "excitedly", "excitedness", "excitement", "exciting", "excitingly", "exclusive", "excusable", "excusable", "exemplar", "exemplary", "exhaustive", "exhaustively", "exhilarating", "exhilaratingly", "exhilaration", "expansive", "experienced", "expert", "expertly", "explicit", "explicitly", "expressive", "exquisite", "exquisitely", "extraordinarily", "extraordinary", "exuberance", "exuberant", "exuberantly", "exultation", "exultingly", "fabulous", "fabulously", "fair", "fair", "fairly", "fairness", "fairness", "faith", "faith", "faithful", "faithful", "faithfully", "faithfulness", "famed", "fame", "famed", "famous", "famously", "fancy", "fanfare", "fanfare", "fantastic", "fantastically", "fantasy", "fantasy", "farsighted", "fascinating", "fascinatingly", "fascination", "fashionable", "fashionably", "fast-growing", "fast-paced", "fastest-growing", "favor", "favor", "favorable", "favored", "favorite", "favour", "fearless", "fearlessly", "feasible", "feasibly", "feat", "featly", "feisty", "feisty", "felicitous", "felicity", "fertile", "fertile", "fervent", "fervently", "fervid", "fervidly", "fervor", "festive", "fidelity", "fiery", "fine", "finely", "first-class", "first-rate", "fit", "fitting", "flair", "flame", "flame", "flattering", "flatteringly", "flawless", "flawlessly", "flexible", "flourish", "flourishing", "fluent", "fond", "fondly", "fondness", "foolproof", "foremost", "foresight", "forgave", "forgiven", "forgiveness", "forgiving", "forgivingly", "fortitude", "fortuitous", "fortuitously", "fortunate", "fortune", "fortune", "fragrant", "frank", "free", "freedom", "freedom", "freedoms", "freedoms", "fresh", "friend", "friend", "friendliness", "friendliness", "friendly", "friends", "friends", "friendship", "friendship", "fruitful", "fulfillment", "fulfillment", "full-fledged", "fun", "functional", "funny", "gaiety", "gaily", "gain", "gainful", "gainfully", "gallant", "gallantly", "galore", "gem", "gem", "gems", "gems", "generosity", "generous", "generously", "genial", "genius", "gentle", "genuine", "germane", "giddy", "gifted", "glad", "gladly", "gladness", "glamorous", "glee", "gleeful", "gleefully", "glimmer", "glimmer", "glimmering", "glisten", "glistening", "glitter", "glorious", "gloriously", "glory", "glossy", "glowingly", "go-ahead", "go-ahead", "god-given", "godlike", "gold", "golden", "good", "goodly", "goodness", "goodwill", "goodwill", "gorgeous", "gorgeously", "grace", "graceful", "gracefully", "gracious", "graciously", "graciousness", "grail", "grail", "grand", "grandeur", "grateful", "grateful", "gratefully", "gratification", "gratifying", "gratifyingly", "gratitude", "gratitude", "great", "greatest", "greatness", "grit", "grit", "groundbreaking", "groundbreaking", "guarantee", "guardian", "guidance", "guidance", "guiltless", "gumption", "gusto", "gutsy", "halcyon", "hale", "hallowed", "handily", "handsome", "handy", "happily", "happiness", "happy", "hard-working", "hardier", "hardier", "hardy", "harmless", "harmonious", "harmony", "harmony", "haven", "headway", "heady", "healthful", "healthy", "healthy", "heart", "heartening", "heartfelt", "heartily", "heartwarming", "heaven", "heavenly", "help", "help", "helpful", "hero", "heroic", "heroically", "heroine", "heros", "high-quality", "highlight", "hilarious", "hilariously", "hilariousness", "hilarity", "historic", "holy", "homage", "honest", "honest", "honestly", "honesty", "honesty", "honeymoon", "honor", "honor", "honorable", "hope", "hope", "hopeful", "hopefully", "hopefulness", "hopes", "hopes", "hospitable", "hot", "hug", "hug", "humane", "humane", "humanists", "humanists", "humanity", "humankind", "humility", "humorous", "humorously", "humour", "humour", "humourous", "ideal", "ideal", "idealism", "idealist", "idol", "idol", "idolized", "illuminati", "illuminati", "illuminating", "illustrious", "imaginative", "immaculate", "immaculately", "impartial", "impartiality", "impartially", "impassioned", "impeccable", "impeccably", "imperial", "imperturbable", "impervious", "impetus", "importance", "important", "importantly", "impregnable", "impression", "impression", "impressions", "impressions", "impressive", "impressively", "impressiveness", "improving", "improved", "improvement", "inalienable", "incisive", "incisively", "incisiveness", "inclination", "inclination", "inclinations", "inclined", "inclusive", "incontestable", "incontrovertible", "incorruptible", "incredible", "incredibly", "indebted", "indefatigable", "indelible", "indelibly", "independence", "independence", "independent", "indescribable", "indescribably", "indestructible", "indispensable", "indispensability", "indisputable", "individuality", "indomitable", "indomitably", "indubitable", "indubitably", "indulgence", "indulgent", "industrious", "inestimable", "inestimably", "inexpensive", "infallible", "infallibly", "infallibility", "influential", "informative", "ingenious", "ingeniously", "ingenuity", "ingenuous", "ingenuously", "ingratiating", "ingratiatingly", "innocence", "innocence", "innocent", "innocently", "innocuous", "innocuous", "innovation", "innovation", "innovative", "inoffensive", "inquisitive", "insight", "insight", "insightful", "insightfully", "insistence", "insistence", "insistent", "insistently", "inspiration", "inspirational", "inspiring", "inspiring", "instructive", "instrumental", "intact", "integral", "integrity", "intelligent", "intelligence", "intelligible", "interest", "interest", "interested", "interesting", "interests", "interests", "intimacy", "intimacy", "intimate", "intricate", "intrigue", "intrigue", "intriguing", "intriguing", "intriguingly", "intuitive", "invaluable", "invaluablely", "inventive", "invigorating", "invincibility", "invincible", "inviolable", "inviolate", "invulnerable", "irrefutable", "irrefutably", "irreproachable", "irresistible", "irresistibly", "jauntily", "jaunty", "joke", "jovial", "joy", "joyful", "joyfully", "joyless", "joyous", "joyously", "jubilant", "jubilantly", "jubilation", "jubilation", "judicious", "just", "just", "just", "justice", "justice", "justifiable", "justification", "justly", "keen", "keenly", "keenness", "keenness", "kemp", "kind", "kindly", "kindliness", "kindness", "kingmaker", "kiss", "knowledgeable", "large", "large", "laudable", "laudably", "lavish", "lavishly", "law-abiding", "lawful", "lawfully", "leading", "lean", "lean", "learning", "learned", "legendary", "legitimacy", "legitimate", "legitimately", "lenient", "leniently", "less-expensive", "leverage", "levity", "liberal", "liberation", "liberation", "liberalism", "liberally", "liberty", "lifeblood", "lifelong", "light", "light", "light-hearted", "likable", "liking", "lionhearted", "literate", "live", "lively", "lofty", "logical", "lovable", "lovably", "love", "loveliness", "lover", "lovely", "low-cost", "low-risk", "lower-priced", "loyal", "loyalty", "loyalty", "lucid", "lucidly", "luck", "luckier", "luckier", "luckily", "luckiness", "lucky", "lucky", "lucrative", "lucrative", "luminous", "lush", "luster", "lustrous", "luxuriant", "luxurious", "luxuriously", "luxury", "luxury", "lyrical", "magic", "magical", "magnanimous", "magnanimously", "magnetic", "magnificence", "magnificent", "magnificent", "magnificently", "magnify", "majestic", "majesty", "manageable", "manifest", "manly", "mannerly", "marvel", "marvellous", "marvelous", "marvelously", "marvelousness", "marvels", "master", "master", "masterful", "masterfully", "masterpiece", "masterpieces", "masters", "masters", "mastery", "matchless", "mature", "maturely", "maturity", "meaningful", "meek", "mellow", "memorable", "mentor", "mercifully", "mercy", "mercy", "merit", "meritorious", "merrily", "merriment", "merriness", "merry", "mesmerizing", "mesmerizing", "mesmerizingly", "meticulous", "meticulously", "might", "mightily", "mighty", "mild", "mindful", "miracle", "miracles", "miraculous", "miraculously", "miraculousness", "mirth", "moderate", "moderation", "moderation", "modern", "modest", "modesty", "momentous", "monumental", "monumentally", "moral", "moral", "morality", "motivated", "motivation", "motivation", "moving", "myriad", "natural", "naturally", "navigable", "neat", "neatly", "necessarily", "necessary", "nice", "nifty", "nimble", "noble", "nobly", "non-violence", "non-violent", "normal", "notable", "notable", "noteworthy", "noteworthy", "noticeable", "novel", "nourishing", "nourishment", "nurturing", "nurturing", "oasis", "obedience", "obedient", "obediently", "objective", "objectively", "offbeat", "okay", "onward", "onward", "open", "openly", "openness", "openness", "opportune", "opportunity", "optimal", "optimism", "optimistic", "opulent", "orderly", "original", "originality", "outgoing", "outstanding", "outstandingly", "ovation", "ovation", "overachiever", "overjoyed", "overture", "overture", "pacifist", "pacifists", "pacifists", "painless", "painlessly", "painstaking", "painstakingly", "palatable", "palatial", "paradise", "paramount", "passion", "passionate", "passionately", "patience", "patient", "patient", "patient", "patiently", "patriot", "patriotic", "peace", "peace", "peaceable", "peaceful", "peaceful", "peacefully", "peacekeepers", "peacekeepers", "peerless", "penetrating", "penitent", "perceptive", "perfect", "perfection", "perfectly", "permissible", "perseverance", "persistent", "persistent", "personages", "personages", "personality", "personality", "perspicuous", "perspicuously", "persuasive", "persuasive", "persuasively", "pertinent", "phenomenal", "phenomenally", "picturesque", "piety", "pillar", "pillar", "pinnacle", "pious", "pithy", "pithy", "placid", "plain", "plausibility", "plausible", "playful", "playfully", "pleasant", "pleasantly", "pleased", "pleasing", "pleasure", "pleasure", "pledge", "pledges", "pledges", "plentiful", "plush", "poetic", "poignant", "poise", "poised", "polished", "polite", "politeness", "popular", "popular", "popularity", "popularity", "portable", "posh", "positive", "positiveness", "positively", "posterity", "potent", "potential", "potential", "powerful", "powerfully", "practicable", "practical", "pragmatic", "praise", "praiseworthy", "praising", "praising", "pre-eminent", "preaching", "preaching", "precaution", "precautions", "precedent", "precious", "precious", "precise", "precisely", "precision", "preeminent", "preemptive", "preferable", "preference", "preferences", "preferences", "premier", "premium", "prepared", "preponderance", "preponderance", "prestige", "prestigious", "prettily", "pretty", "priceless", "pride", "principle", "principle", "principled", "privilege", "privileged", "pro", "pro-American", "pro-American", "pro-Beijing", "pro-Beijing", "pro-Cuba", "pro-Cuba", "pro-peace", "pro-peace", "proactive", "proactive", "prodigious", "prodigiously", "prodigy", "productive", "proficient", "proficiently", "profit", "profitable", "profound", "profoundly", "profuse", "profusely", "profusion", "progress", "progressive", "prolific", "prominent", "prominence", "promise", "promise", "promising", "promoter", "promoter", "prompt", "promptly", "proper", "properly", "propitious", "propitiously", "prospect", "prospect", "prospects", "prospects", "prosperity", "prosperity", "prosperous", "protection", "protective", "protector", "protector", "proud", "providence", "prowess", "prudence", "prudence", "prudent", "prudently", "punctual", "pundits", "pundits", "pure", "purification", "purity", "purposeful", "quaint", "qualified", "qualify", "quasi-ally", "quasi-ally", "radiance", "radiant", "rapprochement", "rapprochement", "rapport", "rapture", "raptureous", "raptureously", "rational", "rationality", "rationality", "re-conquest", "re-conquest", "readily", "ready", "reaffirm", "reaffirmation", "reaffirmation", "real", "realist", "realistic", "realistically", "reason", "reasonable", "reasonably", "reasoned", "reassurance", "reassurance", "receptive", "recognition", "recognition", "recommendation", "recommendations", "recommendations", "recommended", "recompense", "reconciliation", "reconciliation", "record-setting", "rectification", "rectification", "rectifying", "rectifying", "redeeming", "redemption", "refined", "refinement", "reform", "reform", "refreshing", "refuge", "regal", "regally", "regard", "rehabilitation", "reinforcement", "rejoicing", "rejoicingly", "relaxed", "relevant", "relevance", "reliable", "reliability", "reliably", "relief", "relief", "remarkable", "remarkably", "remedy", "reminiscent", "reminiscent", "renaissance", "renewal", "renovation", "renown", "renowned", "repair", "reparation", "repentance", "reputable", "rescue", "resilient", "resolute", "resolve", "resolve", "resolved", "resounding", "resourceful", "resourcefulness", "respect", "respect", "respectable", "respectful", "respectfully", "respite", "resplendent", "responsibility", "responsible", "responsibly", "responsive", "restful", "restoration", "restraint", "restraint", "resurgent", "revel", "revel", "revelation", "revelation", "reverence", "reverent", "reverently", "revival", "revolution", "revolution", "rewarding", "rewardingly", "rich", "riches", "richly", "richness", "right", "right", "righteous", "righteously", "righteousness", "rightful", "rightfully", "rightness", "rightness", "rights", "rights", "ripe", "risk-free", "robust", "rosy", "rousing", "sacred", "safe", "sagacity", "sage", "sagely", "saint", "saintliness", "saintly", "salable", "salutary", "salvation", "sanctity", "sanctuary", "sanctuary", "sanguine", "sane", "sanity", "sanity", "satisfaction", "satisfaction", "satisfactorily", "satisfactory", "satisfying", "savvy", "scenic", "scruples", "scrupulous", "scrupulously", "seamless", "seasoned", "secure", "securely", "security", "security", "seductive", "selective", "self-determination", "self-determination", "self-respect", "self-satisfaction", "self-satisfaction", "self-sufficiency", "self-sufficiency", "self-sufficient", "semblance", "sensation", "sensation", "sensational", "sensationally", "sensations", "sensations", "sense", "sense", "sensible", "sensibly", "sensitive", "sensitive", "sensitivity", "sensitivity", "sentiment", "sentiment", "sentiments", "serene", "serenity", "settle", "sexy", "shelter", "shimmeringly", "shiny", "shiny", "shrewd", "shrewdly", "shrewdness", "significant", "significance", "simple", "simplicity", "simplified", "sincere", "sincerely", "sincerity", "sincerity", "skill", "skilled", "skillful", "skillful", "skillfully", "sleek", "slender", "slim", "slim", "smart", "smarter", "smartest", "smartly", "smile", "smiling", "smilingly", "smooth", "sociable", "soft-spoken", "soften", "soften", "solicitous", "solicitously", "solicitude", "solid", "solid", "solidarity", "solidarity", "soothingly", "sophisticated", "sound", "soundness", "spacious", "sparing", "sparingly", "sparkling", "special", "spectacular", "spectacularly", "speedy", "spellbinding", "spellbindingly", "spirit", "spirit", "spirited", "spiritual", "spiritual", "splendid", "splendidly", "splendor", "spotless", "sprightly", "squarely", "stability", "stability", "stable", "stable", "stainless", "star", "star", "stars", "stars", "stately", "statuesque", "staunch", "staunchly", "staunchness", "steadfast", "steadfastly", "steadfastness", "steadiness", "steady", "stellar", "stellarly", "stimulating", "stimulative", "stirring", "stirringly", "straight", "straightforward", "streamlined", "stride", "stride", "strides", "strides", "striking", "strikingly", "striving", "striving", "strong", "studious", "studiously", "stunned", "stunning", "stunningly", "stupendous", "stupendously", "sturdy", "stylish", "stylishly", "suave", "sublime", "substantial", "substantially", "substantive", "subtle", "success", "success", "successful", "successfully", "sufficient", "sufficiently", "suggestions", "suggestions", "suitable", "sumptuous", "sumptuously", "sumptuousness", "sunny", "super", "superb", "superbly", "superior", "superlative", "support", "support", "supporter", "supporter", "supportive", "supportive", "supreme", "supremely", "supurb", "supurbly", "sure", "surge", "surging", "survival", "survivor", "sustainability", "sustainability", "sustainable", "sustainable", "sustained", "sweeping", "sweet", "sweetheart", "sweetly", "sweetness", "swift", "swiftness", "sworn", "tact", "talent", "talent", "talented", "tantalizing", "tantalizingly", "taste", "temperance", "temperate", "tenacious", "tenaciously", "tenacity", "tender", "tenderly", "tenderness", "terrific", "terrifically", "terrified", "terrifying", "terrifying", "terrifyingly", "thankful", "thankfully", "thinkable", "thinkable", "thorough", "thoughtful", "thoughtfully", "thoughtfulness", "thrift", "thrifty", "thrill", "thrilling", "thrillingly", "thrills", "thriving", "tidy", "time-honored", "timely", "titillating", "titillatingly", "togetherness", "tolerable", "tolerably", "tolerance", "tolerance", "tolerant", "tolerantly", "toleration", "top", "torrid", "torridly", "tradition", "traditional", "tranquil", "tranquility", "tranquility", "treat", "tremendous", "trendy", "trepidation", "tribute", "trim", "triumph", "triumphal", "triumphant", "triumphantly", "truculent", "truculently", "true", "truly", "trust", "trust", "trusting", "trustingly", "trustworthiness", "trustworthy", "truthful", "truthfully", "truthfulness", "ultimate", "ultimately", "ultra", "unabashed", "unabashedly", "unanimous", "unassailable", "unassailable", "unbiased", "unbound", "unbroken", "uncommon", "uncommonly", "unconcerned", "unconditional", "unconventional", "undaunted", "understandable", "understanding", "understanding", "understood", "understated", "understatedly", "undisputable", "undisputably", "undisputed", "undoubted", "undoubtedly", "unencumbered", "unequivocal", "unfazed", "unfettered", "unforgettable", "uniform", "uniformly", "unique", "unity", "unity", "universal", "unlimited", "unparalleled", "unpretentious", "unrestricted", "unscathed", "unselfish", "untouched", "untrained", "upbeat", "upfront", "upheld", "uphold", "uplifting", "upliftment", "upliftment", "upright", "upscale", "upside", "upside", "upward", "usable", "useful", "usefulness", "utilitarian", "utmost", "uttermost", "valiant", "valiantly", "valid", "validity", "valor", "valuable", "values", "values", "vast", "vastly", "vastness", "venerable", "venerably", "verifiable", "veritable", "versatile", "versatility", "viable", "viability", "vibrant", "vibrantly", "victorious", "victory", "victory", "vigilance", "vigilant", "vigilant", "vigorous", "vigorously", "vintage", "virtue", "virtuous", "virtuously", "visionary", "vital", "vitality", "vitality", "vivacious", "vivid", "voluntarily", "voluntary", "vulnerable", "vulnerable", "warm", "warmhearted", "warmly", "warmth", "wealthy", "welcome", "welcome", "welfare", "welfare", "well", "well", "well-being", "well-being", "well-connected", "well-educated", "well-established", "well-informed", "well-intentioned", "well-managed", "well-positioned", "well-publicized", "well-received", "well-regarded", "well-run", "well-wishers", "well-wishers", "wellbeing", "wellbeing", "whimsical", "white", "wholeheartedly", "wholesome", "wide", "wide-open", "wide-ranging", "will", "will", "willful", "willfully", "willing", "willingness", "willingness", "wink", "wink", "winnable", "winnable", "winners", "winners", "wisdom", "wisdom", "wise", "wise", "wisely", "wish", "wish", "wishes", "wishes", "wishing", "wishing", "witty", "wonderful", "wonderfully", "wonderous", "wonderously", "workable", "world-famous", "worth", "worth", "worth-while", "worthiness", "worthwhile", "worthy", "wow", "wry", "yearning", "yearningly", "youthful", "zeal", "zenith", "zest" }; private static final String[] negativeWordsArray = new