import os
import bs4 as bs
import nltk
import string
import openpyxl as xl
import re

path = "/Users/robertlester/PycharmProjects/first_proj_150/Globe_Shakespeare"
path_txt = "/Users/robertlester/PycharmProjects/first_proj_150/shake_txt"


def main():
    #men()
    #process_men()
    #women()
    #process_women()
    #take_avg()
    map()


def men():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=106):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_men = open('processed_men.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_men.write(text)


def women():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=107, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_women = open('processed_women.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_women.write(text)


def take_avg():
    infile = open("vectors_full_shake.txt", "r")
    contents = infile.read()
    values = contents.split()
    listlist = []
    outfile = open("average_vectors.txt", "w+")
    #outfile_list = open("vector_words.txt", "w+")
    for val in values:
        if any(c.isalpha() for c in val):
            new_list = []
            listlist.append(new_list)
        new_list.append(val)
    for list in listlist:
        sum = 0
        counter = 0
        for val in list[1:]:
            counter = counter + 1
            val = float(val)
            sum = sum + val
        avg = sum/counter
        outfile.write(f"{list[0]} : {avg} \n")
        #outfile_list.write(list[0])

def avg_per_p():
    infile_men = 'processed_men.txt'
    infile_women = 'processed_women.txt'



def map():

