Overall Statistics |
Total Trades 18 Average Win 1.35% Average Loss -0.31% Compounding Annual Return 45.036% Drawdown 10.400% Expectancy 0.765 Net Profit 8.601% Sharpe Ratio 1.441 Probabilistic Sharpe Ratio 54.806% Loss Rate 67% Win Rate 33% Profit-Loss Ratio 4.30 Alpha -0.301 Beta 1.266 Annual Standard Deviation 0.266 Annual Variance 0.07 Information Ratio -1.17 Tracking Error 0.135 Treynor Ratio 0.302 Total Fees $20.42 |
class WordScoreChunk2: Dwords = {"dejected": -2.2, "dejecting": -2.3, "dejects": -2.0, "delay": -1.3, "delayed": -0.9, "delectable": 2.9, "delectables": 1.4, "delectably": 2.8, "delicate": 0.2, "delicately": 1.0, "delicates": 0.6, "delicatessen": 0.4, "delicatessens": 0.4, "delicious": 2.7, "deliciously": 1.9, "deliciousness": 1.8, "delight": 2.9, "delighted": 2.3, "delightedly": 2.4, "delightedness": 2.1, "delighter": 2.0, "delighters": 2.6, "delightful": 2.8, "delightfully": 2.7, "delightfulness": 2.1, "delighting": 1.6, "delights": 2.0, "delightsome": 2.3, "demand": -0.5, "demanded": -0.9, "demanding": -0.9, "demonstration": 0.4, "demoralized": -1.6, "denied": -1.9, "denier": -1.5, "deniers": -1.1, "denies": -1.8, "denounce": -1.4, "denounces": -1.9, "deny": -1.4, "denying": -1.4, "depress": -2.2, "depressant": -1.6, "depressants": -1.6, "depressed": -2.3, "depresses": -2.2, "depressible": -1.7, "depressing": -1.6, "depressingly": -2.3, "depression": -2.7, "depressions": -2.2, "depressive": -1.6, "depressively": -2.1, "depressives": -1.5, "depressor": -1.8, "depressors": -1.7, "depressurization": -0.3, "depressurizations": -0.4, "depressurize": -0.5, "depressurized": -0.3, "depressurizes": -0.3, "depressurizing": -0.7, "deprival": -2.1, "deprivals": -1.2, "deprivation": -1.8, "deprivations": -1.8, "deprive": -2.1, "deprived": -2.1, "depriver": -1.6, "deprivers": -1.4, "deprives": -1.7, "depriving": -2.0, "derail": -1.2, "derailed": -1.4, "derails": -1.3, "deride": -1.1, "derided": -0.8, "derides": -1.0, "deriding": -1.5, "derision": -1.2, "desirable": 1.3, "desire": 1.7, "desired": 1.1, "desirous": 1.3, "despair": -1.3, "despaired": -2.7, "despairer": -1.3, "despairers": -1.3, "despairing": -2.3, "despairingly": -2.2, "despairs": -2.7, "desperate": -1.3, "desperately": -1.6, "desperateness": -1.5, "desperation": -2.0, "desperations": -2.2, "despise": -1.4, "despised": -1.7, "despisement": -2.4, "despisements": -2.5, "despiser": -1.8, "despisers": -1.6, 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"devastations": -1.9, "devastative": -3.2, "devastator": -2.8, "devastators": -2.9, "devil": -3.4, "deviled": -1.6, "devilfish": -0.8, "devilfishes": -0.6, "deviling": -2.2, "devilish": -2.1, "devilishly": -1.6, "devilishness": -2.3, "devilkin": -2.4, "devilled": -2.3, "devilling": -1.8, "devilment": -1.9, "devilments": -1.1, "devilries": -1.6, "devilry": -2.8, "devils": -2.7, "deviltries": -1.5, "deviltry": -2.8, "devilwood": -0.8, "devilwoods": -1.0, "devote": 1.4, "devoted": 1.7, "devotedly": 1.6, "devotedness": 2.0, "devotee": 1.6, "devotees": 0.5, "devotement": 1.5, "devotements": 1.1, "devotes": 1.6, "devoting": 2.1, "devotion": 2.0, "devotional": 1.2, "devotionally": 2.2, "devotionals": 1.2, "devotions": 1.8, "diamond": 1.4, "dick": -2.3, "dickhead": -3.1, "die": -2.9, "died": -2.6, "difficult": -1.5, "difficulties": -1.2, "difficultly": -1.7, "difficulty": -1.4, "diffident": -1.0, "dignified": 2.2, "dignifies": 2.0, "dignify": 1.8, "dignifying": 2.1, "dignitaries": 0.6, "dignitary": 1.9, "dignities": 1.4, "dignity": 1.7, "dilemma": -0.7, "dipshit": -2.1, "dire": -2.0, "direful": -3.1, "dirt": -1.4, "dirtier": -1.4, "dirtiest": -2.4, "dirty": -1.9, "disabling": -2.1, "disadvantage": -1.8, "disadvantaged": -1.7, "disadvantageous": -1.8, "disadvantageously": -2.1, "disadvantageousness": -1.6, "disadvantages": -1.7, "disagree": -1.6, "disagreeable": -1.7, "disagreeableness": -1.7, "disagreeablenesses": -1.9, "disagreeably": -1.5, "disagreed": -1.3, "disagreeing": -1.4, "disagreement": -1.5, "disagreements": -1.8, "disagrees": -1.3, "disappear": -0.9, "disappeared": -0.9, "disappears": -1.4, "disappoint": -1.7, "disappointed": -2.1, "disappointedly": -1.7, "disappointing": -2.2, "disappointingly": -1.9, "disappointment": -2.3, "disappointments": -2.0, "disappoints": -1.6, "disaster": -3.1, "disasters": -2.6, "disastrous": -2.9, "disbelieve": -1.2, "discard": -1.0, "discarded": -1.4, "discarding": -0.7, "discards": -1.0, "discomfort": -1.8, "discomfortable": -1.6, "discomforted": -1.6, "discomforting": -1.6, "discomforts": -1.3, "disconsolate": -2.3, "disconsolation": -1.7, "discontented": -1.8, "discord": -1.7, "discounted": 0.2, "discourage": -1.8, "discourageable": -1.2, "discouraged": -1.7, "discouragement": -2.0, "discouragements": -1.8, "discourager": -1.7, "discouragers": -1.9, "discourages": -1.9, "discouraging": -1.9, "discouragingly": -1.8, "discredited": -1.9, "disdain": -2.1, "disgrace": -2.2, "disgraced": -2.0, "disguise": -1.0, "disguised": -1.1, "disguises": -1.0, "disguising": -1.3, "disgust": -2.9, "disgusted": -2.4, "disgustedly": -3.0, "disgustful": -2.6, "disgusting": -2.4, "disgustingly": -2.9, "disgusts": -2.1, "dishearten": -2.0, "disheartened": -2.2, "disheartening": -1.8, "dishearteningly": -2.0, "disheartenment": -2.3, "disheartenments": -2.2, "disheartens": -2.2, "dishonest": -2.7, "disillusion": -1.0, "disillusioned": -1.9, "disillusioning": -1.3, "disillusionment": -1.7, "disillusionments": -1.5, "disillusions": -1.6, "disinclined": -1.1, "disjointed": -1.3, "dislike": -1.6, "disliked": -1.7, "dislikes": -1.7, "disliking": -1.3, "dismal": -3.0, "dismay": -1.8, "dismayed": -1.9, "dismaying": -2.2, "dismayingly": -1.9, "dismays": -1.8, "disorder": -1.7, "disorganized": -1.2, "disoriented": -1.5, "disparage": -2.0, "disparaged": -1.4, "disparages": -1.6, "disparaging": -2.2, "displeased": -1.9, "dispute": -1.7, "disputed": -1.4, "disputes": -1.1, "disputing": -1.7, "disqualified": -1.8, "disquiet": -1.3, "disregard": -1.1, "disregarded": -1.6, "disregarding": -0.9, "disregards": -1.4, "disrespect": -1.8, "disrespected": -2.0, "disruption": -1.5, "disruptions": -1.4, "disruptive": -1.3, "dissatisfaction": -2.2, "dissatisfactions": -1.9, "dissatisfactory": -2.0, "dissatisfied": -1.6, "dissatisfies": -1.8, "dissatisfy": -2.2, "dissatisfying": -2.4, "distort": -1.3, "distorted": -1.7, "distorting": -1.1, "distorts": -1.4, "distract": -1.2, "distractable": -1.3, "distracted": 