String[] { "abandoned", "abandonment", "aberration", "aberration", "abhorred", "abhorrence", "abhorrent", "abhorrently", "abhors", "abhors", "abject", "abjectly", "abnormal", "abominable", "abominably", "abomination", "abrasive", "abrupt", "absence", "absent-minded", "absurd", "absurdity", "absurdly", "absurdness", "abuse", "abuse", "abuses", "abuses", "abusive", "abysmal", "abysmally", "abyss", "accidental", "accountable", "accursed", "accusation", "accusation", "accusations", "accusations", "accuses", "accusing", "accusingly", "acerbic", "acerbically", "acrid", "acridly", "acridness", "acrimonious", "acrimoniously", "acrimony", "adamant", "adamantly", "addict", "addiction", "admonition", "adrift", "adulterated", "adulteration", "adversarial", "adverse", "adversity", "affectation", "affliction", "afflictive", "affront", "afraid", "against", "aggravating", "aggravation", "aggression", "aggression", "aggressiveness", "aggressor", "aggrieved", "aghast", "agitated", "agitation", "agitator", "agonies", "agonizing", "agonizingly", "agony", "ail", "ailment", "aimless", "airs", "airs", "alarm", "alarmed", "alarming", "alarmingly", "alienated", "alienation", "allegation", "allegations", "allege", "allegations", "allergic", "aloof", "altercation", "ambiguous", "ambiguity", "ambivalent", "ambivalent", "ambush", "amiss", "anarchism", "anarchist", "anarchistic", "anarchy", "anemic", "anger", "anger", "angry", "anguish", "annihilation", "animosity", "annoyance", "annoyed", "annoying", "annoyingly", "anomalous", "anomaly", "antagonism", "antagonist", "antagonistic", "anti-", "anti-American", "anti-American", "anti-Israeli", "anti-Israeli", "anti-Semites", "anti-Semites", "anti-US", "anti-US", "anti-occupation", "anti-occupation", "anti-proliferation", "anti-proliferation", "anti-social", "anti-white", "anti-white", "antipathy", "antiquated", "antithetical", "antithetical", "anxieties", "anxiety", "anxious", "anxiously", "anxiousness", "apathetic", "apathetic", "apathetically", "apathy", "apocalypse", "apocalyptic", "apologist", "apologist", "apologists", "apologists", "appall", "appalled", "appalling", "appallingly", "apprehension", "apprehensions", "apprehensions", "apprehensive", "apprehensive", "arbitrary", "arcane", "archaic", "arduous", "arduously", "argument", "argument", "arguments", "arguments", "arrogance", "arrogant", "arrogantly", "artificial", "ashamed", "asinine", "asininely", "asinininity", "askance", "aspersion", "aspersions", "assassin", "assault", "assault", "astray", "asunder", "atrocious", "atrocities", "atrocity", "attack", "audacious", "audaciously", "audaciousness", "audacity", "austere", "authoritarian", "autocrat", "autocratic", "autocratic", "autocratic", "avalanche", "avalanche", "avarice", "avaricious", "avariciously", "averse", "aversion", "avoidance", "awful", "awful", "awfully", "awfulness", "awkward", "awkwardness", "backbiting", "backward", "backwardness", "bad", "badly", "baffled", "bafflement", "baffling", "banal", "bane", "banish", "banishment", "bankrupt", "barbarian", "barbarian", "barbaric", "barbarically", "barbarity", "barbarity", "barbarous", "barbarously", "barren", "baseless", "bashful", "bastard", "battered", "battering", "battering", "battle-lines", "battle-lines", "battlefield", "battleground", "battleground", "batty", "bearish", "beast", "beast", "beastly", "bedlam", "bedlamite", "beggar", "beggarly", "begging", "begging", "belated", "belittled", "bellicose", "bellicose", "belligerence", "belligerent", "belligerently", "bemoaning", "bemused", "bent", "bereavement", "bereft", "berserk", "beset", "bestial", "betrayal", "betrayals", "betrayer", "bewildered", "bewildering", "bewildering", "bewilderingly", "bewilderment", "bias", "bias", "biased", "biased", "biases", "biases", "bickering", "bid-rigging", "bitchy", "biting", "bitingly", "bitter", "bitterly", "bitterness", "bizarre", "black", "blame", "blame", "blameworthy", "bland", "blasphemous", "blasphemy", "blatant", "blatantly", "bleak", "bleakly", "bleakness", "blemish", "blind", "blinding", "blindingly", "blindness", "blistering", "bloated", "block", "blockhead", "blood", "bloodshed", "bloodthirsty", "bloody", "blow", "blow", "blunder", "blunder", "blundering", "blunders", "blunt", "boastful", "bogus", "boiling", "boisterous", "bombardment", "bombardment", "bombastic", "bondage", "bonkers", "bonkers", "boredom", "boring", "bother", "bothersome", "boycott", "boycott", "braggart", "bragger", "brash", "brashly", "brashness", "brat", "bravado", "brazen", "brazenly", "brazenly", "brazenness", "brazenness", "breach", "breach", "break-point", "break-point", "brimstone", "brimstone", "brittle", "broke", "broken-hearted", "bruise", "brusque", "brutal", "brutalising", "brutalising", "brutalities", "brutalities", "brutality", "brutalizing", "brutally", "brute", "brutish", "bulky", "bullies", "bullies", "bully", "bully", "bullyingly", "bum", "bumpy", "bunk", "burden", "burden", "burdensome", "busy", "busybody", "butchery", "byzantine", "calamities", "calamitous", "calamitously", "calamity", "callous", "calumniation", "calumnies", "calumnious", "calumniously", "calumny", "cancer", "cancerous", "cannibal", "capricious", "capriciously", "capriciousness", "captive", "careless", "carelessness", "carnage", "cartoon", "cartoon", "cash-strapped", "cataclysm", "cataclysmal", "cataclysmic", "cataclysmically", "catastrophe", "catastrophes", "catastrophic", "catastrophically", "caustic", "caustically", "cautionary", "cautious", "censure", "censure", "chagrin", "challenge", "challenging", "chaos", "chaotic", "charisma", "cheap", "cheat", "cheerless", "childish", "chilly", "choppy", "chore", "chronic", "clamor", "clamorous", "clash", "clash", "cliche", "cliched", "clique", "close", "clumsy", "coarse", "cocky", "coercion", "coercive", "cold", "coldly", "collapse", "collusion", "combative", "comedy", "comedy", "comical", "commonplace", "commotion", "commotion", "complacent", "complacent", "complaining", "complaining", "complaint", "complaints", "complaints", "complex", "complicated", "complication", "complicit", "compulsion", "compulsive", "compulsory", "conceit", "conceited", "concern", "concern", "concerns", "concerns", "concession", "concession", "concessions", "concessions", "condescending", "condescendingly", "condescension", "condemnable", "condemnation", "condolence", "condolences", "condolences", "confession", "confessions", "confessions", "conflict", "conflict", "confrontation", "confrontation", "confrontational", "confusing", "confusion", "confusion", "congested", "congestion", "conspicuous", "conspicuous", "conspiracies", "conspiracies", "conspiracy", "conspiracy", "conspirator", "conspirator", "conspiratorial", "consternation", "constraint", "contagious", "contamination", "contempt", "contemptible", "contemptuous", "contemptuously", "contention", "contentious", "contentious", "contortions", "contortions", "contradiction", "contradictory", "contrariness", "contrary", "contrived", "controversial", "controversial", "controversy", "controversy", "convoluted", "coping", "coping", "corrosion", "corrosive", "corrupt", "corruption", "costly", "counterproductive", "coupists", "coupists", "covetous", "covetous", "coward", "cowardly", "crackdown", "crackdown", "crafty", "cramped", "cranky", "crass", "cravenly", "craze", "crazily", "craziness", "crazy", "credulous", "crime", "criminal", "crippling", "crisis", "crisis", "critic", "criticism", "criticism", "criticisms", "criticisms", "critics", "critics", "crook", "crooked", "cross", "crowded", "crude", "cruel", "cruelties", "cruelty", "crushing", "culpable", "cuplrit", "cumbersome", "curse", "cursed", "cursed", "curses", "cursory", "curt", "cutthroat", "cynical", "cynicism", "damage", "damage", "damaging", "damn", "damn", "damnable", "damnably", "damnation", "damned", "damning", "danger", "danger", "dangerous", "dangerousness", "dangerousness", "dark", "darkness", "dastard", "daunting", "dauntingly", "dazed", "dead", "deadbeat", "deadlock", "deadly", "deadweight", "deaf", "dearth", "death", "debacle", "debasement", "debaser", "debatable", "debaucher", "debauchery", "debilitating", "debility", "decadence", "decadent", "decay", "decayed", "deceit", "deceitful", "deceitfully", "deceitfulness", "deceiving", "deceiver", "deceivers", "deception", "deception", "deceptive", "deceptive", "deceptively", "decline", "declining", "decrease", "decreasing", "decrement", "decrepit", "decrepitude", "deep", "deepening", "deepening", "defamation", "defamations", "defamatory", "defeat", "defect", "defective", "defensive", "defiance", "defiance", "defiant", "defiantly", "deficiency", "deficient", "defiler", "deformed", "defrauding", "defrauding", "defunct", "degenerate", "degenerately", "degeneration", "degradation", "degrading", "degradingly", "dehumanization", "dejected", "dejectedly", "dejection", "delinquency", "delinquent", "delirious", "delirium", "deluded", "deluge", "delusion", "delusion", "delusional", "delusions", "delusions", "demeaning", "demise", "demolisher", "demon", "demonic", "demoralizing", "demoralizingly", "denial", "denunciation", "denunciations", "deplorable", "deplorably", "deploring", "deploringly", "depraved", "depravedly", "depressed", "depressing", "depressing", "depression", "depression", "deprived", "derision", "derisive", "derisively", "derisiveness", "derogatory", "desertion", "desiccate", "desiccated", "desolate", "desolately", "desolation", "despair", "despairing", "despairingly", "desperate", "desperation", "despicable", "despised", "despised", "despite", "despoiler", "despondence", "despondency", "despondent", "despondently", "despot", "despotic", "despotism", "despotism", "destabilisation", "destabilisation", "destitute", "destitution", "destroyer", "destroyer", "destruction", "destructive", "desultory", "deteriorate", "deteriorating", "deteriorating", "deterioration", "deterrent", "detestable", "detestably", "detraction", "detriment", "detrimental", "devastated", "devastating", "devastatingly", "devastation", "deviate", "deviate", "deviation", "devil", "devilish", "devilishly", "devilment", "devilry", "devious", "deviously", "deviousness", "devoid", "diabolic", "diabolical", "diabolically", "diametrically", "diatribe", "diatribes", "dictator", "dictatorial", "difficult", "difficulties", "difficulties", "difficulty", "difficulty", "diffidence", "diffidence", "dig", "dilapidated", "dilemma", "dilemma", "dim", "diminishing", "din", "dinky", "dire", "direly", "direness", "dirt", "dirty", "disabled", "disaccord", "disadvantage", "disadvantaged", "disadvantageous", "disadvantageous", "disaffected", "disagreement", "disagreement", "disappointed", "disappointing", "disappointment", "disappointment", "disapprobation", "disapproval", "disapproval", "disapproving", "disarray", "disarray", "disaster", "disastrous", "disastrously", "disavowal", "disbelief", "disbeliever", "discomfititure", "discomfort", "disconcerted", "disconcerting", "disconcertingly", "disconsolate", "disconsolately", "disconsolation", "discontent", "discontent", "discontented", "discontentedly", "discontinuity", "discontinuity", "discord", "discordance", "discordant", "discountenance", "discouragement", "discouraging", "discouragingly", "discourteous", "discourteously", "discrepant", "discrimination", "discrimination", "discriminatory", "disdain", "disdainful", "disdainfully", "disease", "diseased", "disgrace", "disgraced", "disgraceful", "disgracefully", "disgruntled", "disgust", "disgusted", "disgustedly", "disgustful", "disgustfully", "disgusting", "disgustingly", "disheartening", "dishearteningly", "dishonest", "dishonest", "dishonestly", "dishonesty", "dishonor", "dishonorable", "dishonorablely", "disillusion", "disillusioned", "disinclination", "disinclined", "disingenuous", "disingenuously", "disinterested", "disintegration", "disinterest", "disinterested", "dislocated", "disloyal", "disloyal", "disloyalty", "dismal", "dismally", "dismalness", "dismay", "dismayed", "dismaying", "dismayingly", "dismissive", "dismissive", "dismissively", "disobedience", "disobedient", "disorder", "disordered", "disorderly", "disorganized", "disoriented", "disparaging", "disparagingly", "dispensable", "dispirited", "dispiritedly", "displaced", "displeasing", "displeasure", "displeasure", "disproportionate", "disputable", "dispute", "disputed", "disquieting", "disquietingly", "disquietude", "disregard", "disregard", "disregardful", "disreputable", "disrepute", "disrespectable", "disrespectablity", "disrespectful", "disrespectfully", "disrespectfulness", "disrespecting", "disrespecting", "disruption", "disruption", "disruptive", "dissatisfaction", "dissatisfaction", "dissatisfactory", "dissatisfied", "dissembler", "dissension", "dissent", "dissent", "dissenter", "dissention", "disservice", "disservice", "dissidence", "dissident", "dissident", "dissidents", "dissidents", "dissocial", "dissolute", "dissolution", "dissonance", "dissonant", "dissonantly", "dissuasive", "distaste", "distasteful", "distastefully", "distortion", "distortion", "distracting", "distraction", "distraction", "distraught", "distraughtly", "distraughtness", "distressed", "distressing", "distressingly", "distrustful", "distrusting", "disturbed", "disturbed-let", "disturbed-let", "disturbing", "disturbingly", "disunity", "disvalue", "divergent", "divided", "division", "divisive", "divisively", "divisiveness", "divorce", "divorced", "dizzy", "dizzing", "dizzingly", "doddering", "dodgey", "dogged", "doggedly", "dogmatic", "doldrums", "dominance", "dominance", "domination", "domination", "domineering", "domineering", "doomsday", "doomsday", "dope", "doubt", "doubtful", "doubtfully", "doubts", "doubts", "down", "downbeat", "downcast", "downer", "downfall", "downfallen", "downhearted", "downheartedly", "downside", "drab