# Notebook from langholz/identity-word-prediction
Path: data/penn/analysis.ipynb

<code>
import os_____no_output_____def human_readable_size_from_bytes(size):
    units = ["bytes", "kb", "mb", "gb", "tb"]
    size_constant = 1024.0
    readable_size = None
    for unit in units:
        if (size < size_constant):
            readable_size = "%.2f %s" % (size, unit)
            break
        else:
            size /= size_constant
    return readable_size

def line_count(file_path):
    with open(file_path) as fin:
        for index, _ in enumerate(fin):
            pass
    return index + 1_____no_output_____train_file_path = "train.txt"
valid_file_path = "valid.txt"
test_file_path = "test.txt"
train_file_bytes_size = os.path.getsize(train_file_path)
valid_file_bytes_size = os.path.getsize(valid_file_path)
test_file_bytes_size = os.path.getsize(test_file_path)
("train", train_file_size, human_readable_size_from_bytes(train_file_bytes_size), line_count(train_file_path),
 "valid", valid_file_size, human_readable_size_from_bytes(valid_file_bytes_size), line_count(valid_file_path),
 "test", test_file_size, human_readable_size_from_bytes(test_file_bytes_size), line_count(test_file_path))_____no_output_____42068 + 3370 + 3761_____no_output_____3370 * 100 / 49199_____no_output_____3761 * 100 / 49199_____no_output_____42068 * 100 / 49199_____no_output_____7.644464318380455 + 6.849732718144677_____no_output_____15/2_____no_output_____word_vocabulary = ['<eos>', 'N', '<unk>', 'aer', 'banknote', 'berlitz', 'calloway', 'centrust', 'cluett', 'fromstein', 'gitano', 'guterman', 'hydro-quebec', 'ipo', 'kia', 'memotec', 'mlx', 'nahb', 'punts', 'rake', 'regatta', 'rubens', 'sim', 'snack-food', 'ssangyong', 'swapo', 'wachter', 'pierre', 'years', 'old', 'will', 'join', 'the', 'board', 'as', 'a', 'nonexecutive', 'director', 'nov.', 'mr.', 'is', 'chairman', 'of', 'n.v.', 'dutch', 'publishing', 'group', 'rudolph', 'and', 'former', 'consolidated', 'gold', 'fields', 'plc', 'was', 'named', 'this', 'british', 'industrial', 'conglomerate', 'form', 'asbestos', 'once', 'used', 'to', 'make', 'kent', 'cigarette', 'filters', 'has', 'caused', 'high', 'percentage', 'cancer', 'deaths', 'among', 'workers', 'exposed', 'it', 'more', 'than', 'ago', 'researchers', 'reported', 'fiber', 'unusually', 'enters', 'with', 'even', 'brief', 'exposures', 'causing', 'symptoms', 'that', 'show', 'up', 'decades', 'later', 'said', 'inc.', 'unit', 'new', 'york-based', 'corp.', 'makes', 'cigarettes', 'stopped', 'using', 'in', 'its', 'although', 'preliminary', 'findings', 'were', 'year', 'latest', 'results', 'appear', 'today', "'s", 'england', 'journal', 'medicine', 'forum', 'likely', 'bring', 'attention', 'problem', 'an', 'story', 'we', "'re", 'talking', 'about', 'before', 'anyone', 'heard', 'having', 'any', 'questionable', 'properties', 'there', 'no', 'our', 'products', 'now', 'neither', 'nor', 'who', 'studied', 'aware', 'research', 'on', 'smokers', 'have', 'useful', 'information', 'whether', 'users', 'are', 'at', 'risk', 'james', 'a.', 'boston', 'institute', 'dr.', 'led', 'team', 'from', 'national', 'medical', 'schools', 'harvard', 'university', 'spokeswoman', 'very', 'modest', 'amounts', 'making', 'paper', 'for', 'early', '1950s', 'replaced', 'different', 'type', 'billion', 'sold', 'company', 'men', 'worked', 'closely', 'substance', 'died', 'three', 'times', 'expected', 'number', 'four', 'five', 'surviving', 'diseases', 'including', 'recently', 'total', 'malignant', 'lung', 'far', 'higher', 'rate', 'striking', 'finding', 'those', 'us', 'study', 'west', 'mass.', 'factory', 'appears', 'be', 'highest', 'western', 'industrialized', 'countries', 'he', 'plant', 'which', 'owned', 'by', '&', 'co.', 'under', 'contract', 'probably', 'support', 'argue', 'u.s.', 'should', 'regulate', 'class', 'common', 'kind', 'found', 'most', 'other', 'buildings', 'one', 'few', 'nations', 'does', "n't", 'standard', 'regulation', 'smooth', 'fibers', 'such', 'classified', 'according', 't.', 'professor', 'vermont', 'college', 'easily', 'rejected', 'body', 'explained', 'july', 'environmental', 'protection', 'agency', 'imposed', 'gradual', 'ban', 'virtually', 'all', 'uses', 'almost', 'remaining', 'outlawed', 'made', 'areas', 