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"divinize": 2.3, "dizzy": -0.9, "dodging": -0.4, "dodgy": -0.9, "dolorous": -2.2, "dominance": 0.8, "dominances": -0.1, "dominantly": 0.2, "dominants": 0.2, "dominate": -0.5, "dominates": 0.2, "dominating": -1.2, "domination": -0.2, "dominations": -0.3, "dominative": -0.7, "dominators": -0.4, "dominatrices": -0.2, "dominatrix": -0.5, "dominatrixes": 0.6, "doom": -1.7, "doomed": -3.2, "doomful": -2.1, "dooming": -2.8, "dooms": -1.1, "doomsayer": -0.7, "doomsayers": -1.7, "doomsaying": -1.5, "doomsayings": -1.5, "doomsday": -2.8, "doomsdayer": -2.2, "doomsdays": -2.4, "doomster": -2.2, "doomsters": -1.6, "doomy": -1.1, "dork": -1.4, "dorkier": -1.1, "dorkiest": -1.2, "dorks": -0.5, "dorky": -1.1, "doubt": -1.5, "doubtable": -1.5, "doubted": -1.1, "doubter": -1.6, "doubters": -1.3, "doubtful": -1.4, "doubtfully": -1.2, "doubtfulness": -1.2, "doubting": -1.4, "doubtingly": -1.4, "doubtless": 0.9, "doubtlessly": 1.2, "doubtlessness": 0.8, "doubts": -1.2, "douche": -1.5, "douchebag": -3.0, "downcast": -1.8, "downhearted": -2.3, "downside": -1.0, "drag": -0.9, "dragged": -0.2, "drags": -0.7, "drained": -1.5, "dread": -2.0, "dreaded": -2.7, "dreadful": -1.9, "dreadfully": -2.7, "dreadfulness": -3.2, "dreadfuls": -2.4, "dreading": -2.4, "dreadlock": -0.4, "dreadlocks": -0.2, "dreadnought": -0.6, "dreadnoughts": -0.4, "dreads": -1.4, "dream": 1.0, "dreams": 1.7, "dreary": -1.4, "droopy": -0.8, "drop": -1.1, "drown": -2.7, "drowned": -2.9, "drowns": -2.2, "drunk": -1.4, "dubious": -1.5, "dud": -1.0, "dull": -1.7, "dullard": -1.6, "dullards": -1.8, "dulled": -1.5, "duller": -1.7, "dullest": -1.7, "dulling": -1.1, "dullish": -1.1, "dullness": -1.4, "dullnesses": -1.9, "dulls": -1.0, "dullsville": -2.4, "dully": -1.1, "dumb": -2.3, "dumbass": -2.6, "dumbbell": -0.8, "dumbbells": -0.2, "dumbcane": -0.3, "dumbcanes": -0.6, "dumbed": -1.4, "dumber": -1.5, "dumbest": -2.3, "dumbfound": -0.1, "dumbfounded": -1.6, "dumbfounder": -1.0, "dumbfounders": -1.0, "dumbfounding": -0.8, "dumbfounds": -0.3, "dumbhead": -2.6, "dumbheads": -1.9, "dumbing": -0.5, "dumbly": -1.3, "dumbness": -1.9, "dumbs": -1.5, "dumbstruck": -1.0, "dumbwaiter": 0.2, "dumbwaiters": -0.1, "dump": -1.6, "dumpcart": -0.6, "dumped": -1.7, "dumper": -1.2, "dumpers": -0.8, "dumpier": -1.4, "dumpiest": -1.6, "dumpiness": -1.2, "dumping": -1.3, "dumpings": -1.1, "dumpish": -1.8, "dumpling": 0.4, "dumplings": -0.3, "dumps": -1.7, "dumpster": -0.6, "dumpsters": -1.0, "dumpy": -1.7, "dupe": -1.5, "duped": -1.8, "dwell": 0.5, "dwelled": 0.4, "dweller": 0.3, "dwellers": -0.3, "dwelling": 0.1, "dwells": -0.1, "dynamic": 1.6, "dynamical": 1.2, "dynamically": 1.5, "dynamics": 1.1, "dynamism": 1.6, "dynamisms": 1.2, "dynamist": 1.4, "dynamistic": 1.5, "dynamists": 0.9, "dynamite": 0.7, "dynamited": -0.9, "dynamiter": -1.2, "dynamiters": 0.4, "dynamites": -0.3, "dynamitic": 0.9, "dynamiting": 0.2, "dynamometer": 0.3, "dynamometers": 0.3, "dynamometric": 0.3, "dynamometry": 0.6, "dynamos": 0.3, "dynamotor": 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"gullibility": -1.6, "gullible": -1.5, "gun": -1.4, "h8": -2.7, "ha": 1.4, "hacked": -1.7, "haha": 2.0, "hahaha": 2.6, "hahas": 1.8, "hail": 0.3, "hailed": 0.9, "hallelujah": 3.0, "handsome": 2.2, "handsomely": 1.9, "handsomeness": 2.4, "handsomer": 2.0, "handsomest": 2.6, "hapless": -1.4, "haplessness": -1.4, "happier": 2.4, "happiest": 3.2, "happily": 2.6, "happiness": 2.6, "happing": 1.1, "happy": 2.7, "harass": -2.2, "harassed": -2.5, "harasser": -2.4, "harassers": -2.8, "harasses": -2.5, "harassing": -2.5, "harassment": -2.5, "harassments": -2.6, "hard": -0.4, "hardier": -0.6, "hardship": -1.3, "hardy": 1.7, "harm": -2.5, "harmed": -2.1, "harmfully": -2.6, "harmfulness": -2.6, "harming": -2.6, "harmless": 1.0, "harmlessly": 1.4, "harmlessness": 0.8, "harmonic": 1.8, "harmonica": 0.6, "harmonically": 2.1, "harmonicas": 0.1, "harmonicist": 0.5, "harmonicists": 0.9, "harmonics": 1.5, "harmonies": 1.3, "harmonious": 2.0, "harmoniously": 1.9, "harmoniousness": 1.8, "harmonise": 1.8, "harmonised": 1.3, "harmonising": 1.4, "harmonium": 0.9, "harmoniums": 0.8, "harmonization": 1.9, "harmonizations": 0.9, "harmonize": 1.7, "harmonized": 1.6, "harmonizer": 1.6, "harmonizers": 1.6, "harmonizes": 1.5, "harmonizing": 1.4, "harmony": 1.7, "harms": -2.2, "harried": -1.4, "harsh": -1.9, "harsher": -2.2, "harshest": -2.9, "hate": -2.7, "hated": -3.2, "hateful": -2.2, "hatefully": -2.3, "hatefulness": -3.6, "hater": -1.8, "haters": -2.2, "hates": -1.9, "hating": -2.3, "hatred": -3.2, "haunt": -1.7, "haunted": -2.1, "haunting": -1.1, "haunts": -1.0, "havoc": -2.9, "healthy": 1.7, "heartbreak": -2.7, "heartbreaker": -2.2, "heartbreakers": -2.1, "heartbreaking": -2.0, "heartbreakingly": -1.8, "heartbreaks": -1.8, "heartbroken": -3.3, "heartfelt": 2.5, "heartless": -2.2, "heartlessly": -2.8, "heartlessness": -2.8, "heartwarming": 2.1, "heaven": 2.3, "heavenlier": 3.0, "heavenliest": 2.7, "heavenliness": 2.7, "heavenlinesses": 2.3, "heavenly": 3.0, "heavens": 1.7, "heavenward": 1.4, "heavenwards": 1.2, "heavyhearted": -2.1, "heh": -0.6, "hell": -3.6, "hellish": -3.2, "help": 1.7, "helper": 1.4, "helpers": 1.1, "helpful": 1.8, "helpfully": 2.3, "helpfulness": 1.9, "helping": 1.2, "helpless": -2.0, "helplessly": -1.4, "helplessness": -2.1, "helplessnesses": -1.7, "helps": 1.6, "hero": 2.6, "heroes": 2.3, "heroic": 2.6, "heroical": 2.9, "heroically": 2.4, "heroicomic": 1.0, "heroicomical": 1.1, "heroics": 2.4, "heroin": -2.2, "heroine": 2.7, "heroines": 1.8, "heroinism": -2.0, "heroism": 2.8, "heroisms": 2.2, "heroize": 2.1, "heroized": 2.0, "heroizes": 2.2, "heroizing": 1.9, "heron": 0.1, "heronries": 0.7, "heronry": 0.1, "herons": 0.5, "heros": 1.3, "hesitance": -0.9, "hesitancies": -1.0, "hesitancy": -0.9, "hesitant": -1.0, "hesitantly": -1.2, "hesitate": -1.1, "hesitated": -1.3, "hesitater": -1.4, "hesitaters": -1.4, "hesitates": -1.4, "hesitating": -1.4, "hesitatingly": -1.5, "hesitation": -1.1, "hesitations": -1.1, "hid": -0.4, "hide": -0.7, "hides": -0.7, "hiding": -1.2, "highlight": 1.4, "hilarious": 1.7, "hindrance": -1.7, "hoax": -1.1, "holiday": 1.7, "holidays": 1.6, "homesick": -0.7, "homesickness": -1.8, "homesicknesses": -1.8, "honest": 