    infile = open("average_vectors.txt", "r")
    outfile = open("vex_strip.txt", "w+")
    stuff = infile.read()
    contents = stuff.split("\n")
    for val in contents:
        val = val.replace(',', '')
        outfile.write(f"{val}, \n")
    vector_mapping = {
        'I': 0.002293899999999982,
        'thou': -0.06851146,
        'thy': 0.047502960000000025,
        'shall': 0.038853659999999984,
        'thee': 0.17498613999999996,
        'good': -0.010896100000000054,
        'would': -0.03447706000000003,
        'hath': -0.11887426,
        'like': 0.047342799999999984,
        'sir': 0.014998020000000003,
        'one': 0.024946700000000002,
        'well': -0.06713184,
        'make': -0.00583712,
        'come': 0.015978780000000015,
        'love': 0.05884227999999998,
        'man': -0.07398014,
        'lord': -0.12220024,
        'let': -0.0269456,
        'know': 0.11134936,
        'may': 0.03373018000000001,
        'say': 0.06355511999999998,
        'upon': -0.014340140000000022,
        'must': 0.09643692,
        'us': -0.07004956000000001,
        'Ill': -0.12608751999999998,
        'see': -0.05716858000000002,
        'yet': -0.038359099999999986,
        'go': -0.006642159999999991,
        'give': -0.02180932,
        'take': -0.0828366,
        'never': 0.028508659999999998,
        'tell': 0.07889232,
        'mine': -0.07174222,
        'think': -0.04060991999999999,
        'much': -0.10898875999999999,
        'doth': 0.0010922599999999916,
        'tis': -0.055779680000000005,
        'speak': 0.04264236,
        'art': -0.02163032,
        'O': -0.04895434,
        'great': -0.002652239999999989,
        'king': -0.012462720000000007,
        'And': -0.23291674,
        'hear': 0.01771379999999998,
        'time': -0.006082059999999993,
        'cannot': -0.06586485999999998,
        'The': -0.20179973999999995,
        'made': 0.0344628,
        'heart': -0.07318817999999998,
        'men': 0.005063460000000004,
        'fair': 0.08133651999999994,
        'sweet': 0.04185620000000002,
        'father': -0.034399559999999996,
        'Lord': -0.01093978000000002,
        'old': -0.035907440000000006,
        'true': 0.06751447999999999,
        'could': 0.024764299999999996,
        'But': -0.06626488000000003,
        'two': -0.08094664,
        'God': -0.011777980000000007,
        'hand': -0.04467614000000001,
        'look': 0.04153159999999999,
        'Enter': -0.05069540000000001,
        'noble': 0.08754650000000005,
        'comes': 0.05373757999999999,
        'leave': -0.039450059999999995,
        'poor': -0.05766855999999999,
        'every': -0.023140580000000025,
        'life': -0.13911638,
        'ever': -0.008654419999999998,
        'better': 0.06419708,
        'many': -0.07798809999999998,
        'pray': 0.027687300000000033,
        'hast': -0.1463569,
        'What': -0.015424120000000008,
        'thus': 0.030956640000000007,
        'eyes': -0.030604179999999998,
        'To': -0.15682482,
        'name': -0.029257560000000005,
        'nothing': -0.031302599999999986,
        'away': -0.07195308,
        'day': -0.06612917999999998,
        'call': 0.04241379999999997,
        'death': 0.08021122,
        'find': 0.04762411999999999,
        'little': -0.03628872,
        'done': -0.10883061999999999,
        'fear': 0.04983709999999999,
        'way': -0.03277774,
        'put': -0.054755139999999994,
        'till': 0.07366047999999999,
        'might': -0.06195656000000001,
        'world': -0.02577958000000001,
        'bear': -0.041495059999999986,
        'set': -0.024372639999999994,
        'keep': -0.010379280000000001,
        'Sir': -0.09108656000000001,
        'still': 0.11704643999999999,
        'therefore': 0.10518093999999997,
        'young': -0.023639379999999988,
        'thing': -0.05472301999999999,
        'A': -0.12039709999999997,
        'If': -0.14314996000000002,
        'best': -0.04971461999999997,
        'though': 0.0442814,
        'part': -0.09576311999999998,
        'heaven': -0.05104166000000003,
        'stand': 0.1293229,
        'first': -0.021555140000000025,
        'son': -0.03927109999999998,
        'whose': 0.11462646000000003,
        'unto': 0.0028353399999999952,
        'night': -0.040994199999999995,
        'live': -0.03837978,
        'blood': -0.09540764000000002,
        'grace': 0.06578128000000001,
        'master': 0.06802120000000002,
        'full': 0.021775980000000007,
        'thine': 0.025687000000000012,
        'bring': -0.044614720000000004,
        'lady': -0.015582679999999976,
        'brother': 0.003115979999999998,
        'word': -0.07241482,
        'none': 0.09880108,
        'said': -0.04331898,
        'hold': -0.01205528,
        'long': -0.010860539999999995,
        'dost': -0.007086480000000014,
        'dear': -0.08708024,
        'show': -0.004170820000000011,
        'answer': 0.11975692,
        'heard': 0.11498432000000001,
        'die': -0.009086439999999989,
        'hope': 0.05599596,
        'gentle': 0.06609087999999996,
        'even': -0.03496198,
        'else': -0.015790579999999988,
        'head': 0.0013841799999999927,
        'makes': 0.07271308,
        'thought': -0.013532479999999987,
        'You': -0.005349940000000002,
        'dead': -0.15115748,
        'thousand': -0.06504080000000001,
        'words': 0.20424437999999998,
        'another': 0.031131200000000008,
        'fool': 0.0007927400000000095,
        'ere': -0.0261707,
        'He': -0.15593029999999997,
        'please': -0.058266559999999995,
        'shalt': 0.06167812000000002,
        'three': -0.10789015999999997,
        'house': -0.07657901999999997,
        'honour': -0.09655106,
        'friends': 0.06894154000000001,
        'lords': 0.046618879999999994,
        'That': -0.15058334,
        'thank': -0.01460808,
        'wife': -0.07634998000000003,
        'Come': -0.07689306000000001,
        'faith': 0.015079659999999996,
        'indeed': -0.059307280000000004,
        'came': -0.0021736200000000106,
        'rather': 0.0027884799999999994,
        'soul': -0.038766119999999994,
        'bid': 0.057091460000000024,
        'use': -0.04239802,
        'stay': 0.04114280000000003,
        'John': -0.08240790000000002,
        'since': -0.04019185999999999,
        'without': 0.034950520000000006,
        'place': -0.04726083999999999,
        'things': -0.014613999999999993,
        'Duke': 0.15967275999999997,
        'My': -0.1766356,
        'thats': -0.0647086,
        'Master': -0.07221078000000002,
        'gone': -0.0028977399999999863,
        'matter': -0.06534028,
        'peace': 0.09195848000000001,
        'meet': 0.006079860000000017,
        'fathers': -0.0404239,
        'woman': 0.04663490000000001,
        'daughter': -0.04494219999999999,
        'ye': 0.062147539999999994,
        'eye': 0.0438155,
        'face': -0.04156362,
        'forth': -0.07804776000000001,
        'within': 0.033761640000000016,
        'wilt': -0.0006894600000000039,
        'help': -0.008678259999999998,
        'queen': 0.032551399999999994,
        'truth': 0.08026538,
        'false': 0.15864598,
        'friend': -0.0066835000000000115,
        'boy': -0.13779789999999995,
        'mean': -0.012657659999999992,
        'mother': -0.06962463999999997,
        'sword': -0.11993872000000003,
        'lie': 0.00184018,
        'Cæsar': -0.014689360000000031,
        'sure': -0.02393636,
        'fellow': 0.041810339999999994,
        'tongue': 0.07023618000000001,
        'sent': -0.08551423999999999,
        'This': -0.0638552,
        'get': -0.00549143999999999,
        'honest': 0.04203013999999998,
        'back': 0.09251208000000004,
        'rest': -0.0031307399999999956,
        'Why': -0.12629868,
        'lay': -0.012449919999999995,
        'says': 0.08641439999999999,
        'left': -0.011052120000000006,
        'play': 0.004516699999999989,
        'cause': -0.026367039999999974,
        'far': 0.10933358,
        'right': -0.06051778000000001,
        'For': -0.032733079999999956,
        'fall': 0.04191330000000001,
        'How': -0.10746241999999999,