'particularly', 'dusty', 'where', 'dumped', 'large', 'imported', 'material', 'into', 'huge', 'poured', 'cotton', 'mixed', 'dry', 'process', 'described', 'clouds', 'blue', 'dust', 'hung', 'over', 'parts', 'though', 'fans', 'area', 'question', 'some', 'managers', 'contracted', 'phillips', 'vice', 'president', 'human', 'resources', 'but', 'you', 'recognize', 'these', 'events', 'took', 'place', 'bearing', 'work', 'force', 'yields', 'money-market', 'mutual', 'funds', 'continued', 'slide', 'amid', 'signs', 'portfolio', 'expect', 'further', 'declines', 'interest', 'rates', 'average', 'seven-day', 'compound', 'yield', 'taxable', 'tracked', 'money', 'fund', 'report', 'eased', 'fraction', 'point', 'week', 'ended', 'tuesday', 'assume', 'reinvestment', 'dividends', 'current', 'continues', 'maturity', "'", 'investments', 'day', 'days', 'longest', 'since', 'august', 'donoghue', 'longer', 'maturities', 'thought', 'indicate', 'declining', 'because', 'they', 'permit', 'retain', 'relatively', 'period', 'shorter', 'considered', 'sign', 'rising', 'can', 'capture', 'sooner', 'open', 'only', 'institutions', 'stronger', 'indicator', 'watch', 'market', 'reached', 'nevertheless', 'editor', 'may', 'again', 'down', 'recent', 'rises', 'short-term', 'six-month', 'treasury', 'bills', 'monday', 'auction', 'example', 'rose', 'despite', 'investors', 'continue', 'pour', 'cash', 'assets', 'grew', '$', 'during', 'typically', 'money-fund', 'beat', 'comparable', 'vary', 'go', 'after', 'top', 'currently', 'yielding', 'well', 'dreyfus', 'world-wide', 'dollar', 'had', 'earlier', 'invests', 'heavily', 'dollar-denominated', 'securities', 'overseas', 'management', 'fees', 'boosts', 'simple', '30-day', 'fell', 'slid', 'j.p.', 'grace', 'holds', 'elected', 'succeeds', 'd.', 'formerly', 'resigned', 'energy', 'seven', 'seats', 'pacific', 'first', 'financial', 'shareholders', 'approved', 'acquisition', 'royal', 'ltd.', 'toronto', 'share', 'or', 'million', 'thrift', 'holding', 'expects', 'obtain', 'regulatory', 'approval', 'complete', 'transaction', 'year-end', 'international', 'completed', 'sale', 'controls', 'operations', 's.p', 'italian', 'state-owned', 'interests', 'mechanical', 'engineering', 'industry', 'based', 'ohio', 'computerized', 'systems', 'employs', 'people', 'annual', 'revenue', 'federal', 'government', 'suspended', 'sales', 'savings', 'bonds', 'congress', 'lifted', 'ceiling', 'debt', 'until', 'acts', 'authority', 'issue', 'obligations', 'borrowing', 'dropped', 'midnight', 'trillion', 'legislation', 'lift', 'fight', 'cutting', 'capital-gains', 'taxes', 'house', 'voted', 'raise', 'senate', 'act', 'next', 'earliest', 'default', 'if', 'then', 'clark', 'j.', 'senior', 'general', 'manager', 'marketing', 'arm', 'japanese', 'auto', 'maker', 'mazda', 'motor', 'corp', 'position', 'oversee', 'service', 'previously', 'chrysler', 'division', 'been', 'executive', 'when', 'time', 'their', 'nation', 'manufacturing', 'jet', 'off', 'resort', 'towns', 'like', 'hot', 'springs', 'not', 'association', 'manufacturers', 'settled', 'capital', 'indianapolis', 'fall', 'meeting', 'city', 'decided', 'treat', 'guests', 'royalty', 'rock', 'stars', 'owners', 'idea', 'course', 'prove', 'corporate', 'decision', 'makers', 'buckle', 'belt', 'so', 'good', 'expand', 'receiving', 'end', 'message', 'officials', 'giants', 'du', 'pont', 'along', 'lesser', 'steel', 'valley', 'queen', 'executives', 'joined', 'mayor', 'william', 'h.', 'iii', 'evening', 'guest', 'victor', 'champagne', 'followed', 'morning', 'police', 'wives', 'traffic', 'red', 'lights', 'governor', 'could', 'welcomed', 'special', 'buffet', 'breakfast', 'held', 'museum', 'food', 'drinks', 'banned', 'everyday', 'visitors', 'honor', 'out', 'drivers', 'crews', 'official', 'announcer', 'exhibition', 'race', 'fortune', 'cars', 'pointed', 'still', 'space', 'machines', 'another', 'sponsor', 'name', 'two', 'back', 'downtown', 'squeezed', 'meetings', 'hotel', 'buses', 'dinner', 'block', 'away', 'indiana', 'nine', 'hottest', 'chefs', 'town', 'fed', 'them', 'knowing', 'free', 'eat', 'gave', 'standing', 'say', 'treatment', 'return', 'future', 'looking', 'forward', 'winter', 'february', 'south', 'korea', 'registered', 'trade', 'deficit', 'october', 'reflecting', 