2.3, "honester": 1.9, "honestest": 3.0, "honesties": 1.8, "honestly": 2.0, "honesty": 2.2, "honor": 2.2, "honorability": 2.2, "honorable": 2.5, "honorableness": 2.2, "honorably": 2.4, "honoraria": 0.6, "honoraries": 1.5, "honorarily": 1.9, "honorarium": 0.7, "honorariums": 1.0, "honorary": 1.4, "honored": 2.8, "honoree": 2.1, "honorees": 2.3, "honorer": 1.7, "honorers": 1.3, "honorific": 1.4, "honorifically": 2.2, "honorifics": 1.7, "honoring": 2.3, "honors": 2.3, "honour": 2.7, "honourable": 2.1, "honoured": 2.2, "honourer": 1.8, "honourers": 1.6, "honouring": 2.1, "honours": 2.2, "hooligan": -1.5, "hooliganism": -2.1, "hooligans": -1.1, "hooray": 2.3, "hope": 1.9, "hoped": 1.6, "hopeful": 2.3, "hopefully": 1.7, "hopefulness": 1.6, "hopeless": -2.0, "hopelessly": -2.2, "hopelessness": -3.1, "hopes": 1.8, "hoping": 1.8, "horrendous": -2.8, "horrendously": -1.9, "horrent": -0.9, "horrible": -2.5, "horribleness": -2.4, "horribles": -2.1, "horribly": -2.4, "horrid": -2.5, "horridly": -1.4, "horridness": -2.3, "horridnesses": -3.0, "horrific": -3.4, "horrifically": -2.9, "horrified": -2.5, "horrifies": -2.9, "horrify": -2.5, "horrifying": -2.7, "horrifyingly": -3.3, "horror": -2.7, "horrors": -2.7, "hostile": -1.6, "hostilely": -2.2, "hostiles": -1.3}
class WordScoreChunk3: Dwords ={"hostilities": -2.1, "hostility": -2.5, "huckster": -0.9, "hug": 2.1, "huge": 1.3, "huggable": 1.6, "hugged": 1.7, "hugger": 1.6, "huggers": 1.8, "hugging": 1.8, "hugs": 2.2, "humerous": 1.4, "humiliate": -2.5, "humiliated": -1.4, "humiliates": -1.0, "humiliating": -1.2, "humiliatingly": -2.6, "humiliation": -2.7, "humiliations": -2.4, "humor": 1.1, "humoral": 0.6, "humored": 1.2, "humoresque": 1.2, "humoresques": 0.9, "humoring": 2.1, "humorist": 1.2, "humoristic": 1.5, "humorists": 1.3, "humorless": -1.3, "humorlessness": -1.4, "humorous": 1.6, "humorously": 2.3, "humorousness": 2.4, "humors": 1.6, "humour": 2.1, "humoured": 1.1, "humouring": 1.7, "humourous": 2.0, "hunger": -1.0, "hurrah": 2.6, "hurrahed": 1.9, "hurrahing": 2.4, "hurrahs": 2.1, "hurray": 2.7, "hurrayed": 1.8, "hurraying": 1.2, "hurrays": 2.4, "hurt": -2.4, "hurter": -2.3, "hurters": -1.9, "hurtful": -2.4, "hurtfully": -2.6, "hurtfulness": -1.9, "hurting": -1.7, "hurtle": -0.3, "hurtled": -0.6, "hurtles": -1.0, "hurtless": 0.3, "hurtling": -1.4, "hurts": -2.1, "hypocritical": -2.0, "hysteria": -1.9, "hysterical": -0.1, "hysterics": -1.8, "ideal": 2.4, "idealess": -1.9, "idealise": 1.4, "idealised": 2.1, "idealises": 2.0, "idealising": 0.6, "idealism": 1.7, "idealisms": 0.8, "idealist": 1.6, "idealistic": 1.8, "idealistically": 1.7, "idealists": 0.7, "idealities": 1.5, "ideality": 1.9, "idealization": 1.8, "idealizations": 1.4, "idealize": 1.2, "idealized": 1.8, "idealizer": 1.3, "idealizers": 1.9, "idealizes": 2.0, "idealizing": 1.4, "idealless": -1.7, "ideally": 1.8, "idealogues": 0.5, "idealogy": 0.8, "ideals": 0.8, "idiot": -2.3, "idiotic": -2.6, "ignorable": -1.0, "ignorami": -1.9, "ignoramus": -1.9, "ignoramuses": -2.3, "ignorance": -1.5, "ignorances": -1.2, "ignorant": -1.1, "ignorantly": -1.6, "ignorantness": -1.1, "ignore": -1.5, "ignored": -1.3, "ignorer": -1.3, "ignorers": -0.7, "ignores": -1.1, "ignoring": -1.7, "ill": -1.8, "illegal": -2.6, "illiteracy": -1.9, "illness": -1.7, "illnesses": -2.2, "imbecile": -2.2, "immobilized": -1.2, "immoral": -2.0, "immoralism": -1.6, "immoralist": -2.1, "immoralists": -1.7, "immoralities": -1.1, "immorality": -0.6, "immorally": -2.1, "immortal": 1.0, "immune": 1.2, "impatience": -1.8, "impatiens": -0.2, "impatient": -1.2, "impatiently": -1.7, "imperfect": -1.3, "impersonal": -1.3, "impolite": -1.6, "impolitely": -1.8, "impoliteness": -1.8, "impolitenesses": -2.3, "importance": 1.5, "importancies": 0.4, "importancy": 1.4, "important": 0.8, "importantly": 1.3, "impose": -1.2, "imposed": -0.3, "imposes": -0.4, "imposing": -0.4, "impotent": -1.1, "impress": 1.9, "impressed": 2.1, "impresses": 2.1, "impressibility": 1.2, "impressible": 0.8, "impressing": 2.5, "impression": 0.9, "impressionable": 0.2, "impressionism": 0.8, "impressionisms": 0.5, "impressionist": 1.0, "impressionistic": 1.5, "impressionistically": 1.6, "impressionists": 0.5, "impressions": 0.9, "impressive": 2.3, "impressively": 2.0, "impressiveness": 1.7, "impressment": -0.4, "impressments": 0.5, "impressure": 0.6, "imprisoned": -2.0, "improve": 1.9, "improved": 2.1, "improvement": 2.0, "improvements": 1.3, "improver": 1.8, "improvers": 1.3, "improves": 1.8, "improving": 1.8, "inability": -1.7, "inaction": -1.0, "inadequacies": -1.7, "inadequacy": -1.7, "inadequate": -1.7, "inadequately": -1.0, "inadequateness": -1.7, "inadequatenesses": -1.6, "incapable": -1.6, "incapacitated": -1.9, "incensed": -2.0, "incentive": 1.5, "incentives": 1.3, "incompetence": -2.3, "incompetent": -2.1, "inconsiderate": -1.9, "inconvenience": -1.5, "inconvenient": -1.4, "increase": 1.3, "increased": 1.1, "indecision": -0.8, "indecisions": -1.1, "indecisive": -1.0, "indecisively": -0.7, "indecisiveness": -1.3, "indecisivenesses": -0.9, "indestructible": 0.6, "indifference": -0.2, "indifferent": -0.8, "indignant": -1.8, "indignation": -2.4, "indoctrinate": -1.4, "indoctrinated": -0.4, "indoctrinates": -0.6, "indoctrinating": -0.7, "ineffective": -0.5, "ineffectively": -1.3, "ineffectiveness": -1.3, "ineffectual": -1.2, "ineffectuality": -1.6, "ineffectually": -1.1, "ineffectualness": -1.3, "infatuated": 0.2, "infatuation": 0.6, "infected": -2.2, "inferior": -1.7, "inferiorities": -1.9, "inferiority": -1.1, "inferiorly": -2.0, "inferiors": -0.5, "inflamed": -1.4, "influential": 1.9, "infringement": -2.1, "infuriate": -2.2, "infuriated": -3.0, "infuriates": -2.6, "infuriating": -2.4, "inhibin": -0.2, "inhibit": -1.6, "inhibited": -0.4, "inhibiting": -0.4, "inhibition": -1.5, "inhibitions": -0.8, "inhibitive": -1.4, "inhibitor": -0.3, "inhibitors": -1.0, "inhibitory": -1.0, "inhibits": -0.9, "injured": -1.7, "injury": -1.8, "injustice": -2.7, "innocence": 1.6, "innocency": 1.9, "innocent": 1.4, "innocenter": 0.9, "innocently": 1.4, "innocents": 1.1, "innovate": 2.2, "innovates": 2.0, "innovation": 1.6, "innovative": 1.9, "inquisition": -1.2, "inquisitive": 