        'power': -0.01731826,
        'mind': 0.08234170000000002,
        'saw': 0.014753680000000009,
        'follow': 0.008064579999999998,
        'loves': -0.01458328,
        'enough': -0.04627810000000003,
        'duke': -0.008690040000000022,
        'gods': -0.004360239999999996,
        'madam': -0.01541811999999999,
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        'hands': -0.010941080000000008,
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        'fortune': -0.018553920000000012,
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        'something': 0.0463139,
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        'together': -0.008292399999999991,
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        'sound': 0.08516554,
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        'Who': -0.09192946,
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        'joy': -0.020387379999999986,
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        'people': 0.13593052000000003,
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        'music': 0.07913228000000001,
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        'Gods': -0.0655427,
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        'past': -0.042871240000000005,
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        'Of': -0.09188177999999998,
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        'Mistress': 0.027118339999999998,
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        'lips': 0.09535991999999999,
        'maid': -0.044303040000000016,
        'pay': -0.13095395999999998,
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        'We': -0.026192859999999995,
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        'melodious': 0.0036802200000000005,
        'memorable': -0.008543899999999995,
        'mermaids': -0.018413239999999994,
        'merriest': -0.01999464,
        'meteors': -0.010047260000000002,
        'mightiness': -0.017247259999999997,
        'mincing': -0.04914909999999999,
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        'minority': 0.01833966,
        'misprision': -0.0004414599999999974,
        'misshapen': 0.005424499999999996,
        'mistresses': 0.027735020000000006,
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        'modestly': 0.033958159999999994,
        'molehill': -0.010877860000000003,
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        'multiplying': -0.02724042000000001,
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        'murmuring': 0.005472420000000003,
        'naming': -0.004594120000000005,
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        'needles': 0.002156279999999997,
        'neighbours': 0.04147206000000001,
        'neighing': -0.014744019999999995,
        'neighs': -0.032626300000000004,
        'newborn': 0.01394126,
        'nill': -0.012190639999999999,
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        'noisome': 0.02168067999999999,
        'nonpareil': -0.017870179999999996,
        'northward': -0.027608280000000006,
        'notebook': -0.0012180799999999955,
        'nothings': 0.00734008,
        'novelty': 0.0075892000000000025,
        'nun': 0.00653,
        'nursed': 0.012574839999999999,
        'nursery': -0.0002828000000000025,
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        'oars': -0.006881860000000002,
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        'oddly': -0.03548216,
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        'palates': 0.009325860000000002,
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        'parentage': 0.019864739999999995,
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        'pebbles': -0.025922680000000017,
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        'pencil': -0.0006440600000000027,
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        'perfectly': 0.024381939999999998,
        'pig': 0.005153740000000006,
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        'pitifully': 0.020735140000000003,
        'plackets': 0.00898398,
        'plaindealing': -0.003858879999999997,
        'plantain': -0.015310559999999987,
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        'player': 0.019364780000000005,
        'plucking': 0.02663716,
        'plunge': 0.006999320000000006,
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        'politician': -0.009900920000000002,
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        'posting': -0.002060680000000001,
        'pratest': 0.03252806,
        'premeditated': 0.005093479999999995,
        'presses': -0.0031086799999999986,
        'preys': 0.018884059999999994,
        'primrose': 0.0229051,
        'privately': 0.004281959999999998,
        'proceeded': -0.000836680000000003,
        'procession': -0.0037943799999999995,
        'prompts': 0.019483179999999996,
        'proposed': -0.005751220000000001,
        'prosperity': -0.004753840000000002,
        'provender': 0.006103019999999999,
        'provision': -0.024304940000000008,
        'prowess': 0.05728312000000001,
        'prudent': -0.0010558599999999985,
        'puling': 0.02170836000000001,
        'pulld': -0.0009814799999999949,
        'pulpit': 0.0003722799999999962,
        'quell': 0.0018806200000000045,
        'qui': 0.009694140000000004,
        'quirks': -0.009223039999999998,
        'quittance': 0.007859419999999999,
        'quiver': 0.017128380000000006,
        'rainbow': -0.011991439999999997,
        'ramping': -0.01908044,
        'rams': -0.019542619999999997,
        'rap': 0.009631779999999996,
        'rapt': -0.00399902,
        'rareness': -0.024826639999999994,
        'reaches': 0.07168892,
        'readiest': -0.031155759999999998,
        'reard': 0.01748250000000001,
        'rearward': -0.017031059999999997,
        'receiving': 0.03325722,
        'recorded': 0.026772140000000007,
        'recourse': 0.0005168400000000046,
        'recoverd': -0.026251019999999996,
        'redemption': 0.014546659999999998,
        'reeking': -0.012971020000000005,
        'reel': -0.005293160000000002,
        'reformed': -0.019501239999999996,
        'reins': -0.013358420000000003,
        'released': 0.00012734000000000508,
        'remnant': -0.045879840000000005,
        'remote': -0.0036581800000000065,
        'removing': 0.044971859999999995,
        'rendezvous': 0.007874080000000004,
        'renownd': -0.004272800000000002,
        'repay': -0.017348320000000007,
        'repeald': 0.019609960000000003,
        'reputed': 0.04488064,
        'resemblance': -0.006678199999999996,
        'residence': 0.014207439999999993,
        'resistance': -0.0031453600000000016,
        'resisted': 0.002574659999999995,
        'respite': -0.015552139999999985,
        'resteth': -0.007380459999999998,
        'resting': -0.0003630999999999984,
        'restrained': 0.021293760000000002,
        'revelld': -0.006351819999999997,
        'revelling': -0.00034554000000000084,
        'revived': -0.015896280000000013,
        'revolution': -0.012707119999999999,
        'riding': 0.004608799999999997,
        'riots': -0.006253520000000001,
        'ripend': -0.010270200000000009,
        'ripens': 0.010003000000000001,
        'riseth': -0.006620340000000002,
        'roared': 0.02746960000000001,
        'roasted': 0.008383259999999998,
        'rolls': 0.028095400000000003,
        'ropes': -0.021916759999999993,
        'roughly': 0.003739020000000004,
        'ruffle': -0.000358039999999995,
        'sally': 0.03326130000000001,
        'sanctified': 0.03382376000000003,
        'sanctify': -0.0041306799999999986,
        'sand': -0.04077224,
        'sauced': 0.004628859999999994,
        'sayings': -0.006416,
        'scaled': 0.012549160000000004,
        'scout': -0.01539012,
        'scratchd': 0.015268239999999995,
        'scythe': -0.02350858,
        'searched': 0.00616846,
        'searching': -0.04198500000000001,
        'secrecy': -0.0035731200000000017,