'country', 'economic', 'figures', 'released', 'wednesday', 'ministry', 'showed', 'fifth', 'monthly', 'setback', 'casting', 'cloud', 'economy', 'exports', 'stood', 'mere', 'increase', 'while', 'imports', 'increased', 'sharply', 'last', 'boom', 'began', 'prolonged', 'labor', 'disputes', 'conflicts', 'sluggish', 'would', 'remain', 'target', 'gloomy', 'forecast', 'recorded', 'surplus', 'january', 'accumulated', 'same', 'newsweek', 'trying', 'keep', 'pace', 'rival', 'magazine', 'announced', 'advertising', 'introduce', 'incentive', 'plan', 'advertisers', 'ad', 'washington', 'post', 'second', 'offered', 'plans', 'give', 'discounts', 'maintaining', 'increasing', 'spending', 'become', 'permanent', 'news', 'underscore', 'fierce', 'competition', 'between', 'warner', 'b.', 'world', 'alan', 'full', 'page', 'cost', 'mid-october', 'lowered', 'guaranteed', 'circulation', 'base', 'lower', 'effectively', 'per', 'subscriber', 'costs', 'yet', 'announce', 'credit', 'credits', 'renewal', 'reward', 'bonuses', 'meet', 'exceed', 'long', 'spent', 'attempt', 'shore', 'decline', 'pages', 'months', 'totaled', 'drop', 'publishers', 'bureau', 'what', 'matters', 'paying', 'department', 'doing', 'fine', 'both', 'gaining', 'without', 'heavy', 'use', 'electronic', 'subscribers', 'telephones', 'watches', 'however', 'none', 'big', 'gains', 'audit', 'largest', 'decrease', 'six', 'flat', 'electric', 'system', 'bowed', 'bidding', 'public', 'hampshire', 'saying', 'risks', 'too', 'potential', 'justify', 'offer', 'move', 'leaves', 'united', 'illuminating', 'northeast', 'utilities', 'outside', 'bidders', 'ps', 'also', 'proposed', 'internal', 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'composite', 'trading', 'norman', 'toys', 'r', 'frederick', 'banking', 'directors', 'consumer', 'electronics', 'appliances', 'retailing', 'chain', 'succeed', 'daniel', 'm.', 'retired', 'circuit', 'robert', 'r.', 'undersecretary', 'commonwealth', 'edison', 'ordered', 'refund', 'illegal', 'collected', 'overruns', 'nuclear', 'power', 'illinois', 'commerce', 'groups', 'ever', 'required', 'local', 'utility', 'judge', 'richard', 'curry', 'refunds', 'each', 'customers', 'received', 'april', 'moved', 'begin', 'feb.', 'appeals', 'attempts', 'his', 'order', 'pool', 'through', 'round', 'already', 'appealing', 'underlying', 'considering', 'exact', 'amount', 'determined', 'actual', 'dec.', 'ruling', 'slash', 'earnings', 'spokesman', 'tracking', 'whose', 'addresses', 'changed', 'past', 'administrative', 'nightmare', 'near', 'ill.', 'disputed', 'pay', 'courts', 'upheld', 'challenge', 'supreme', 'construction', 'expenses', 'collecting', 'subject', 'ruled', 'plus', 'additional', 'calculations', 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'officers', 'prosecutors', 'trained', 'pursue', 'movie', 'instituted', 'effective', 'procedures', 'aid', 'copyright', 'agreement', 'trademark', 'introducing', 'protect', 'foreign', 'producers', 'unauthorized', 'films', 'measure', 'taipei', 'small', 'showing', 'part', 'vowed', 'enact', 'compatible', 'standards', 'apply', 'literary', 'works', 'completely', 'hook', 'italy', 'canada', 'greece', 'spain', 'concern', 'deemed', 'pose', 'problems', 'american', 'patent', 'hoffman', 'lawyer', 'specializing', 'cases', 'threat', 'combined', 'recognition', 'protecting', 'prompted', 'improvements', 'tells', 'efforts', 'craft', 'concerned', 'disturbing', 'developments', 'turkey', 'continuing', 'slow', 'malaysia', 'elaborate', 'reports', 'complained', 'videocassette', 'pharmaceutical', 'requires', 'bad', 'enough', 'merit', 'investigation', 'provision', 'argentina', 'ask', 'creditor', 'banks', 'developing', 'declaration', 'minister', 'believed', 'action', 'latin', 'little', 'reach', 'reduction', 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char_vocabulary = ['<eos>', 'N', '<unk>', 'a', 'e', 'r', ' ', 'b', 'n', 'k', 'o', 't', 'l', 'i', 'z', 'c', 'w', 'y', 'u', 's', 'f', 'm', 'g', 'h', 'd', '-', 'q', 'p', 'x', 'j', 'v', '.', "'", '1', '9', '5', '0', '&', '$', '3', '2', '4', '8', '6', '7', '#', '\\', '/', '*']_____no_output_____len(word_vocabulary)_____no_output_____len(char_vocabulary)_____no_output_____" ", "-", ".", "'", "&", "$", "#", "\", "/", "*"_____no_output_____
</code>