0.7, "insane": -1.7, "insanity": -2.7, "insecure": -1.8, "insecurely": -1.4, "insecureness": -1.8, "insecurities": -1.8, "insecurity": -1.8, "insensitive": -0.9, "insensitivity": -1.8, "insignificant": -1.4, "insincere": -1.8, "insincerely": -1.9, "insincerity": -1.4, "insipid": -2.0, "inspiration": 2.4, "inspirational": 2.3, "inspirationally": 2.3, "inspirations": 2.1, "inspirator": 1.9, "inspirators": 1.2, "inspiratory": 1.5, "inspire": 2.7, "inspired": 2.2, "inspirer": 2.2, "inspirers": 2.0, "inspires": 1.9, "inspiring": 1.8, "inspiringly": 2.6, "inspirit": 1.9, "inspirited": 1.3, "inspiriting": 1.8, "inspiritingly": 2.1, "inspirits": 0.8, "insult": -2.3, "insulted": -2.3, "insulter": -2.0, "insulters": -2.0, "insulting": -2.2, "insultingly": -2.3, "insults": -1.8, "intact": 0.8, "integrity": 1.6, "intellect": 2.0, "intellection": 0.6, "intellections": 0.8, "intellective": 1.7, "intellectively": 0.8, "intellects": 1.8, "intellectual": 2.3, "intellectualism": 2.2, "intellectualist": 2.0, "intellectualistic": 1.3, "intellectualists": 0.8, "intellectualities": 1.7, "intellectuality": 1.7, "intellectualization": 1.5, "intellectualize": 1.5, "intellectualized": 1.2, "intellectualizes": 1.8, "intellectualizing": 0.8, "intellectually": 1.4, "intellectualness": 1.5, "intellectuals": 1.6, "intelligence": 2.1, "intelligencer": 1.5, "intelligencers": 1.6, "intelligences": 1.6, "intelligent": 2.0, "intelligential": 1.9, "intelligently": 2.0, "intelligentsia": 1.5, "intelligibility": 1.5, "intelligible": 1.4, "intelligibleness": 1.5, "intelligibly": 1.2, "intense": 0.3, "interest": 2.0, "interested": 1.7, "interestedly": 1.5, "interesting": 1.7, "interestingly": 1.7, "interestingness": 1.8, "interests": 1.0, "interrogated": -1.6, "interrupt": -1.4, "interrupted": -1.2, "interrupter": -1.1, "interrupters": -1.3, "interruptible": -1.3, "interrupting": -1.2, "interruption": -1.5, "interruptions": -1.7, "interruptive": -1.4, "interruptor": -1.3, "interrupts": -1.3, "intimidate": -0.8, "intimidated": -1.9, "intimidates": -1.3, "intimidating": -1.9, "intimidatingly": -1.1, "intimidation": -1.8, "intimidations": -1.4, "intimidator": -1.6, "intimidators": -1.6, "intimidatory": -1.1, "intricate": 0.6, "intrigues": 0.9, "invigorate": 1.9, "invigorated": 0.8, "invigorates": 2.1, "invigorating": 2.1, "invigoratingly": 2.0, "invigoration": 1.5, "invigorations": 1.2, "invigorator": 1.1, "invigorators": 1.2, "invincible": 2.2, "invite": 0.6, "inviting": 1.3, "invulnerable": 1.3, "irate": -2.9, "ironic": -0.5, "irony": -0.2, "irrational": -1.4, "irrationalism": -1.5, "irrationalist": -2.1, "irrationalists": -1.5, "irrationalities": -1.5, "irrationality": -1.7, "irrationally": -1.6, "irrationals": -1.1, "irresistible": 1.4, "irresolute": -1.4, "irresponsible": -1.9, "irreversible": -0.8, "irritabilities": -1.7, "irritability": -1.4, "irritable": -2.1, "irritableness": -1.7, "irritably": -1.8, "irritant": -2.3, "irritants": -2.1, "irritate": -1.8, "irritated": -2.0, "irritates": -1.7, "irritating": 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"perfectest": 3.1, "perfectibilities": 2.1, "perfectibility": 1.8, "perfectible": 1.5, "perfecting": 2.3, "perfection": 2.7, "perfectionism": 1.3, "perfectionist": 1.5, "perfectionistic": 0.7, "perfectionists": 0.1, "perfections": 2.5, "perfective": 1.2, "perfectively": 2.1, "perfectiveness": 0.9, "perfectives": 0.9, "perfectivity": 2.2, "perfectly": 3.2, "perfectness": 3.0, "perfecto": 1.3, "perfects": 1.6, "peril": -1.7, "perjury": -1.9, "perpetrator": -2.2, "perpetrators": -1.0, "perplexed": -1.3, "persecute": -2.1, "persecuted": -1.3, "persecutes": -1.2, "persecuting": -1.5, "perturbed": -1.4, "perverse": -1.8, "perversely": -2.2, "perverseness": -2.1, "perversenesses": -0.5, "perversion": -1.3, "perversions": -1.2, "perversities": -1.1, "perversity": -2.6, "perversive": -2.1, "pervert": -2.3, "perverted": -2.5, "pervertedly": -1.2, "pervertedness": -1.2, "perverter": -1.7, "perverters": -0.6, "perverting": -1.0, "perverts": -2.8, "pesky": -1.2, "pessimism": -1.5, "pessimisms": 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"playfully": 1.6, "playfulness": 1.2, "playing": 0.8, "plays": 1.0, "pleasant": 2.3, "pleasanter": 1.5, "pleasantest": 2.6, "pleasantly": 2.1, "pleasantness": 2.3, "pleasantnesses": 2.3, "pleasantries": 1.3, "pleasantry": 2.0, "please": 1.3, "pleased": 1.9, "pleaser": 1.7, "pleasers": 1.0, "pleases": 1.7, "pleasing": 2.4, "pleasurability": 1.9, "pleasurable": 2.4, "pleasurableness": 2.4, "pleasurably": 2.6, "pleasure": 2.7, "pleasured": 2.3, "pleasureless": -1.6, "pleasures": 1.9, "pleasuring": 2.8, "poised": 1.0, "poison": -2.5, "poisoned": -2.2, "poisoner": -2.7, "poisoners": -3.1, "poisoning": -2.8, "poisonings": -2.4, "poisonous": -2.7, "poisonously": -2.9, "poisons": -2.7, "poisonwood": -1.0, "pollute": -2.3, "polluted": -2.0, "polluter": -1.8, "polluters": -2.0, "pollutes": -2.2, "poor": -2.1, "poorer": -1.5, "poorest": -2.5, "popular": 1.8, "popularise": 1.6, "popularised": 1.1, "popularises": 0.5, "popularising": 1.2, "popularities": 1.6, "popularity": 2.1, "popularization": 1.3, "popularizations": 0.9, "popularize": 1.3, "popularized": 1.9, "popularizer": 1.8, "popularizers": 1.0, "popularizes": 1.4, "popularizing": 1.5, "popularly": 1.8, "positive": 2.6, "positively": 2.4, "positiveness": 2.3, "positivenesses": 2.2, "positiver": 2.3, "positives": 2.4, "positivest": 2.9, "positivism": 1.6, "positivisms": 1.8, "positivist": 2.0, "positivistic": 1.9, "positivists": 1.7, "positivities": 2.6, "positivity": 2.3, "possessive": -0.9, "postpone": -0.9, "postponed": -0.8, "postpones": -1.1, "postponing": -0.5, "poverty": -2.3, "powerful": 1.8, "powerless": -2.2, "praise": 2.6, "praised": 2.2, "praiser": 2.0, "praisers": 2.0, "praises": 2.4, "praiseworthily": 1.9, "praiseworthiness": 2.4, "praiseworthy": 2.6, "praising": 2.5, "pray": 1.3, "praying": 1.5, "prays": 1.4, "prblm": -1.6, "prblms": -2.3, "precious": 2.7, "preciously": 2.2, "preciousness": 1.9, "prejudice": -2.3, "prejudiced": -1.9, "prejudices": -1.8, "prejudicial": -2.6, "prejudicially": -1.5, "prejudicialness": -2.4, "prejudicing": -1.8, "prepared": 0.9, "pressure": -1.2, "pressured": -0.9, "pressureless": 1.0, "pressures": -1.3, "pressuring": -1.4, "pressurise": -0.6, "pressurised": -0.4, "pressurises": -0.8, "pressurising": -0.6, "pressurizations": -0.3, "pressurize": -0.7, "pressurized": 0.1, "pressurizer": 