        'seeds': -0.0034617199999999993,
        'seekst': -0.0013457000000000009,
        'sentenced': -0.00034645999999999516,
        'sentences': -0.01608458,
        'sexton': -0.03897438,
        'shent': -0.00435202,
        'shipwreck': 0.0031122199999999993,
        'shone': -0.008619879999999998,
        'shorten': -0.0066381200000000026,
        'shortness': -0.033718539999999984,
        'shrift': 0.002933260000000001,
        'shrilltongued': 0.01787856,
        'shrine': -0.005506260000000001,
        'shrubs': -0.008251040000000005,
        'shrunk': 0.009523700000000005,
        'shuts': 0.016987159999999998,
        'sincere': -0.01291588,
        'singly': -0.011851679999999993,
        'sinister': 0.009988219999999999,
        'sinner': 0.009821279999999993,
        'sinners': -0.008405380000000002,
        'sixty': 0.014016700000000002,
        'slide': -0.02627581999999998,
        'slowly': -0.01451878000000001,
        'slumbers': 0.05035591999999999,
        'smart': 0.02693028,
        'smeard': 0.01640364,
        'snail': 0.025939960000000005,
        'sneaking': -0.00033067999999999374,
        'snip': 0.0231912,
        'snuff': 0.03144256,
        'sobs': -0.018384959999999995,
        'solicited': 0.006143320000000003,
        'solid': -0.006251579999999996,
        'sorted': 0.015062799999999998,
        'sounder': -0.01750488,
        'sourest': -0.013189079999999995,
        'sparing': 0.010656640000000009,
        'speediest': -0.0016960599999999995,
        'spiders': 0.012098580000000001,
        'spin': 0.0037403400000000043,
        'spongy': -0.0028885200000000034,
        'spreading': 0.03871100000000001,
        'sprightly': -0.024539,
        'spurring': 0.015937959999999994,
        'spying': 0.009219399999999989,
        'squadrons': 0.03921,
        'squires': 0.003708620000000003,
        'standeth': -0.0026896600000000026,
        'starting': -0.002521720000000003,
        'stature': -0.0010341000000000044,
        'steads': -0.0404972,
        'steeld': -0.013523659999999998,
        'steer': 0.0129755,
        'steppd': -0.048202640000000005,
        'stooping': 0.000880220000000001,
        'stoops': 0.0032167799999999963,
        'stoutly': -0.03400156,
        'stratagems': 0.06059662,
        'straying': 0.008802540000000005,
        'strikest': -0.00813504,
        'strip': 0.022035100000000005,
        'studying': -0.0001484999999999992,
        'stumbled': 0.010519619999999997,
        'stumps': 0.017099200000000002,
        'sty': 0.0024246200000000028,
        'submissive': 0.014950580000000005,
        'successful': 0.023505579999999998,
        'superfluity': 0.022539379999999998,
        'suppd': 0.012516619999999994,
        'suppliant': -0.007505500000000003,
        'supplied': 0.019339760000000004,
        'supplies': -0.015400300000000004,
        'suppress': 0.04506030000000001,
        'surfeiting': -0.0054406,
        'surgery': 0.006111739999999999,
        'surmises': -0.031979679999999996,
        'surnamed': 0.0243833,
        'surveyor': 0.025304899999999998,
        'suspicious': 0.003204580000000001,
        'swagger': 7.163999999999532e-05,
        'swaggerer': 0.010723019999999998,
        'sweeps': 0.016121740000000002,
        'sweeten': -0.00932198,
        'sweetst': 0.03276255999999999,
        'swelld': -0.012966140000000006,
        'swiftness': 0.009701159999999997,
        'talkst': 0.005998140000000002,
        'tallow': 0.00886364,
        'tang': 0.05649322,
        'tar': -0.026673519999999996,
        'targets': -0.005725459999999996,
        'tatterd': 0.021412780000000006,
        'taxd': -0.007185019999999995,
        'telltale': 0.01396665999999999,
        'temporal': 0.011381380000000002,
        'temptation': -0.012349180000000006,
        'tenour': 0.0388443,
        'thereon': -0.036386679999999984,
        'thicket': 0.0017904599999999976,
        'thirteen': -0.004077860000000003,
        'thousandfold': 0.023897800000000004,
        'threatened': -0.009539180000000001,
        'threepence': -0.024004519999999994,
        'threes': -0.03549038,
        'thrives': 0.023849,
        'throngs': -0.0004568200000000061,
        'ths': -0.013749900000000004,
        'thump': -0.009011960000000003,
        'thwarted': 0.004583720000000003,
        'timely': -0.013315680000000002,
        'tinct': -0.007989240000000002,
        'torrent': 0.02256902,
        'tother': -0.013394600000000001,
        'touched': -0.016229399999999998,
        'traders': 0.014672719999999998,
        'trained': -0.01605872,
        'transformation': -0.006483720000000002,
        'transgressed': 0.03459272,
        'transport': 0.02600649999999998,
        'treaty': -0.020139000000000004,
        'trifling': 0.0065852400000000035,
        'triumphd': 0.010766340000000011,
        'trots': 0.009612660000000002,
        'trudge': -0.05760134000000003,
        'truelove': 0.006853079999999998,
        'trump': 0.018855959999999995,
        'trusts': -0.005320959999999999,
        'tuft': -0.032782919999999986,
        'twins': 0.009337140000000002,
        'unable': 0.007745380000000001,
        'unadvised': 0.003295000000000002,
        'unarmd': -0.0010669199999999968,
        'unavoided': -0.006481220000000007,
        'unbruised': 0.0006936600000000019,
        'uncertain': 0.031370100000000005,
        'unchaste': 0.002492619999999999,
        'unclean': 0.023008459999999998,
        'undaunted': 0.013965540000000004,
        'undoing': 0.02281232,
        'unfeigned': 0.028825140000000006,
        'ungrateful': 0.007025419999999999,
        'union': -0.021188999999999996,
        'united': -0.018062100000000005,
        'unity': -0.0005747599999999977,
        'unlock': -0.03468523999999999,
        'unmanly': -0.007590999999999998,
        'unpeople': -0.01240536,
        'unprofitable': 0.0028892199999999953,
        'unprovided': -0.004504520000000007,
        'unrelenting': 0.0008762400000000013,
        'unsettled': -0.01987434,
        'unstained': -0.028974059999999996,
        'untutord': 0.013632099999999996,
        'upbraided': 0.010493460000000001,
        'upholds': -0.02669112,
        'usest': 0.0073101799999999995,
        'vagabond': 0.023530640000000005,
        'valiantly': -0.039605379999999996,
        'valours': 0.031815159999999995,
        'values': 0.022218460000000006,
        'vanities': -0.002948300000000001,
        'vanquished': 0.01600412,
        'vapors': -0.020078879999999993,
        'variable': -0.03141514000000001,
        'variation': 0.006564979999999998,
        'vaunting': 0.013524979999999999,
        'vehement': -0.0060008399999999995,
        'venomous': 0.001523539999999999,
        'ventured': -0.026043060000000007,
        'venturous': -0.010463279999999998,
        'verbal': 0.008635859999999997,
        'veriest': 0.0021772999999999975,
        'vesture': -0.0074825000000000004,
        'victuals': 0.0020668200000000005,
        'vinegar': 0.006806599999999999,
        'violently': -0.020673539999999994,
        'waken': 0.014476739999999998,
        'wakest': 0.004630019999999996,
        'waning': 0.013258600000000002,
        'weepst': -0.013674180000000001,
        'weighd': 0.009140919999999999,
        'weighing': -0.018224019999999997,
        'welfare': -0.03453145999999999,
        'wellappointed': 0.012302340000000007,
        'weret': 0.006821419999999997,
        'whatever': 0.013092100000000004,
        'whelps': 0.017635259999999996,
        'whereas': -0.020226519999999998,
        'whining': 0.006943820000000001,
        'whiter': 0.006138539999999998,
        'wickedness': 0.016184260000000002,
        'wield': -9.449999999999755e-05,
        'winding': -0.0018772799999999961,
        'womanish': 0.014079440000000004,
        'wooer': 0.0012980999999999906,
        'woot': 0.0043588800000000025,
        'workings': 0.004707080000000003,
        'worshippd': -0.010945940000000003,
        'wrap': -0.04029839999999999,
        'wrecked': 0.010948879999999994,
        'yawn': 0.004361480000000004,
        'yonders': -0.01775932,
        'younker': -0.012995940000000004
    }