", "draconian", "draconic", "dragon", "dragons", "dragons", "drain", "drain", "drama", "drama", "drastic", "drastically", "dread", "dreadful", "dreadfully", "dreadfulness", "dreary", "drones", "drones", "drought", "drought", "drowning", "drunk", "drunkard", "drunken", "dubious", "dubiously", "dubitable", "dud", "dull", "dullard", "dumb", "dumb", "dumbfounded", "dummy", "dump", "dunce", "dungeon", "dungeons", "dungeons", "dusty", "dwindling", "dying", "earsplitting", "eccentric", "eccentricity", "edgy", "effigy", "effrontery", "ego", "ego", "egocentric", "egomania", "egotism", "egotistical", "egotistically", "egregious", "egregiously", "election-rigger", "election-rigger", "elimination", "emaciated", "embarrassing", "embarrassingly", "embarrassment", "embattled", "embroiled", "embroilment", "emotional", "empathy", "emphatic", "emphatically", "emptiness", "emptiness", "empty", "encroachment", "endless", "enemies", "enemies", "enemy", "enmity", "enormities", "enormity", "enormous", "enormously", "enraged", "entanglement", "entrapment", "envious", "enviously", "enviousness", "envy", "epidemic", "equivocal", "erosion", "errant", 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"perversion", "perversity", "perverted", "pessimism", "pessimistic", "pessimistically", "pest", "pestilent", "petrified", "petty", "phobia", "phobic", "phony", "picky", "pillage", "pinch", "pitiable", "pitiful", "pitifully", "pitiless", "pitilessly", "pittance", "pity", "plague", "plague", "plaything", "plaything", "plea", "pleas", "pleas", "plebeian", "plight", "plotters", "plotters", "ploy", "ploy", "plunderer", "pointless", "pointlessly", "poison", "poison", "poisonous", "poisonously", "polarisation", "polarisation", "polluter", "polluter", "polluters", "polluters", "polution", "pompous", "poor", "poorly", "posturing", "posturing", "poverty", "powerless", "pratfall", "precarious", "precariously", "precipitous", "predatory", "predicament", "prejudice", "prejudice", "prejudicial", "premeditated", "preposterous", "preposterously", "pressing", "pressing", "presumptuous", "presumptuously", "pretence", "pretence", "pretend", "pretense", "pretense", "pretentious", "pretentiously", "pricey", "prickles", "prickles", "prideful", "primitive", "primitive", "prison", "prisoner", "problem", "problematic", "problematic", "problems", "problems", "procrastination", "profane", "profanity", "prohibitive", "prohibitively", "propaganda", "propaganda", "proscription", "proscription", "proscriptions", "proscriptions", "protest", "protest", "protests", "protests", "protracted", "provocation", "provocation", "provocative", "provocative", "pugnacious", "pugnaciously", "pugnacity", "punch", "punch", "punishable", "punitive", "punitive", "puny", "puppet", "puppet", "puppets", "puppets", "puzzled", "puzzlement", "puzzling", "qualms", "qualms", "quandary", "quarrel", "quarrel", "quarrellous", "quarrellously", "quarrels", "quarrelsome", "queer", "questionable", "quitter", "racism", "racism", "racist", "racist", "racist", "racists", "racists", "radical", "radical", "radical", "radicalization", "radicalization", "radically", "radicals", "rage", "ragged", "raging", "rampant", "ramshackle", "rancor", "rank", "ranting", "rantingly", "rascal", "rash", "rat", "raving", "reactionary", "rebellious", "recalcitrant", "recession", "recessionary", "reckless", "recklessly", "recklessness", "recourses", "recourses", "redundancy", "redundant", "refusal", "refusal", "refuse", "refutation", "refutation", "regression", "regressive", "regret", "regret", "regretful", "regretfully", "regrettable", "regrettably", "rejection", "rejection", "relentless", "relentlessly", "relentlessness", "reluctance", "reluctance", "reluctant", "reluctantly", "remorse", "remorseful", "remorsefully", "remorseless", "remorselessly", "remorselessness", "renunciation", "repetitive", "reprehensible", "reprehensibly", "reprehension", "reprehensive", "repression", "repression", "repressive", "reproach", "reproach", "reproachful", "reprovingly", "repudiation", "repudiation", "repugnance", "repugnant", "repugnantly", "repulsed", "repulsing", "repulsive", "repulsively", "repulsiveness", "resentful", "resentment", "resentment", "reservations", "reservations", "resigned", "resistance", "resistance", "resistant", "resistant", "restless", "restlessness", "restricted", "restriction", "restrictive", "retaliatory", "reticent", "retreat", "revenge", "revengeful", "revengefully", "reviled", "revolting", "revoltingly", "revulsion", "revulsive", "rhetoric", "rhetoric", "rhetorical", "rhetorical", "ridicule", "ridiculous", "ridiculously", "rife", "rift", "rift", "rifts", "rifts", "rigid", "rigor", "rigorous", "riled", "risk", "risk", "risky", "rival", "rivalry", "roadblocks", "roadblocks", "rocky", "rogue", "rogue", "rollercoaster", "rollercoaster", "rot", "rotten", "rough", "rubbish", "rude", "rue", "ruffian", "ruin", "ruin", "ruinous", "rumbling", "rumbling", "rumor", "rumor", "rumors", "rumors", "rumours", "rumours", "run-down", "runaway", "rupture", "rusty", "ruthless", "ruthlessly", "ruthlessness", "sacrifice", "sacrifice", "sad", "sadly", "sadness", "salacious", "sanctimonious", "sanctimonious", "sarcasm", "sarcastic", "sarcastically", "sardonic", "sardonically", "sass", "satirical", "savage", "savage", "savaged", "savagely", "savagery", "savages", "scandal", "scandal", "scandalized", "scandalous", "scandalously", "scandals", "scant", "scapegoat", "scar", "scarred", "scarce", "scarcely", "scarcity", "scared", "scarier", "scariest", "scarily", "scars", "scars", "scary", "scary", "scathing", "scathingly", "scheme", "scheming", "scoffingly", "scolding", "scoldingly", "scorching", "scorchingly", "scornful", "scornfully", "scoundrel", "scourge", "scowl", "screech", "scum", "scummy", "second-class", "second-tier", "secretive", "secretive", "sedentary", "seedy", "seething", "self-coup", "self-coup", "self-criticism", "self-criticism", "self-defeating", "self-destructive", "self-humiliation", "self-humiliation", "self-interest", "self-interest", "self-interested", "self-serving", "self-serving", "selfinterested", "selfish", "selfishly", "selfishness", "senile", "senseless", "senselessly", "serious", "seriously", "seriousness", "servitude", "set-up", "set-up", "sever", "severe", "severe", "severely", "severity", "shabby", "shadowy", "shady", "shaky", "shallow", "sham", "shambles", "shame", "shameful", "shameful", "shamefully", "shamefully", "shamefulness", "shameless", "shamelessly", "shamelessness", "shark", "sharp", "sharply", "sheer", "shirker", "shipwreck", "shock", "shock", "shocking", "shockingly", "shoddy", "short-lived", "shortage", "shortcoming", "shortcomings", "shortsighted", "shortsightedness", "showdown", "showdown", "shred", "shrew", "shrill", "shrill", "shrilly", "shrouded", "shrug", "shunned", "shy", "shyly", "shyness", "sick", "sickly", "sickening", "sickening", "sickeningly", "sickness", "sidetracked", "siege", "sillily", "silly", "simplistic", "simplistic", "simplistically", "sin", "sin", "sinful", "sinfully", "sinister", "sinisterly", "sinking", "sinking", "skeletons", "skeletons", "skeptical", "skeptical", "skeptically", "skepticism", "skepticism", "sketchy", "skimpy", "skittish", "skittishly", "slack", "slander", "slanderer", "slanderous", "slanderously", "slanders", "slanders", "slashing", "slashing", "slaughter", "slaughter", "slaughtered", "slaves", "slaves", "sleazy", "slight", "slight", "slightly", "slime", "sloppy", "sloppily", "sloth", "slothful", "slow", "slowly", "slow-moving", "slug", "sluggish", "slump", "slump", "slur", "sly", "smack", "smack", "smash", "smokescreen", "smokescreen", "smoldering", "smouldering", "smug", "smugly", "smut", "smuttier", "smuttiest", "smutty", "snare", "snarl", "sneak", "sneakily", "sneaky", "sneer", "sneering", "sneeringly", "so-cal", "so-called", "sober", "sobering", "solemn", "solemn", "somber", "sore", "sore", "sorely", "soreness", "sorrow", "sorrowful", "sorrowfully", "sorry", "sounding", "sour", "sourly", "spade", "spade", "spilling", "spilling", "spinster", "spiritless", "spite", "spiteful", "spitefully", "spitefulness", "split", "splitting", "spookier", "spookiest", "spookily", "spooky", "spooky", "spoon-fed", "spoonfed", "sporadic", "spot", "spotty", "spurious", "squabbling", "staggering", "staggeringly", "stagnant", "stagnation", "staid", "stake", "stake", "stale", "stalemate", "stampede", "stampede", "standstill", "stark", "starkly", "startling", "startlingly", "starvation", "static", "stealing", "steep", "steeply", "stench", "stereotype", "stereotypical", "stereotypically", "stern", "stern", "sticky", "stiff", "stifling", "stiflingly", "stigma", "sting", "sting", "stinging", "stingingly", "stink", "stinking", "stodgy", "stole", "stolen", "stolen", "stooge", "stooges", "stooges", "stormy", "straggler", "strain", "strained", "strange", "strenuous", "stress", "stressful", "stressfully", "stricken", "strict", "strictly", "strident", "stridently", "strife", "stringent", "stringently", "struggle", "struggle", "stubborn", "stubbornly", "stubbornness", "stuffy", "stunt", "stunted", "stupid", "stupidity", "stupidly", "stupified", "stupor", "sty", "sty", "subdued", "subjected", "subjection", "subjugate", "subjugation", "submissive", "subordinate", "subordinate", "subservience", "subservient", "substandard", "subversion", "subversive", "subversively", "sucker", "sufferer", "sufferers", "sufferers", "suffering", "suffering", "sugar-coated", "sugarcoated", "suicidal", "suicide", "sullen", "superficial", "superficial", "superficiality", "superficially", "superfluous", "superiority", "superiority", "superstition", "superstitious", "suppression", "suppression", "supremacy", "supremacy", "surrender", "surrender", "susceptible", "suspect", "suspect", "suspicion", "suspicion", "suspicions", "suspicions", "suspicious", "suspicious", "suspiciously", "swamped", "swear", "swipe", "swipe", "swore", "sympathetic", "sympathetic", "sympathetically", "sympathies", "sympathies", "sympathy", "sympathy", "symptom", "syndrome", "syndrome", "taboo", "taboo", "tainted", "tangled", "tantrum", "tardy", "taunt", "taunting", "tauntingly", "taunts", "tawdry", "teasingly", "taxing", "tedious", "tediously", "temerity", "temper", "tempest", "temptation", "tense", "tension", "tension", "tentative", "tentatively", "tenuous", "tenuously", "tepid", "terrible", "terribleness", "terribly", "terror", "terror-genic", "terror-genic", "terrorism", "thankless", "thirst", "thorny", "thorny", "thoughtless", "thoughtlessly", "thoughtlessness", "threat", "threat", "threatening", "threatening", "threats", "threats", "thumbs", "thumbs", "timid", "timidity", "timidly", "timidness", "tiny", "tired", "tiresome", "tiring", "tiring", "tiringly", "toll", "toll", "torment", "tormented", "torrent", "torture", "tortured", "tortuous", "torturous", "torturously", "totalitarian", "touchy", "toughness", "toughness", "toxic", "tragedy", "tragedy", "tragic", "tragically", "traitor", "traitorous", "traitorously", "traitorously", "tramp", "transgression", "trauma", "trauma", "traumatic", "traumatic", "traumatically", "traumatized", "travesties", "travesty", "treacherous", "treacherously", "treachery", "treason", "treasonous", "trial", "trick", "trick", "tricky", "tricky", "trickery", "trivial", "trivial", "trivially", "trouble", "trouble", "troublemaker", "troublemaker", "troublesome", "troublesome", "troublesomely", "truant", "trying", "tumultuous", "turbulent", "turmoil", "twist", "twisted", "twists", "twists", "tyrannical", "tyrannically", "tyranny", "tyrant", "ugliness", "ugliness", "ugly", "ulterior", "ultimatum", "ultimatums", "ultimatums", "ultra-hardline", "ultra-hardline", "unable", "unacceptable", "unacceptablely", "unaccustomed", "unattractive", "unauthentic", "unavailable", "unavoidable", "unavoidably", "unbearable", "unbearablely", "unbelievable", "unbelievably", "uncertain", "uncivil", "uncivilized", "uncivilized", "unclean", "unclear", "uncollectible", "uncomfortable", "uncompetitive", "uncompromising", "uncompromisingly", "unconfirmed", "unconstitutional", "uncontrolled", "unconvincing", "unconvincingly", "uncouth", "undecided", "undefined", "undependability", "undependable", "underdog", "underdog", "underlings", "underlings", "underpaid", "undesirable", "undetermined", "undid", "undignified", "undo", "undocumented", "undone", "undue", "unease", "unease", "uneasily", "uneasiness", "uneasiness", "uneasy", "uneconomical", "unethical", "uneven", "uneventful", "unexpected", "unexplained", "unfair", "unfairly", "unfaithful", "unfaithfully", "unfamiliar", "unfavorable", "unfeeling", "unfinished", "unfit", "unforeseen", "unfortunate", "unfounded", "unfriendly", "unfulfilled", "unfunded", "ungrateful", "ungovernable", "ungovernable", "unhappily", "unhappiness", "unhappy", "unhealthy", "unilateralism", "unilateralism", "unimaginable", "unimaginably", "unimportant", "uninformed", "uninsured", "unipolar", "unipolar", "unjust", "unjustifiable", "unjustifiably", "unjustified", "unkind", "unkindly", "unlamentable", "unlamentably", "unlawful", "unlawfully", "unlawfulness", "unlawfulness", "unlicensed", "unlucky", "unmoved", "unnatural", "unnecessary", "unneeded", "unnerved", "unnerving", "unnervingly", "unnoticed", "unobserved", "unorthodox", "unorthodoxy", "unpleasant", "unpleasantries", "unpleasantries", "unpopular", "unprecedent", "