0.1, "pressurizers": -0.7, "pressurizes": -0.2, "pressurizing": -0.2, "pretend": -0.4, "pretending": 0.4, "pretends": -0.4, "prettied": 1.6, "prettier": 2.1, "pretties": 1.7, "prettiest": 2.7, "pretty": 2.2, "prevent": 0.1, "prevented": 0.1, "preventing": -0.1, "prevents": 0.3, "prick": -1.4, "pricked": -0.6, "pricker": -0.3, "prickers": -0.2, "pricket": -0.5, "prickets": 0.3, "pricking": -0.9, "prickle": -1.0, "prickled": -0.2, "prickles": -0.8, "pricklier": -1.6, "prickliest": -1.4, "prickliness": -0.6, "prickling": -0.8, "prickly": -0.9, "pricks": -0.9, "pricky": -0.6, "pride": 1.4, "prison": -2.3, "prisoner": -2.5, "prisoners": -2.3, "privilege": 1.5, "privileged": 1.9, "privileges": 1.6, "privileging": 0.7, "prize": 2.3, "prized": 2.4, "prizefight": -0.1, "prizefighter": 1.0, "prizefighters": -0.1, "prizefighting": 0.4, "prizefights": 0.3, "prizer": 1.0, "prizers": 0.8, "prizes": 2.0, "prizewinner": 2.3, "prizewinners": 2.4, "prizewinning": 3.0, "proactive": 1.8, "problem": -1.7, "problematic": -1.9, "problematical": -1.8, "problematically": -2.0, "problematics": -1.3, "problems": -1.7, "profit": 1.9, "profitabilities": 1.1, "profitability": 1.1, "profitable": 1.9, "profitableness": 2.4, "profitably": 1.6, "profited": 1.3, "profiteer": 0.8, "profiteered": -0.5, "profiteering": -0.6, "profiteers": 0.5, "profiter": 0.7, "profiterole": 0.4, "profiteroles": 0.5, "profiting": 1.6, "profitless": -1.5, "profits": 1.9, "profitwise": 0.9, "progress": 1.8, "prominent": 1.3, "promiscuities": -0.8, "promiscuity": -1.8, "promiscuous": -0.3, "promiscuously": -1.5, "promiscuousness": -0.9, "promise": 1.3, "promised": 1.5, "promisee": 0.8, "promisees": 1.1, "promiser": 1.3, "promisers": 1.6, "promises": 1.6, "promising": 1.7, "promisingly": 1.2, "promisor": 1.0, "promisors": 0.4, "promissory": 0.9, "promote": 1.6, "promoted": 1.8, "promotes": 1.4, "promoting": 1.5, "propaganda": -1.0, "prosecute": -1.7, "prosecuted": -1.6, "prosecutes": -1.8, "prosecution": -2.2, "prospect": 1.2, "prospects": 1.2, "prosperous": 2.1, "protect": 1.6, "protected": 1.9, "protects": 1.3, "protest": -1.0, "protested": -0.5, "protesters": -0.9, "protesting": -1.8, "protests": -0.9, "proud": 2.1, "prouder": 2.2, "proudest": 2.6, "proudful": 1.9, "proudhearted": 1.4, "proudly": 2.6, "provoke": -1.7, "provoked": -1.1, "provokes": -1.3, "provoking": -0.8, "pseudoscience": -1.2, "puke": -2.4, "puked": -1.8, "pukes": -1.9, "puking": -1.8, "pukka": 2.8, "punish": -2.4, "punishabilities": -1.7, "punishability": -1.6, "punishable": -1.9, "punished": -2.0, "punisher": -1.9, "punishers": -2.6, "punishes": -2.1, "punishing": -2.6, "punishment": -2.2, "punishments": -1.8, "punitive": -2.3, "pushy": -1.1, "puzzled": -0.7, "quaking": -1.5, "questionable": -1.2, "questioned": -0.4, "questioning": -0.4, "racism": -3.1, "racist": -3.0, "racists": -2.5, "radian": 0.4, "radiance": 1.4, "radiances": 1.1, "radiancies": 0.8, "radiancy": 1.4, "radians": 0.2, "radiant": 2.1, "radiantly": 1.3, "radiants": 1.2, "rage": -2.6, "raged": -2.0, "ragee": -0.4, "rageful": -2.8, "rages": -2.1, "raging": -2.4, "rainy": -0.3, "rancid": -2.5, "rancidity": -2.6, "rancidly": -2.5, "rancidness": -2.6, "rancidnesses": -1.6, "rant": -1.4, "ranter": -1.2, "ranters": -1.2, "rants": -1.3, "rape": -3.7, "raped": -3.6, "raper": -3.4, "rapers": -3.6, "rapes": -3.5, "rapeseeds": -0.5, "raping": -3.8, "rapist": -3.9, "rapists": -3.3, "rapture": 0.6, "raptured": 0.9, "raptures": 0.7, "rapturous": 1.7, "rash": -1.7, "ratified": 0.6, "reach": 0.1, "reached": 0.4, "reaches": 0.2, "reaching": 0.8, "readiness": 1.0, "ready": 1.5, "reassurance": 1.5, "reassurances": 1.4, "reassure": 1.4, "reassured": 1.7, "reassures": 1.5, "reassuring": 1.7, "reassuringly": 1.8, "rebel": -0.6, "rebeldom": -1.5, "rebelled": -1.0, "rebelling": -1.1, "rebellion": -0.5, "rebellions": -1.1, "rebellious": -1.2, "rebelliously": -1.8, "rebelliousness": -1.2, "rebels": -0.8, "recession": -1.8, "reckless": -1.7, "recommend": 1.5, "recommended": 0.8, "recommends": 0.9, "redeemed": 1.3, "reek": -2.4, "reeked": -2.0, "reeker": -1.7, "reekers": -1.5, "reeking": -2.0, "refuse": -1.2, "refused": -1.2, "refusing": -1.7, "regret": -1.8, "regretful": -1.9, "regretfully": -1.9, "regretfulness": -1.6, "regrets": -1.5, "regrettable": -2.3, "regrettably": -2.0, "regretted": -1.6, "regretter": -1.6, "regretters": -2.0, "regretting": -1.7, "reinvigorate": 2.3, "reinvigorated": 1.9, "reinvigorates": 1.8, "reinvigorating": 1.7, "reinvigoration": 2.2, "reject": -1.7, "rejected": -2.3, "rejectee": -2.3, "rejectees": -1.8, "rejecter": -1.6, "rejecters": -1.8, "rejecting": -2.0, "rejectingly": -1.7, "rejection": -2.5, "rejections": -2.1, "rejective": -1.8, "rejector": -1.8, "rejects": -2.2, "rejoice": 1.9, "rejoiced": 2.0, "rejoices": 2.1, "rejoicing": 2.8, "relax": 1.9, "relaxant": 1.0, "relaxants": 0.7, "relaxation": 2.4, "relaxations": 1.0, "relaxed": 2.2, "relaxedly": 1.5, "relaxedness": 2.0, "relaxer": 1.6, "relaxers": 1.4, "relaxes": 1.5, "relaxin": 1.7, "relaxing": 2.2, "relaxins": 1.2, "relentless": 0.2, "reliant": 0.5, "relief": 2.1, "reliefs": 1.3, "relievable": 1.1, "relieve": 1.5, "relieved": 1.6, "relievedly": 1.4, "reliever": 1.5, "relievers": 1.0, "relieves": 1.5, "relieving": 1.5, "relievo": 1.3, "relishing": 1.6, "reluctance": -1.4, "reluctancy": -1.6, "reluctant": -1.0, "reluctantly": -0.4, "remarkable": 2.6, "remorse": -1.1, "remorseful": -0.9, "remorsefully": -0.7, "remorsefulness": -0.7, "remorseless": -2.3, "remorselessly": -2.0, "remorselessness": -2.8, "repetitive": -1.0, "repress": -1.4, "repressed": -1.3, "represses": -1.3, "repressible": -1.5, "repressing": -1.8, "repression": -1.6, "repressions": -1.7, "repressive": -1.4, "repressively": -1.7, "repressiveness": -1.0, "repressor": -1.4, "repressors": -2.2, "repressurize": -0.3, "repressurized": 0.1, "repressurizes": 0.1, "repressurizing": -0.1, "repulse": -2.8, "repulsed": -2.2, "rescue": 2.3, "rescued": 1.8, "rescues": 1.3, "resent": -0.7, "resented": -1.6, "resentence": -1.0, "resentenced": -0.8, "resentences": -0.6, "resentencing": 0.2, "resentful": -2.1, "resentfully": -1.4, "resentfulness": -2.0, "resenting": -1.2, "resentment": -1.9, "resentments": -1.9, "resents": -1.2, "resign": -1.4, "resignation": -1.2, "resignations": -1.2, "resigned": -1.0, "resignedly": -0.7, "resignedness": -0.8, "resigner": -1.2, "resigners": -1.0, "resigning": -0.9, "resigns": -1.3}