    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_text = open('processed_text.txt', 'w+')
    p_list = []
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            text = text.split()
                            output = ""
                            new_list = []
                            p_list.append(new_list)
                            for word in text:
                                word = re.sub(r'[^\w\s]', '', word)
                                if word in vector_mapping:
                                    output = vector_mapping.get(word)
                                    new_list.append(output)


    avg_list = []
    outfile = ("list_of_avg_vex.txt", "w+")
    for listy in p_list:
        sum = 0
        count = 0
        for val in listy:
            float(val)
            sum = sum + val
            count = count +1
        if count >= 1:
            avg = sum/count
            avg_list.append(avg)
    for val in avg_list:
        print(f"{val} \n")


def process_men():
    infile = open('processed_men.txt')
    contents = infile.read()
    tokens = contents.split(" ")
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full_men_filtered.txt', 'w+') as outfile:
        outfile.write(words)


def process_women():
    infile = open('processed_women.txt')
    contents = infile.read()
    tokens = contents.split(" ")
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full_women_filtered.txt', 'w+') as outfile:
        outfile.write(words)

def gather_text():
    listofxml = os.listdir(path)
    for file in listofxml:
        fullname = os.path.join(path, file)
        infile = open(fullname, "r")
        contents = infile.read()
        soup = bs.BeautifulSoup(contents, 'lxml')
        ps = soup.find_all('p')
        txt = open("full.txt", "w+")
        for p in ps:
            txt.write(p.get_text())


def process_text():
    infile = open(path_txt+'/full.txt', "r")
    contents = infile.read()
    tokens = contents.split(" ")
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full_raw_filtered.txt', 'w') as outfile:
        outfile.write(words)


def joiner ():
    listoftxt = os.listdir(path_txt)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full.txt', 'w') as outfile:
        for file in listoftxt:
            fullname = os.path.join(path_txt, file)
            infile = open(fullname, "r")
            for line in infile:
                outfile.write(line)
    return outfile


if __name__ == "__main__":
    main()

31ed10647097cafa01e062eff530420fe31ceaeb
<mask token>


def main():
    map()


def men():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=106):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_men = open('processed_men.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_men.write(text)


def women():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=107, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_women = open('processed_women.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_women.write(text)


<mask token>


def process_men():
    infile = open('processed_men.txt')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_men_filtered.txt'
        , 'w+') as outfile:
        outfile.write(words)


def process_women():
    infile = open('processed_women.txt')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_women_filtered.txt'
        , 'w+') as outfile:
        outfile.write(words)


def gather_text():
    listofxml = os.listdir(path)
    for file in listofxml:
        fullname = os.path.join(path, file)
        infile = open(fullname, 'r')
        contents = infile.read()
        soup = bs.BeautifulSoup(contents, 'lxml')
        ps = soup.find_all('p')
        txt = open('full.txt', 'w+')
        for p in ps:
            txt.write(p.get_text())


<mask token>


def joiner():
    listoftxt = os.listdir(path_txt)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full.txt',
        'w') as outfile:
        for file in listoftxt:
            fullname = os.path.join(path_txt, file)
            infile = open(fullname, 'r')
            for line in infile:
                outfile.write(line)
    return outfile


<mask token>

<mask token>


def main():
    map()


def men():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=106):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_men = open('processed_men.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_men.write(text)


def women():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=107, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_women = open('processed_women.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_women.write(text)


def take_avg():
    infile = open('vectors_full_shake.txt', 'r')
    contents = infile.read()
    values = contents.split()
    listlist = []
    outfile = open('average_vectors.txt', 'w+')
    for val in values:
        if any(c.isalpha() for c in val):
            new_list = []
            listlist.append(new_list)
        new_list.append(val)
    for list in listlist:
        sum = 0
        counter = 0
        for val in list[1:]:
            counter = counter + 1
            val = float(val)
            sum = sum + val
        avg = sum / counter
        outfile.write(f'{list[0]} : {avg} \n')