unprecedented", "unpredictable", "unprepared", "unproductive", "unprofitable", "unqualified", "unravel", "unravel", "unraveled", "unrealistic", "unreasonable", "unreasonably", "unrelenting", "unrelentingly", "unreliability", "unreliability", "unreliable", "unresolved", "unrest", "unruly", "unsafe", "unsatisfactory", "unsavory", "unscrupulous", "unscrupulously", "unsettled", "unsettlingly", "unskilled", "unsophisticated", "unsound", "unspeakable", "unspeakablely", "unspecified", "unstable", "unsteadily", "unsteadiness", "unsteady", "unsuccessful", "unsuccessfully", "unsupported", "unsure", "unsuspecting", "unsustainable", "untenable", "untested", "unthinkable", "unthinkably", "untimely", "untrue", "untrustworthy", "untruthful", "unusual", "unusually", "unwanted", "unwarranted", "unwelcome", "unwieldy", "unwilling", "unwillingly", "unwillingness", "unwise", "unwisely", "unworkable", "unworthy", "unyielding", "upheaval", "uprising", "uproar", "uproarious", "uproariously", "uproarous", "uproarously", "upset", "upsetting", "upsettingly", "urgency", "urgency", "urgent", "urgent", "urgently", "useless", "usurper", "utter", "utterly", "vagrant", "vague", "vague", "vagueness", "vain", "vainly", "vanity", "vehement", "vehemently", "vengeance", "vengeful", "vengefully", "vengefulness", "venom", "venom", "venomous", "venomously", "vent", "vent", "vestiges", "vestiges", "veto", "veto", "vexation", "vexing", "vexingly", "vice", "vicious", "viciously", "viciousness", "vile", "vileness", "villainous", "villainously", "villains", "villains", "villian", "villianous", "villianously", "vindictive", "vindictively", "vindictiveness", "violation", "violator", "violator", "violent", "violently", "viper", "virulence", "virulent", "virulently", "virus", "virus", "vocally", "vociferous", "vociferously", "void", "volatile", "volatility", "vomit", "vulgar", "waning", "waning", "wanton", "war", "war", "war-like", "war-like", "warfare", "warlike", "warning", "warning", "warped", "wary", "warily", "wariness", "waste", "wasteful", "wastefulness", "watchdog", "watchdog", "wayward", "weak", "weakening", "weakening", "weakness", "weakness", "weaknesses", "weaknesses", "weariness", "wearisome", "weary", "weary", "wedge", "wedge", "wee", "weed", "weird", "weird", "weirdly", "whips", "whips", "wicked", "wickedly", "wickedness", "widespread", "wild", "wildly", "wiles", "wily", "withheld", "withhold", "woe", "woebegone", "woeful", "woefully", "worn", "worried", "worriedly", "worrier", "worries", "worries", "worrisome", "worry", "worry", "worryingly", "worse", "worst", "worthless", "worthlessly", "worthlessness", "wound", "wound", "wounds", "wounds", "wreck", "wrath", "wretch", "wretched", "wretchedly", "wretchedness", "wrong", "wrongful", "wrought", "wrought", "yawn", "zealot", "zealous", "zealously" }; private static final long byteBucketSize = 1800000; private static final Pattern sTweetPattern = Pattern.compile("^@.+"); private static final Pattern sTweetPrefixPattern = Pattern.compile("@\\w+"); private HashSet<String> positiveWords; private HashSet<String> negativeWords; @Override public void setup(Context context) throws IOException, InterruptedException { positiveWords = new HashSet<String>(); for (int i = 0; i < positiveWordsArray.length; i++) { positiveWords.add(positiveWordsArray[i]); } negativeWords = new HashSet<String>(); for (int i = 0; i < negativeWordsArray.length; i++) { negativeWords.add(negativeWordsArray[i]); } } @Override public void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException { String line = value.toString(); // if it does not start with @ is not a tweet if (!sTweetPattern.matcher(line).matches()) { return; } // if it is a tweet, remove names Matcher matcher = sTweetPrefixPattern.matcher(line); if (matcher.find()) { matcher.replaceAll(""); } else { // did not identify format return; } // tokenize and look for positive and negative words. Emit the tweet score. String[] tokens = line.split("[\\W_\\d]+"); long positiveScore = 0; long negativeScore = 0; for (int i = 0; i < tokens.length; i++) { String token = tokens[i].toLowerCase(); if (positiveWords.contains(token)) { positiveScore += 1; } else if (negativeWords.contains(token)) { negativeScore += 1; } } positiveWordCount.set(positiveScore); negativeWordCount.set(negativeScore); output.set(new Writable[] { positiveWordCount, negativeWordCount }); // now choose the timestamp bucket to put this score timestamp.set((int) (key.get() / byteBucketSize)); context.write(timestamp, output); } } public static class Combine extends Reducer<IntWritable, LongArrayWritable, IntWritable, LongArrayWritable> { private LongWritable positiveWordCount = new LongWritable(); private LongWritable negativeWordCount = new LongWritable(); private LongArrayWritable output = new LongArrayWritable(); @Override public void reduce(IntWritable key, Iterable<LongArrayWritable> values, Context context) throws IOException, InterruptedException { long positive = 0; long negative = 0; Iterator<LongArrayWritable> it = values.iterator(); while (it.hasNext()) { LongArrayWritable current = it.next(); positive += ((LongWritable) current.get()[0]).get(); negative += ((LongWritable) current.get()[1]).get(); } positiveWordCount.set(positive); negativeWordCount.set(negative); output.set(new Writable[] { positiveWordCount, negativeWordCount }); context.write(key, output); } } public static class Reduce extends Reducer<IntWritable, LongArrayWritable, IntWritable, DoubleWritable> { private DoubleWritable sentiment = new DoubleWritable(); @Override public void reduce(IntWritable key, Iterable<LongArrayWritable> values, Context context) throws IOException, InterruptedException { long positive = 0; long negative = 0; Iterator<LongArrayWritable> it = values.iterator(); while (it.hasNext()) { LongArrayWritable current = it.next(); positive += ((LongWritable) current.get()[0]).get(); negative += ((LongWritable) current.get()[1]).get(); } sentiment.set(((double) (positive - negative)) / (positive + negative)); context.write(key, sentiment); } } public static void main(String[] args) throws Exception { Configuration conf = new Configuration(); Job job = Job.getInstance(conf, "sentiment"); job.setJarByClass(Sentiment.class); job.setMapperClass(Map.class); job.setCombinerClass(Combine.class); job.setReducerClass(Reduce.class); job.setMapOutputKeyClass(IntWritable.class); job.setMapOutputValueClass(LongArrayWritable.class); job.setOutputKeyClass(IntWritable.class); job.setOutputValueClass(DoubleWritable.class); FileInputFormat.addInputPath(job, new Path(args[0])); FileOutputFormat.setOutputPath(job, new Path(args[1])); System.exit(job.waitForCompletion(true) ? 0 : 1); } }