class WordScoreChunk4: Dwords ={"resolute": 1.1, "resolvable": 1.0, "resolve": 1.6, "resolved": 0.7, "resolvent": 0.7, "resolvents": 0.4, "resolver": 0.7, "resolvers": 1.4, "resolves": 0.7, "resolving": 1.6, "respect": 2.1, "respectabilities": 1.8, "respectability": 2.4, "respectable": 1.9, "respectableness": 1.2, "respectably": 1.7, "respected": 2.1, "respecter": 2.1, "respecters": 1.6, "respectful": 2.0, "respectfully": 1.7, "respectfulness": 1.9, "respectfulnesses": 1.3, "respecting": 2.2, "respective": 1.8, "respectively": 1.4, "respectiveness": 1.1, "respects": 1.3, "responsible": 1.3, "responsive": 1.5, "restful": 1.5, "restless": -1.1, "restlessly": -1.4, "restlessness": -1.2, "restore": 1.2, "restored": 1.4, "restores": 1.2, "restoring": 1.2, "restrict": -1.6, "restricted": -1.6, "restricting": -1.6, "restriction": -1.1, "restricts": -1.3, "retained": 0.1, "retard": -2.4, "retarded": -2.7, "retreat": 0.8, "revenge": -2.4, "revenged": -0.9, "revengeful": -2.4, "revengefully": -1.4, "revengefulness": -2.2, "revenger": -2.1, "revengers": -2.0, "revenges": -1.9, "revered": 2.3, "revive": 1.4, "revives": 1.6, "reward": 2.7, "rewardable": 2.0, "rewarded": 2.2, "rewarder": 1.6, "rewarders": 1.9, "rewarding": 2.4, "rewardingly": 2.4, "rewards": 2.1, "rich": 2.6, "richened": 1.9, "richening": 1.0, "richens": 0.8, "richer": 2.4, "riches": 2.4, "richest": 2.4, "richly": 1.9, "richness": 2.2, "richnesses": 2.1, "richweed": 0.1, "richweeds": -0.1, "ridicule": -2.0, "ridiculed": -1.5, "ridiculer": -1.6, "ridiculers": -1.6, "ridicules": -1.8, "ridiculing": -1.8, "ridiculous": -1.5, "ridiculously": -1.4, "ridiculousness": -1.1, "ridiculousnesses": -1.6, "rig": -0.5, "rigged": -1.5, "rigid": -0.5, "rigidification": -1.1, "rigidifications": -0.8, "rigidified": -0.7, "rigidifies": -0.6, "rigidify": -0.3, "rigidities": -0.7, "rigidity": -0.7, "rigidly": -0.7, "rigidness": -0.3, "rigorous": -1.1, "rigorously": -0.4, "riot": -2.6, "riots": -2.3, "risk": -1.1, "risked": -0.9, 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"winnable": 1.8, "winned": 1.8, "winner": 2.8, "winners": 2.1, "winning": 2.4, "winningly": 2.3, "winnings": 2.5, "winnow": -0.3, "winnower": -0.1, "winnowers": -0.2, "winnowing": -0.1, "winnows": -0.2, "wins": 2.7, "wisdom": 2.4, "wise": 2.1, "wiseacre": -1.2, "wiseacres": -0.1, "wiseass": -1.8, "wiseasses": -1.5, "wisecrack": -0.1, "wisecracked": -0.5, "wisecracker": -0.1, "wisecrackers": 0.1, "wisecracking": -0.6, "wisecracks": -0.3, "wised": 1.5, "wiseguys": 0.3, "wiselier": 0.9, "wiseliest": 1.6, "wisely": 1.8, "wiseness": 1.9, "wisenheimer": -1.0, "wisenheimers": -1.4, "wisents": 0.4, "wiser": 1.2, "wises": 1.3, "wisest": 2.1, "wisewomen": 1.3, "wish": 1.7, "wishes": 0.6, "wishing": 0.9, "witch": -1.5, "withdrawal": 0.1, "woe": -1.8, "woebegone": -2.6, "woebegoneness": -1.1, "woeful": -1.9, "woefully": -1.7, "woefulness": -2.1, "woes": -1.9, "woesome": -1.2, "won": 2.7, "wonderful": 2.7, "wonderfully": 2.9, "wonderfulness": 2.9, "woo": 2.1, "woohoo": 2.3, "woot": 1.8, "worn": -1.2, "worried": -1.2, "worriedly": -2.0, "worrier": -1.8, "worriers": -1.7, "worries": -1.8, "worriment": -1.5, "worriments": -1.9, "worrisome": -1.7, "worrisomely": -2.0, "worrisomeness": -1.9, "worrit": -2.1, "worrits": -1.2, "worry": -1.9, "worrying": -1.4, "worrywart": -1.8, "worrywarts": -1.5, "worse": -2.1, "worsen": -2.3, "worsened": -1.9, "worsening": -2.0, "worsens": -2.1, "worser": -2.0, "worship": 1.2, "worshiped": 2.4, "worshiper": 1.0, "worshipers": 0.9, "worshipful": 0.7, "worshipfully": 1.1, "worshipfulness": 1.6, "worshiping": 1.0, "worshipless": -0.6, "worshipped": 2.7, "worshipper": 0.6, "worshippers": 0.8, "worshipping": 1.6, "worships": 1.4, "worst": -3.1, "worth": 0.9, "worthless": -1.9, "worthwhile": 1.4, "worthy": 1.9, "wow": 2.8, "wowed": 2.6, "wowing": 2.5, "wows": 2.0, "wowser": -1.1, "wowsers": 1.0, "wrathful": -2.7, "wreck": -1.9, "wrong": -2.1, "wronged": -1.9, "yay": 2.4, "yeah": 1.2, "yearning": 0.5, "yeees": 1.7, "yep": 1.2, "yes": 1.7, "youthful": 1.3, "yucky": -1.8, "yummy": 2.4, "zealot": -1.9, "zealots": -0.8, "zealous": 0.5, "{:": 1.8, "|-0": -1.2, "|-:": -0.8, "|-:>": -1.6, "|-o": -1.2, "|:": -0.5, "|;-)": 2.2, "|=": -0.4, "|^:": -1.1, "|o:": -0.9, "||-:": -2.3, "}:": -2.1, "}:(": -2.0, "}:)": 0.4, "}:-(": -2.1, "}:-)": 0.3}
import nltk from nltk.tokenize import word_tokenize from itertools import chain import re # we cant have one big file full of keys and values so I split it up from SedimentDict_1 import WordScoreChunk1 as wsc1 from SedimentDict_2 import WordScoreChunk2 as wsc2 from SedimentDict_3 import WordScoreChunk3 as wsc3 from SedimentDict_4 import WordScoreChunk4 as wsc4 class WordScore: def __init__(self): ws1 = wsc1.DWords ws2 = wsc2.Dwords ws3 = wsc3.Dwords ws4 = wsc4.Dwords # combine all python dictionaries self.wordScores = dict(chain.from_iterable(d.items() for d in (ws1, ws2, ws3, ws4))) def score(self, article): '''Get sediment score''' try: words = word_tokenize(article) words = re.sub("[^a-zA-Z]", " ", str(words)) except: return 0 return sum([self.wordScores[word] for word in words if word in self.wordScores])
class WordScoreChunk1: DWords = {"$:": -1.5, "%)": -0.4, "%-)": -1.5, "&-:": -0.4, "&:": -0.7, "( \'}{\' )": 1.6, "(%": -0.9, "(\'-:": 2.2, "(\':": 2.3, "((-:": 2.1, "(*": 1.1, "(-%": -0.7, "(-*": 1.3, "(-:": 1.6, "(-:0": 2.8, "(-:<": -0.4, "(-:o": 1.5, "(-:O": 1.5, "(-:{": -0.1, "(-:|>*": 1.9, "(-;": 1.3, "(-;|": 2.1, "(8": 2.6, "(:": 2.2, "(:0": 2.4, "(:<": -0.2, "(:o": 2.5, "(:O": 2.5, "(;": 1.1, "(;<": 0.3, "(=": 2.2, "(?:": 2.1, "(^:": 1.5, "(^;": 1.5, "(^;0": 2.0, "(^;o": 1.9, "(o:": 1.6, ")\':": -2.0, ")-\':": -2.1, ")-:": -2.1, ")-:<": -2.2, ")-:{": -2.1, "):": -1.8, "):<": -1.9, "):{": -2.3, ");<": -2.6, "*)": 0.6, "*-)": 0.3, "*-:": 2.1, "*-;": 2.4, "*:": 1.9, "*<|:-)": 1.6, "*\\\\0/*": 2.3, "*^:": 1.6, ",-:": 1.2, "---\'-;-{@": 2.3, "--<--<@": 2.2, ".-:": -1.2, "..###-:": -1.7, "..###:": -1.9, "/-:": -1.3, "/:": -1.3, "/:<": -1.4, "/=": -0.9, "/^:": -1.0, "/o:": -1.4, "0-8": 0.1, "0-|": -1.2, "0:)": 1.9, "0:-)": 1.4, "0:-3": 1.5, "0:03": 1.9, "0;^)": 1.6, "0_o": -0.3, "10q": 2.1, "1337": 2.1, "143": 3.2, "1432": 2.6, "14aa41": 2.4, "182": -2.9, "187": -3.1, "2g2b4g": 2.8, "2g2bt": -0.1, "2qt": 2.1, "3:(": -2.2, "3:)": 0.5, "3:-(": -2.3, "3:-)": -1.4, "4col": -2.2, "4q": -3.1, "5fs": 1.5, "8)": 1.9, "8-d": 1.7, "8-o": -0.3, "86": -1.6, "8d": 2.9, ":###..": -2.4, ":$": -0.2, ":&": -0.6, ":\'(": -2.2, ":\')": 2.3, ":\'-(": -2.4, ":\'-)": 2.7, ":(": -1.9, ":)": 2.0, ":*": 2.5, ":-###..": -2.5, ":-&": -0.5, ":-(": -1.5, ":-)": 1.3, ":-))": 2.8, ":-*": 1.7, ":-,": 1.1, ":-.": -0.9, ":-/": -1.2, ":-<": -1.5, ":-d": 2.3, ":-D": 2.3, ":-o": 0.1, ":-p": 1.5, ":-[": -1.6, ":-\\\\": -0.9, ":-c": -1.3, ":-|": -0.7, ":-||": -2.5, ":-\\u00de": 0.9, ":/": -1.4, ":3": 2.3, ":<": -2.1, ":>": 2.1, ":?)": 1.3, ":?c": -1.6, ":@": -2.5, ":d": 2.3, ":D": 2.3, ":l": -1.7, ":o": -0.4, ":p": 1.4, ":s": -1.2, ":[": -2.0, ":\\\\": -1.3, ":]": 2.2, ":^)": 2.1, ":^*": 2.6, ":^/": -1.2, ":^\\\\": -1.0, ":^|": -1.0, ":c": -2.1, ":c)": 2.0, ":o)": 2.1, ":o/": -1.4, ":o\\\\": -1.1, ":o|": -0.6, ":{": -1.9, ":|": -0.4, ":}": 2.1, ":\\u00de": 1.1, ";)": 0.9, ";-)": 1.0, ";-*": 2.2, ";-]": 0.7, ";d": 0.8, ";D": 0.8, ";]": 0.6, ";^)": 1.4, "</3": -3.0, "<3": 1.9, "<:": 2.1, "<:-|": -1.4, "=)": 2.2, "-3": 2.0, "#NAME?": 1.3, "=/": -1.4, "3": 2.1, "=]": 1.6, "=|": -0.8, ">-:": -2.0, ">.<": -1.3, ">:": -2.1, ">:(": -2.7, ">:)": 0.4, ">:-(": -2.7, ">:-)": -0.4, ">:/": -1.6, ">:o": -1.2, ">:p": 1.0, ">:[": -2.1, ">:\\\\": -1.7, ">;(": -2.9, ">;)": 0.1, ">_>^": 2.1, "@:": -2.1, "@>-->--": 2.1, "@}-;-\'---": 2.2, "aas": 2.5, "aayf": 2.7, "afu": -2.9, "alol": 2.8, "ambw": 2.9, "aml": 3.4, "atab": -1.9, "awol": -1.3, "ayc": 0.2, "ayor": -1.2, "Aug-00": 0.3, "bfd": -2.7, "bfe": -2.6, "bff": 2.9, "bffn": 1.0, "bl": 2.3, "bsod": -2.2, "btd": -2.1, "btdt": -0.1, "bz": 0.4, "b^d": 2.6, "cwot": -2.3, "d-\':": -2.5, "d8": -3.2, "d:": 1.2, "d:<": -3.2, "d;": -2.9, "d=": 1.5, "doa": -2.3, "dx": -3.0, "ez": 1.5, "fav": 2.0, "fcol": -1.8, "ff": 1.8, "ffs": -2.8, "fkm": -2.4, "foaf": 1.8, "ftw": 2.0, "fu": -3.7, "fubar": -3.0, "fwb": 2.5, "fyi": 0.8, "fysa": 0.4, "g1": 1.4, "gg": 1.2, "gga": 1.7, "gigo": -0.6, "gj": 2.0, "gl": 1.3, "gla": 2.5, "gn": 1.2, "gr8": 2.7, "grrr": -0.4, "gt": 1.1, "h&k": 2.3, "hagd": 2.2, "hagn": 2.2, "hago": 1.2, "hak": 1.9, "hand": 2.2, "hho1/2k": 1.4, "hhoj": 2.0, "hhok": 0.9, "hugz": 2.0, "hi5": 1.9, "idk": -0.4, "ijs": 0.7, "ilu": 3.4, "iluaaf": 2.7, "ily": 3.4, "ily2": 2.6, "iou": 0.7, "iyq": 2.3, "j/j": 2.0, "j/k": 1.6, "j/p": 1.4, "j/t": -0.2, "j/w": 1.0, "j4f": 1.4, "j4g": 1.7, "jho": 0.8, "jhomf": 1.0, "jj": 1.0, "jk": 0.9, "jp": 0.8, "jt": 0.9, "jw": 1.6, "jealz": -1.2, "k4y": 2.3, "kfy": 2.3, "kia": -3.2, "kk": 1.5, "kmuf": 2.2, "l": 2.0, "l&r": 2.2, "laoj": 1.3, "lmao": 2.9, "lmbao": 1.8, "lmfao": 2.5, "lmso": 2.7, "lol": 1.8, "lolz": 2.7, "lts": 1.6, "ly": 2.6, "ly4e": 2.7, "lya": 3.3, "lyb": 3.0, "lyl": 3.1, "lylab": 2.7, "lylas": 2.6, "lylb": 1.6, "m8": 1.4, "mia": -1.2, "mml": 2.0, "mofo": -2.4, "muah": 2.3, "mubar": -1.0, "musm": 0.9, "mwah": 2.5, "n1": 1.9, "nbd": 1.3, "nbif": -0.5, "nfc": -2.7, "nfw": -2.4, "nh": 2.2, "nimby": -0.8, "nimjd": -0.7, "nimq": -0.2, "nimy": -1.4, "nitl": -1.5, "nme": -2.1, "noyb": -0.7, "np": 1.4, "ntmu": 1.4, "o-8": -0.5, "o-:": -0.3, "o-|": -1.1, "o.o": -0.8, "O.o": -0.6, "o.O": -0.6, "o:": -0.2, "o:)": 1.5, "o:-)": 2.0, "o:-3": 2.2, "o:3": 2.3, "o:<": -0.3, "o;^)": 1.6, "ok": 1.2, "o_o": -0.5, "O_o": -0.5, "o_O": -0.5, "pita": -2.4, "pls": 0.3, "plz": 0.3, "pmbi": 0.8, "pmfji": 0.3, "pmji": 0.7, "po": -2.6, "ptl": 2.6, "pu": -1.1, "qq": -2.2, "qt": 1.8, "r&r": 2.4, "rofl": 2.7, "roflmao": 2.5, "rotfl": 2.6, "rotflmao": 2.8, "rotflmfao": 2.5, "rotflol": 3.0, "rotgl": 2.9, "rotglmao": 1.8, "s:": -1.1, "sapfu": -1.1, "sete": 2.8, "sfete": 2.7, "sgtm": 2.4, "slap": 0.6, "slaw": 2.1, "smh": -1.3, "snafu": -2.5, "sob": -1.0, "swak": 2.3, "tgif": 2.3, "thks": 1.4, "thx": 1.5, "tia": 2.3, "tmi": -0.3, "tnx": 1.1, "TRUE": 1.8, "tx": 1.5, "txs": 1.1, "ty": 1.6, "tyvm": 2.5, "urw": 1.9, "vbg": 2.1, "vbs": 3.1, "vip": 2.3, "vwd": 2.6, "vwp": 2.1, "wag": -0.2, "wd": 2.7, "wilco": 0.9, "wp": 1.0, "wtf": -2.8, "wtg": 2.1, "wth": -2.4, "x-d": 2.6, "x-p": 1.7, "xd": 2.8, "xlnt": 3.0, "xoxo": 3.0, "xoxozzz": 2.3, "xp": 1.6, "xqzt": 1.6, "xtc": 0.8, "yolo": 1.1, "yoyo": 0.4, "yvw": 1.6, "yw": 1.8, "ywia": 2.5, "zzz": -1.2, "[-;": 0.5, "[:": 1.3, "[;": 1.0, "[=": 1.7, "\\\\-:": -1.0, "\\\\:": -1.0, "\\\\:<": -1.7, "\\\\=": -1.1, "\\\\^:": -1.3, "\\\\o/": 2.2, "\\\\o:": -1.2, "]-:": -2.1, "]:": -1.6, "]:<": -2.5, "^<_<": 1.4, "^urs": -2.8, "abandon": -1.9, "abandoned": -2.0, "abandoner": -1.9, "abandoners": -1.9, "abandoning": -1.6, "abandonment": -2.4, "abandonments": -1.7, "abandons": -1.3, "abducted": -2.3, "abduction": -2.8, "abductions": -2.0, "abhor": -2.0, "abhorred": -2.4, "abhorrent": -3.1, "abhors": -2.9, "abilities": 1.0, "ability": 1.3, "aboard": 0.1, "absentee": -1.1, "absentees": -0.8, "absolve": 1.2, "absolved": 1.5, "absolves": 1.3, "absolving": 1.6, "abuse": -3.2, "abused": -2.3, "abuser": -2.6, "abusers": -2.6, "abuses": -2.6, "abusing": -2.0, "abusive": -3.2, "abusively": -2.8, "abusiveness": -2.5, "abusivenesses": -3.0, "accept": 1.6, "acceptabilities": 1.6, "acceptability": 1.1, "acceptable": 1.3, "acceptableness": 1.3, "acceptably": 1.5, "acceptance": 2.0, "acceptances": 1.7, "acceptant": 1.6, "acceptation": 1.3, "acceptations": 0.9, "accepted": 1.1, "accepting": 1.6, "accepts": 1.3, "accident": -2.1, "accidental": -0.3, "accidentally": -1.4, "accidents": -1.3, "accomplish": 1.8, "accomplished": 1.9, "accomplishes": 1.7, "accusation": -1.0, "accusations": -1.3, "accuse": -0.8, "accused": -1.2, "accuses": -1.4, "accusing": -0.7, "ache": -1.6, "ached": -1.6, "aches": -1.0, "achievable": 1.3, "aching": -2.2, "acquit": 0.8, "acquits": 0.1, "acquitted": 1.0, "acquitting": 1.3, "acrimonious": -1.7, "active": 1.7, "actively": 1.3, "activeness": 0.6, "activenesses": 0.8, "actives": 1.1, "adequate": 0.9, "admirability": 2.4, 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from QuantConnect.Data.Custom.Tiingo import * import pandas as pd import numpy as np import datetime from scipy.stats import linregress import math from collections import deque from sediment import WordScore class StocksOnTheMove(QCAlgorithm): '''Basic template algorithm simply initializes the date range and cash''' def Initialize(self): '''Initialise the data and resolution required, as well as the cash and start-end dates for your algorithm. All algorithms must