<mask token>


def map():
    infile = open('average_vectors.txt', 'r')
    outfile = open('vex_strip.txt', 'w+')
    stuff = infile.read()
    contents = stuff.split('\n')
    for val in contents:
        val = val.replace(',', '')
        outfile.write(f'{val}, \n')
    vector_mapping = {'I': 0.002293899999999982, 'thou': -0.06851146, 'thy':
        0.047502960000000025, 'shall': 0.038853659999999984, 'thee': 
        0.17498613999999996, 'good': -0.010896100000000054, 'would': -
        0.03447706000000003, 'hath': -0.11887426, 'like': 
        0.047342799999999984, 'sir': 0.014998020000000003, 'one': 
        0.024946700000000002, 'well': -0.06713184, 'make': -0.00583712,
        'come': 0.015978780000000015, 'love': 0.05884227999999998, 'man': -
        0.07398014, 'lord': -0.12220024, 'let': -0.0269456, 'know': 
        0.11134936, 'may': 0.03373018000000001, 'say': 0.06355511999999998,
        'upon': -0.014340140000000022, 'must': 0.09643692, 'us': -
        0.07004956000000001, 'Ill': -0.12608751999999998, 'see': -
        0.05716858000000002, 'yet': -0.038359099999999986, 'go': -
        0.006642159999999991, 'give': -0.02180932, 'take': -0.0828366,
        'never': 0.028508659999999998, 'tell': 0.07889232, 'mine': -
        0.07174222, 'think': -0.04060991999999999, 'much': -
        0.10898875999999999, 'doth': 0.0010922599999999916, 'tis': -
        0.055779680000000005, 'speak': 0.04264236, 'art': -0.02163032, 'O':
        -0.04895434, 'great': -0.002652239999999989, 'king': -
        0.012462720000000007, 'And': -0.23291674, 'hear': 
        0.01771379999999998, 'time': -0.006082059999999993, 'cannot': -
        0.06586485999999998, 'The': -0.20179973999999995, 'made': 0.0344628,
        'heart': -0.07318817999999998, 'men': 0.005063460000000004, 'fair':
        0.08133651999999994, 'sweet': 0.04185620000000002, 'father': -
        0.034399559999999996, 'Lord': -0.01093978000000002, 'old': -
        0.035907440000000006, 'true': 0.06751447999999999, 'could': 
        0.024764299999999996, 'But': -0.06626488000000003, 'two': -
        0.08094664, 'God': -0.011777980000000007, 'hand': -
        0.04467614000000001, 'look': 0.04153159999999999, 'Enter': -
        0.05069540000000001, 'noble': 0.08754650000000005, 'comes': 
        0.05373757999999999, 'leave': -0.039450059999999995, 'poor': -
        0.05766855999999999, 'every': -0.023140580000000025, 'life': -
        0.13911638, 'ever': -0.008654419999999998, 'better': 0.06419708,
        'many': -0.07798809999999998, 'pray': 0.027687300000000033, 'hast':
        -0.1463569, 'What': -0.015424120000000008, 'thus': 
        0.030956640000000007, 'eyes': -0.030604179999999998, 'To': -
        0.15682482, 'name': -0.029257560000000005, 'nothing': -
        0.031302599999999986, 'away': -0.07195308, 'day': -
        0.06612917999999998, 'call': 0.04241379999999997, 'death': 
        0.08021122, 'find': 0.04762411999999999, 'little': -0.03628872,
        'done': -0.10883061999999999, 'fear': 0.04983709999999999, 'way': -
        0.03277774, 'put': -0.054755139999999994, 'till': 
        0.07366047999999999, 'might': -0.06195656000000001, 'world': -
        0.02577958000000001, 'bear': -0.041495059999999986, 'set': -
        0.024372639999999994, 'keep': -0.010379280000000001, 'Sir': -
        0.09108656000000001, 'still': 0.11704643999999999, 'therefore': 
        0.10518093999999997, 'young': -0.023639379999999988, 'thing': -
        0.05472301999999999, 'A': -0.12039709999999997, 'If': -
        0.14314996000000002, 'best': -0.04971461999999997, 'though': 
        0.0442814, 'part': -0.09576311999999998, 'heaven': -
        0.05104166000000003, 'stand': 0.1293229, 'first': -
        0.021555140000000025, 'son': -0.03927109999999998, 'whose': 
        0.11462646000000003, 'unto': 0.0028353399999999952, 'night': -
        0.040994199999999995, 'live': -0.03837978, 'blood': -
        0.09540764000000002, 'grace': 0.06578128000000001, 'master': 
        0.06802120000000002, 'full': 0.021775980000000007, 'thine': 
        0.025687000000000012, 'bring': -0.044614720000000004, 'lady': -
        0.015582679999999976, 'brother': 0.003115979999999998, 'word': -
        0.07241482, 'none': 0.09880108, 'said': -0.04331898, 'hold': -
        0.01205528, 'long': -0.010860539999999995, 'dost': -
        0.007086480000000014, 'dear': -0.08708024, 'show': -
        0.004170820000000011, 'answer': 0.11975692, 'heard': 
        0.11498432000000001, 'die': -0.009086439999999989, 'hope': 
        0.05599596, 'gentle': 0.06609087999999996, 'even': -0.03496198,
        'else': -0.015790579999999988, 'head': 0.0013841799999999927,
        'makes': 0.07271308, 'thought': -0.013532479999999987, 'You': -
        0.005349940000000002, 'dead': -0.15115748, 'thousand': -
        0.06504080000000001, 'words': 0.20424437999999998, 'another': 
        0.031131200000000008, 'fool': 0.0007927400000000095, 'ere': -
        0.0261707, 'He': -0.15593029999999997, 'please': -
        0.058266559999999995, 'shalt': 0.06167812000000002, 'three': -
        0.10789015999999997, 'house': -0.07657901999999997, 'honour': -
        0.09655106, 'friends': 0.06894154000000001, 'lords': 
        0.046618879999999994, 'That': -0.15058334, 'thank': -0.01460808,
        'wife': -0.07634998000000003, 'Come': -0.07689306000000001, 'faith':
        0.015079659999999996, 'indeed': -0.059307280000000004, 'came': -
        0.0021736200000000106, 'rather': 0.0027884799999999994, 'soul': -
        0.038766119999999994, 'bid': 0.057091460000000024, 'use': -
        0.04239802, 'stay': 0.04114280000000003, 'John': -
        0.08240790000000002, 'since': -0.04019185999999999, 'without': 
        0.034950520000000006, 'place': -0.04726083999999999, 'things': -
        0.014613999999999993, 'Duke': 0.15967275999999997, 'My': -0.1766356,
        'thats': -0.0647086, 'Master': -0.07221078000000002, 'gone': -
        0.0028977399999999863, 'matter': -0.06534028, 'peace': 
        0.09195848000000001, 'meet': 0.006079860000000017, 'fathers': -
        0.0404239, 'woman': 0.04663490000000001, 'daughter': -
        0.04494219999999999, 'ye': 0.062147539999999994, 'eye': 0.0438155,
        'face': -0.04156362, 'forth': -0.07804776000000001, 'within': 
        0.033761640000000016, 'wilt': -0.0006894600000000039, 'help': -
        0.008678259999999998, 'queen': 0.032551399999999994, 'truth': 
        0.08026538, 'false': 0.15864598, 'friend': -0.0066835000000000115,
        'boy': -0.13779789999999995, 'mean': -0.012657659999999992,
        'mother': -0.06962463999999997, 'sword': -0.11993872000000003,
        'lie': 0.00184018, 'Cæsar': -0.014689360000000031, 'sure': -
        0.02393636, 'fellow': 0.041810339999999994, 'tongue': 
        0.07023618000000001, 'sent': -0.08551423999999999, 'This': -
        0.0638552, 'get': -0.00549143999999999, 'honest': 
        0.04203013999999998, 'back': 0.09251208000000004, 'rest': -
        0.0031307399999999956, 'Why': -0.12629868, 'lay': -
        0.012449919999999995, 'says': 0.08641439999999999, 'left': -
        0.011052120000000006, 'play': 0.004516699999999989, 'cause': -
        0.026367039999999974, 'far': 0.10933358, 'right': -
        0.06051778000000001, 'For': -0.032733079999999956, 'fall': 
        0.04191330000000001, 'How': -0.10746241999999999, 'power': -
        0.01731826, 'mind': 0.08234170000000002, 'saw': 
        0.014753680000000009, 'follow': 0.008064579999999998, 'loves': -
        0.01458328, 'enough': -0.04627810000000003, 'duke': -
        0.008690040000000022, 'gods': -0.004360239999999996, 'madam': -
        0.01541811999999999, 'theres': 0.038420979999999993, 'nature': 
        0.07054243999999997, 'last': -0.0009388600000000047, 'told': 
        0.028488760000000002, 'neer': 0.007713799999999984, 'lost': -
        0.13221406, 'prince': 0.10561398000000002, 'break': 
        0.020858039999999994, 'news': 0.15246163999999998, 'reason': 
        0.12389987999999999, 'foul': -0.011808500000000015, 'present': 
        0.044457699999999996, 'hands': -0.010941080000000008, 'kings': -
        0.019338159999999997, 'seen': -0.01138690000000001, 'gave': -
        0.08911823999999999, 'kind': 0.09465033999999997, 'shame': -
        0.0891221, 'wit': 0.07432884000000001, 'hes': -0.08691862, 'high': 
        -0.014500039999999981, 'send': -0.03289195999999998, 'bloody': 
        0.022031720000000008, 'turn': 0.04929667999999999, 'hither': -
        0.06618436, 'means': -0.015927560000000014, 'King': 
        0.06687091999999999, 'end': 0.01410514, 'light': -
        0.11759412000000001, 'prove': 0.08662274, 'fight': -
        0.02574562000000001, 'marry': -0.016074219999999997, 'fortune': -
        0.018553920000000012, 'beseech': -0.018553620000000003, 'body': -
        0.12675262000000007, 'France': 0.0702223, 'near': 
        0.08868190000000001, 'dare': 0.07903257999999998, 'home': 
        0.015080299999999996, 'royal': 0.0222204, 'welcome': -
        0.023379119999999975, 'husband': -0.12741011999999996, 'mistress': 
        0.08705864000000002, 'honor': -0.008125219999999996, 'hour': -
        0.027079680000000023, 'Henry': 0.10843599999999999, 'seek': 
        0.04271825999999999, 'half': -0.012602059999999991, 'tears': -
        0.08210284, 'swear': -0.06129028, 'hence': 0.006982679999999984,
        'pardon': -0.07892718000000001, 'strange': 0.08943558000000001,
        'horse': -0.10454771999999996, 'Warwick': 0.17125545999999997,
        'cousin': -0.07881827999999999, 'youth': 0.05961701999999997,
        'wish': 0.06465992000000001, 'So': -0.09014243999999999, 'gracious':
        0.006950180000000001, 'new': 0.08890856000000001, 'times': -
        0.013647139999999995, 'brought': -0.11801098000000003, 'ill': -
        0.0018792599999999876, 'pity': -0.021058700000000003, 'knows': -
        0.005639119999999993, 'desire': 0.03813515999999997, 'proud': 
        0.06013248000000001, 'York': 0.15578092, 'letter': -0.11115008,
        'state': 0.06366226, 'beauty': 0.023651759999999994, 'given': -
        0.10793805999999999, 'found': -0.019243199999999995, 'worthy': 
        0.031150800000000013, 'In': -0.1463595, 'Now': -0.06489989999999998,
        'SCENE': -0.11644765999999995, 'Well': -0.07022216, 'care': 
        0.10530872000000002, 'kill': -0.049407180000000016, 'As': -
        0.17215728000000002, 'cold': -0.13496328000000002, 'devil': -
        0.04737165999999998, 'fire': -0.0946414, 'less': -
        0.018930499999999982, 'spirit': 0.03341810000000002, 'England': 
        0.06495444000000003, 'earth': -0.13857042, 'lies': 
        0.008416940000000001, 'hearts': -0.026519740000000017, 'Exit': -
        0.06403212, 'lose': 0.008687439999999994, 'Go': 
        0.0009691399999999923, 'Let': -0.11033373999999999, 'warrant': 
        0.062081220000000006, 'thoughts': 0.04109934, 'wear': 0.0318987,
        'lets': 0.0012615999999999986, 'mad': -0.08442558000000001,
        'gentleman': 0.09242433999999995, 'need': 0.007320420000000017,
        'sit': -0.032684620000000005, 'others': 0.0945135, 'seem': 0.065846,
        'believe': -0.0395293, 'cry': 0.11907155999999997, 'holy': 
        0.02403498000000001, 'looks': 0.07975262000000001, 'draw': -
        0.004842320000000006, 'bed': -0.023316740000000023, 'brave': 
        0.013737520000000005, 'happy': 0.009346020000000002, 'serve': 
        0.09039201999999999, 'talk': 0.052573180000000004, 'No': -
        0.06571309999999998, 'crown': -0.00608882000000001, 'fly': 
        0.05389016, 'loved': -0.045224859999999964, 'save': -
        0.052132859999999975, 'When': -0.08928484, 'court': 
        0.015188559999999988, 'heavy': -0.03790612, 'kiss': 
        0.008218399999999994, 'mans': -0.05368507999999998, 'sleep': 
        0.021990239999999998, 'Thou': -0.02541979999999999, 'hell': -
        0.022353120000000004, 'merry': -0.15147736, 'arms': -0.11207866,
        'charge': -0.010305059999999987, 'days': -0.14465486, 'neither': 
        0.03915492, 'service': -0.004962580000000003, 'eat': 
        0.044764740000000004, 'strong': -0.05302774000000001, 'canst': 
        0.029574680000000006, 'cut': -0.08370760000000002, 'sun': 
        0.017997080000000013, 'villain': -0.01603406, 'worth': 
        0.012077219999999991, 'oer': 0.032275439999999996, 'business': -
        0.05087988, 'certain': -0.0006344799999999862, 'knave': -
        0.022420419999999976, 'It': -0.11466067999999999, 'ask': -
        0.004530860000000009, 'run': 0.06708743999999998, 'highness': -
        0.0032687799999999954, 'next': -0.045123679999999985, 'general': 
        0.017180239999999992, 'goes': 0.01657742, 'knew': 0.0291417,
        'money': -0.017734140000000006, 'English': 0.12564904000000002,
        'majesty': 0.001198159999999996, 'purpose': -0.0041770200000000104,
        'whats': 0.03539632000000001, 'hot': -0.11710290000000001, 'didst':
        0.08544388000000001, 'sea': -0.005688560000000009, 'twenty': -
        0.04438828000000001, 'wrong': -0.11007206, 'Rome': 
        0.07410148000000001, 'comfort': 0.021248019999999965, 'common': 
        0.049410640000000006, 'late': 0.055589220000000016, 'read': -
        0.06733822, 'thyself': -0.026048720000000015, 'took': -0.07765528,
        'Is': -0.12459762000000002, 'return': 0.060589119999999996,
        'Antony': -0.06240537999999999, 'drink': -0.12597283999999997, 'By':
        -0.12172026000000001, 'gold': -0.07499324, 'virtue': 0.03818576,
        'wise': 0.17915497999999994, 'child': 0.029274720000000004, 'heres':
        0.029311179999999996, 'trust': 0.10258334, 'war': 
        0.08772289999999999, 'lives': -0.018652320000000003, 'needs': 
        0.07609838000000002, 'uncle': 0.03411349999999997, 'French': 
        0.06305868, 'hard': 0.0018632999999999788, 'masters': 
        0.04159803999999998, 'praise': 0.01838700000000003, 'Richard': 
        0.06866721999999999, 'bound': -0.05218093999999999, 'known': 
        0.06475882000000002, 'mercy': 0.03210238000000001, 'pleasure': -
        0.03588275999999999, 'years': -0.0659703, 'base': 
        0.04885088000000002, 'de': -0.005594459999999996, 'doubt': 
        0.04230990000000001, 'heavens': -0.05622309999999998, 'sorrow': -
        0.09665817999999998, 'ten': -0.05889052, 'breath': 
        0.013352180000000014, 'four': -0.1339372, 'grief': -
        0.03401095999999999, 'rich': 0.026771919999999977, 'valiant': 
        0.03958322, 'sad': -0.050407019999999976, 'something': 0.0463139,
        'glad': -0.05569088, 'Good': 0.0005621799999999988, 'prithee': -
        0.028410480000000016, 'together': -0.008292399999999991, 'Edward': 
        0.11521543999999997, 'age': -0.001964880000000002, 'wind': -
        0.09094004, 'soldiers': -0.03920360000000002, 'black': -
        0.04506767999999999, 'Reenter': 0.01813507999999999, 'almost': -
        0.04100434, 'fit': 0.041247799999999994, 'hang': 
        0.013644039999999998, 'sound': 0.08516554, 'yield': 
        0.052357860000000006, 'Who': -0.09192946, 'change': 
        0.06964311999999998, 'joy': -0.020387379999999986, 'whole': -
        0.016951620000000004, 'people': 0.13593052000000003, 'work': -
        0.04532204, 'fault': -0.009016100000000006, 'free': -
        0.02148497999999999, 'music': 0.07913228000000001, 'tender': -
        0.07349164, 'worse': 0.07917148000000002, 'Gods': -0.0655427, 'ear':
        -0.011580000000000014, 'past': -0.042871240000000005, 'sworn': -
        0.04108592, 'Of': -0.09188177999999998, 'ho': -0.12888012,
        'Mistress': 0.027118339999999998, 'foot': -0.03388453999999999,
        'fortunes': 0.005549819999999995, 'lips': 0.09535991999999999,
        'maid': -0.044303040000000016, 'pay': -0.13095395999999998,
        'wouldst': 0.008609920000000004, 'We': -0.026192859999999995,
        'Then': -0.043882939999999995, 'born': 0.001851280000000004, 'ears':
        0.019362760000000007, 'hate': 0.07036042, 'law': -0.09176924,
        'Exeunt': -0.06944510000000002, 'beat': -0.008299979999999992,
        'gives': -0.05001150000000001, 'open': 0.03715634, 'pretty': 
        0.11487489999999999, 'remember': -0.00945008000000001, 'princes': 
        0.06253234000000002, 'want': 0.041740639999999996, 'white': 
        0.07777246, 'brothers': -0.052986959999999986, 'sick': -0.03831628,
        'soon': -0.06339132000000001, 'alone': -0.027736360000000005, 'ha':
        -0.07146390000000002, 'married': -0.12364082, 'oft': 
        0.004903460000000006, 'often': 0.017960800000000002, 'truly': 
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        'torrent': 0.02256902, 'tother': -0.013394600000000001, 'touched': 
        -0.016229399999999998, 'traders': 0.014672719999999998, 'trained': 
        -0.01605872, 'transformation': -0.006483720000000002,
        'transgressed': 0.03459272, 'transport': 0.02600649999999998,
        'treaty': -0.020139000000000004, 'trifling': 0.0065852400000000035,
        'triumphd': 0.010766340000000011, 'trots': 0.009612660000000002,
        'trudge': -0.05760134000000003, 'truelove': 0.006853079999999998,
        'trump': 0.018855959999999995, 'trusts': -0.005320959999999999,
        'tuft': -0.032782919999999986, 'twins': 0.009337140000000002,
        'unable': 0.007745380000000001, 'unadvised': 0.003295000000000002,
        'unarmd': -0.0010669199999999968, 'unavoided': -
        0.006481220000000007, 'unbruised': 0.0006936600000000019,
        'uncertain': 0.031370100000000005, 'unchaste': 0.002492619999999999,
        'unclean': 0.023008459999999998, 'undaunted': 0.013965540000000004,
        'undoing': 0.02281232, 'unfeigned': 0.028825140000000006,
        'ungrateful': 0.007025419999999999, 'union': -0.021188999999999996,
        'united': -0.018062100000000005, 'unity': -0.0005747599999999977,
        'unlock': -0.03468523999999999, 'unmanly': -0.007590999999999998,
        'unpeople': -0.01240536, 'unprofitable': 0.0028892199999999953,
        'unprovided': -0.004504520000000007, 'unrelenting': 
        0.0008762400000000013, 'unsettled': -0.01987434, 'unstained': -
        0.028974059999999996, 'untutord': 0.013632099999999996, 'upbraided':
        0.010493460000000001, 'upholds': -0.02669112, 'usest': 
        0.0073101799999999995, 'vagabond': 0.023530640000000005,
        'valiantly': -0.039605379999999996, 'valours': 0.031815159999999995,
        'values': 0.022218460000000006, 'vanities': -0.002948300000000001,
        'vanquished': 0.01600412, 'vapors': -0.020078879999999993,
        'variable': -0.03141514000000001, 'variation': 0.006564979999999998,
        'vaunting': 0.013524979999999999, 'vehement': -
        0.0060008399999999995, 'venomous': 0.001523539999999999, 'ventured':
        -0.026043060000000007, 'venturous': -0.010463279999999998, 'verbal':
        0.008635859999999997, 'veriest': 0.0021772999999999975, 'vesture': 
        -0.0074825000000000004, 'victuals': 0.0020668200000000005,
        'vinegar': 0.006806599999999999, 'violently': -0.020673539999999994,
        'waken': 0.014476739999999998, 'wakest': 0.004630019999999996,
        'waning': 0.013258600000000002, 'weepst': -0.013674180000000001,
        'weighd': 0.009140919999999999, 'weighing': -0.018224019999999997,
        'welfare': -0.03453145999999999, 'wellappointed': 
        0.012302340000000007, 'weret': 0.006821419999999997, 'whatever': 
        0.013092100000000004, 'whelps': 0.017635259999999996, 'whereas': -
        0.020226519999999998, 'whining': 0.006943820000000001, 'whiter': 
        0.006138539999999998, 'wickedness': 0.016184260000000002, 'wield': 
        -9.449999999999755e-05, 'winding': -0.0018772799999999961,
        'womanish': 0.014079440000000004, 'wooer': 0.0012980999999999906,
        'woot': 0.0043588800000000025, 'workings': 0.004707080000000003,
        'worshippd': -0.010945940000000003, 'wrap': -0.04029839999999999,
        'wrecked': 0.010948879999999994, 'yawn': 0.004361480000000004,
        'yonders': -0.01775932, 'younker': -0.012995940000000004}
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_text = open('processed_text.txt', 'w+')
    p_list = []
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            text = text.split()
                            output = ''
                            new_list = []
                            p_list.append(new_list)
                            for word in text:
                                word = re.sub('[^\\w\\s]', '', word)
                                if word in vector_mapping:
                                    output = vector_mapping.get(word)
                                    new_list.append(output)
    avg_list = []
    outfile = 'list_of_avg_vex.txt', 'w+'
    for listy in p_list:
        sum = 0
        count = 0
        for val in listy:
            float(val)
            sum = sum + val
            count = count + 1
        if count >= 1:
            avg = sum / count
            avg_list.append(avg)
    for val in avg_list:
        print(f'{val} \n')