initialized.''' self.SetStartDate(2020,5,1) self.SetCash(100000) self.AddEquity("SPY", Resolution.Daily) # How many stocks are we investing in? self.numberOfSymbols = 10 # this add universe method self.AddUniverse(self.CoarseSelectionFunction) # How far back are we looking for news in terms of days? self.news_period = 15 # Schedule Indicator Update, Ranking + Rebal self.Schedule.On(self.DateRules.EveryDay("SPY"), self.TimeRules.AfterMarketOpen("SPY", 30), Action(self.StocksInNews)) # Set empty list for universe self.universe = [] # News Filter self.WS = WordScore() # Set empty dictionary for managing & ranking the slope self.d_rolling_window = {} self.target_portfolio = [] self.last_fired_coarse = None self.last_fired_rebalance = None def UpdateIndicators(self): # This updates the indicators at each data step for symbol in self.universe: # is symbol iin Slice object? (do we even have data on this step for this asset) if self.Securities.ContainsKey(symbol): # Update the dictionary for the indicator if symbol in self.d_rolling_window: self.d_rolling_window[symbol].update(self.Securities[symbol].Price, self.Securities[symbol].Volume) # Run a coarse selection filter for starting universe def CoarseSelectionFunction(self, coarse): # Get the current time today = self.Time # Choose how often we want to filter universe dayNum = today.strftime("%e") weekNum = today.strftime("%V") dayMonth = today.strftime("%m") if self.last_fired_coarse != weekNum: self.last_fired_coarse = weekNum #self.Log("Day = {} Month = {}".format(today.day,today.month)) CoarseWithFundamental = [x for x in coarse if x.HasFundamentalData] sortedByDollarVolume = sorted(CoarseWithFundamental, key=lambda x: x.DollarVolume, reverse=True) filtered = [ x.Symbol for x in sortedByDollarVolume if x.Price > 5 and x.DollarVolume > 700000000] self.universe = filtered[:300] return self.universe else: return self.universe def OnSecuritiesChanged(self, changes): # Delete indicator from the dict to save Ram for security in changes.RemovedSecurities: if security.Symbol in self.d_rolling_window: del self.d_rolling_window[security.Symbol] self.Liquidate(security.Symbol) # Init a new custom indicator for security in changes.AddedSecurities: self.d_rolling_window[security.Symbol] = DailyRollingWindow(self, security.Symbol, self.news_period, Resolution.Daily) def StocksInNews(self): if self.last_fired_rebalance != self.last_fired_coarse: self.last_fired_rebalance = self.last_fired_coarse self.Debug("Stocks in the News {}".format(self.Time)) # get values from dict symbols, news_score, sma = zip(*[(symbol, self.d_rolling_window[symbol].score, self.d_rolling_window[symbol].sma) for symbol in self.d_rolling_window if self.d_rolling_window[symbol].score is not None]) # sort from greatest to smallest idx_sorted = np.argsort(news_score)[::-1] symbols = np.array(symbols)[idx_sorted] news_score = np.array(news_score)[idx_sorted] # Set Dictionary from highest to lowest and take the top values self.target_portfolio = symbols[:self.numberOfSymbols].tolist() for i in range(len(self.target_portfolio)): self.Debug('{} Vader Score {}'.format(symbols[i].Value, news_score[i])) # Enter or exit positions for symbol in self.target_portfolio: # Case: invested in the current symbol if not self.Portfolio[symbol].Invested: self.SetHoldings(symbol, 1/self.numberOfSymbols) def OnOrderEvent(self, orderEvent): self.Debug("{} {}".format(self.Time, orderEvent.ToString())) def OnEndOfAlgorithm(self): self.Log("{} - TotalPortfolioValue: {}".format(self.Time, self.Portfolio.TotalPortfolioValue)) self.Log("{} - CashBook: {}".format(self.Time, self.Portfolio.CashBook)) class DailyRollingWindow(): def __init__(self, algo, symbol, window, resolution): # set up params of per-asset rolling metric calculation self.algo = algo self.symbol = symbol self.window = window self.resolution = resolution # We will store the historical window here, and keep it a fixed length in update self.history_close = [] self.history_volume = [] # download price history hist_df = algo.History([symbol], window, self.resolution) hist_df.dropna(inplace=True) # download tiingo news self.Tnews = algo.AddData(TiingoNews, symbol) self.history_news = algo.History(TiingoNews, [self.Tnews.Symbol], self.window, self.resolution) self.history_news.dropna(inplace=True) # Case where no data to return for this asset. New asset? if 'close' not in hist_df.columns: return # store the target time series self.history_close = hist_df.close.values self.history_volume = hist_df.volume.values self.sma = False self.score = 0 self.close = hist_df.close.values[-1] self.volume = hist_df.volume.values[-1] # init values self.newsScore(self.history_news) def update(self, close, volume): # update history, retain length self.close = close self.volume = volume self.history_close = np.append(self.history_close, float(close))[1:] self.history_volume = np.append(self.history_volume, float(volume))[1:] # get yesterday's news. hist_df = self.algo.History(TiingoNews, [self.Tnews.Symbol], timedelta(days=1), Resolution.Daily) hist_df.dropna(inplace=True) if not hist_df.empty: df = hist_df.loc[self.symbol].apply(lambda row : self.algo.WS.score(row['description'] if \ 'description' in row else np.nan), axis = 1) df.index = pd.to_datetime(df.index, utc=True) a = df.resample('1D').sum().fillna(0) # update history, retain length self.history_news = np.append(self.history_news, np.array(a))[1:] else: # update history, retain length self.history_news = np.append(self.history_news, 0)[1:] # get indicator values self.price_signals(self.history_close) # get news score sum self.score = self.history_news.sum() def moving_average(self, x, w): return np.convolve(x, np.ones(w), 'valid') / w def price_signals(self, data): '''SMA currently does nothing in atm''' # prevent calc until window is statisfied if len(data) < self.window: self.sma = False return sma = self.moving_average(data, 5) if self.close > sma: self.sma = True else: self.sma = False def newsScore(self, hist_df): if not hist_df.empty: df = hist_df.loc[self.Tnews.Symbol].apply(lambda row : self.algo.WS.score(row['description']), axis = 1) df.index = pd.to_datetime(df.index, utc=True) df = df.resample('1D').sum().fillna(0) self.history_news = df.values[-self.window:] else: self.history_news = np.zeros(self.window) self.score = self.history_news.sum()