def process_men():
    infile = open('processed_men.txt')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_men_filtered.txt'
        , 'w+') as outfile:
        outfile.write(words)


def process_women():
    infile = open('processed_women.txt')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_women_filtered.txt'
        , 'w+') as outfile:
        outfile.write(words)


def gather_text():
    listofxml = os.listdir(path)
    for file in listofxml:
        fullname = os.path.join(path, file)
        infile = open(fullname, 'r')
        contents = infile.read()
        soup = bs.BeautifulSoup(contents, 'lxml')
        ps = soup.find_all('p')
        txt = open('full.txt', 'w+')
        for p in ps:
            txt.write(p.get_text())


def process_text():
    infile = open(path_txt + '/full.txt', 'r')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_raw_filtered.txt'
        , 'w') as outfile:
        outfile.write(words)


def joiner():
    listoftxt = os.listdir(path_txt)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full.txt',
        'w') as outfile:
        for file in listoftxt:
            fullname = os.path.join(path_txt, file)
            infile = open(fullname, 'r')
            for line in infile:
                outfile.write(line)
    return outfile


<mask token>

<mask token>


def main():
    map()


def men():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=106):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_men = open('processed_men.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_men.write(text)


def women():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=107, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_women = open('processed_women.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_women.write(text)


def take_avg():
    infile = open('vectors_full_shake.txt', 'r')
    contents = infile.read()
    values = contents.split()
    listlist = []
    outfile = open('average_vectors.txt', 'w+')
    for val in values:
        if any(c.isalpha() for c in val):
            new_list = []
            listlist.append(new_list)
        new_list.append(val)
    for list in listlist:
        sum = 0
        counter = 0
        for val in list[1:]:
            counter = counter + 1
            val = float(val)
            sum = sum + val
        avg = sum / counter
        outfile.write(f'{list[0]} : {avg} \n')


def avg_per_p():
    infile_men = 'processed_men.txt'
    infile_women = 'processed_women.txt'


def map():
    infile = open('average_vectors.txt', 'r')
    outfile = open('vex_strip.txt', 'w+')
    stuff = infile.read()
    contents = stuff.split('\n')
    for val in contents:
        val = val.replace(',', '')
        outfile.write(f'{val}, \n')
    vector_mapping = {'I': 0.002293899999999982, 'thou': -0.06851146, 'thy':
        0.047502960000000025, 'shall': 0.038853659999999984, 'thee': 
        0.17498613999999996, 'good': -0.010896100000000054, 'would': -
        0.03447706000000003, 'hath': -0.11887426, 'like': 
        0.047342799999999984, 'sir': 0.014998020000000003, 'one': 
        0.024946700000000002, 'well': -0.06713184, 'make': -0.00583712,
        'come': 0.015978780000000015, 'love': 0.05884227999999998, 'man': -
        0.07398014, 'lord': -0.12220024, 'let': -0.0269456, 'know': 
        0.11134936, 'may': 0.03373018000000001, 'say': 0.06355511999999998,
        'upon': -0.014340140000000022, 'must': 0.09643692, 'us': -
        0.07004956000000001, 'Ill': -0.12608751999999998, 'see': -
        0.05716858000000002, 'yet': -0.038359099999999986, 'go': -
        0.006642159999999991, 'give': -0.02180932, 'take': -0.0828366,
        'never': 0.028508659999999998, 'tell': 0.07889232, 'mine': -
        0.07174222, 'think': -0.04060991999999999, 'much': -
        0.10898875999999999, 'doth': 0.0010922599999999916, 'tis': -
        0.055779680000000005, 'speak': 0.04264236, 'art': -0.02163032, 'O':
        -0.04895434, 'great': -0.002652239999999989, 'king': -
        0.012462720000000007, 'And': -0.23291674, 'hear': 
        0.01771379999999998, 'time': -0.006082059999999993, 'cannot': -
        0.06586485999999998, 'The': -0.20179973999999995, 'made': 0.0344628,
        'heart': -0.07318817999999998, 'men': 0.005063460000000004, 'fair':
        0.08133651999999994, 'sweet': 0.04185620000000002, 'father': -
        0.034399559999999996, 'Lord': -0.01093978000000002, 'old': -
        0.035907440000000006, 'true': 0.06751447999999999, 'could': 
        0.024764299999999996, 'But': -0.06626488000000003, 'two': -
        0.08094664, 'God': -0.011777980000000007, 'hand': -
        0.04467614000000001, 'look': 0.04153159999999999, 'Enter': -
        0.05069540000000001, 'noble': 0.08754650000000005, 'comes': 
        0.05373757999999999, 'leave': -0.039450059999999995, 'poor': -
        0.05766855999999999, 'every': -0.023140580000000025, 'life': -
        0.13911638, 'ever': -0.008654419999999998, 'better': 0.06419708,
        'many': -0.07798809999999998, 'pray': 0.027687300000000033, 'hast':
        -0.1463569, 'What': -0.015424120000000008, 'thus': 
        0.030956640000000007, 'eyes': -0.030604179999999998, 'To': -
        0.15682482, 'name': -0.029257560000000005, 'nothing': -
        0.031302599999999986, 'away': -0.07195308, 'day': -
        0.06612917999999998, 'call': 0.04241379999999997, 'death': 
        0.08021122, 'find': 0.04762411999999999, 'little': -0.03628872,
        'done': -0.10883061999999999, 'fear': 0.04983709999999999, 'way': -
        0.03277774, 'put': -0.054755139999999994, 'till': 
        0.07366047999999999, 'might': -0.06195656000000001, 'world': -
        0.02577958000000001, 'bear': -0.041495059999999986, 'set': -
        0.024372639999999994, 'keep': -0.010379280000000001, 'Sir': -
        0.09108656000000001, 'still': 0.11704643999999999, 'therefore': 
        0.10518093999999997, 'young': -0.023639379999999988, 'thing': -
        0.05472301999999999, 'A': -0.12039709999999997, 'If': -
        0.14314996000000002, 'best': -0.04971461999999997, 'though': 
        0.0442814, 'part': -0.09576311999999998, 'heaven': -
        0.05104166000000003, 'stand': 0.1293229, 'first': -
        0.021555140000000025, 'son': -0.03927109999999998, 'whose': 
        0.11462646000000003, 'unto': 0.0028353399999999952, 'night': -
        0.040994199999999995, 'live': -0.03837978, 'blood': -
        0.09540764000000002, 'grace': 0.06578128000000001, 'master': 
        0.06802120000000002, 'full': 0.021775980000000007, 'thine': 
        0.025687000000000012, 'bring': -0.044614720000000004, 'lady': -
        0.015582679999999976, 'brother': 0.003115979999999998, 'word': -
        0.07241482, 'none': 0.09880108, 'said': -0.04331898, 'hold': -
        0.01205528, 'long': -0.010860539999999995, 'dost': -
        0.007086480000000014, 'dear': -0.08708024, 'show': -
        0.004170820000000011, 'answer': 0.11975692, 'heard': 
        0.11498432000000001, 'die': -0.009086439999999989, 'hope': 
        0.05599596, 'gentle': 0.06609087999999996, 'even': -0.03496198,
        'else': -0.015790579999999988, 'head': 0.0013841799999999927,
        'makes': 0.07271308, 'thought': -0.013532479999999987, 'You': -
        0.005349940000000002, 'dead': -0.15115748, 'thousand': -
        0.06504080000000001, 'words': 0.20424437999999998, 'another': 
        0.031131200000000008, 'fool': 0.0007927400000000095, 'ere': -
        0.0261707, 'He': -0.15593029999999997, 'please': -
        0.058266559999999995, 'shalt': 0.06167812000000002, 'three': -
        0.10789015999999997, 'house': -0.07657901999999997, 'honour': -
        0.09655106, 'friends': 0.06894154000000001, 'lords': 
        0.046618879999999994, 'That': -0.15058334, 'thank': -0.01460808,
        'wife': -0.07634998000000003, 'Come': -0.07689306000000001, 'faith':
        0.015079659999999996, 'indeed': -0.059307280000000004, 'came': -
        0.0021736200000000106, 'rather': 0.0027884799999999994, 'soul': -
        0.038766119999999994, 'bid': 0.057091460000000024, 'use': -
        0.04239802, 'stay': 0.04114280000000003, 'John': -
        0.08240790000000002, 'since': -0.04019185999999999, 'without': 
        0.034950520000000006, 'place': -0.04726083999999999, 'things': -
        0.014613999999999993, 'Duke': 0.15967275999999997, 'My': -0.1766356,
        'thats': -0.0647086, 'Master': -0.07221078000000002, 'gone': -
        0.0028977399999999863, 'matter': -0.06534028, 'peace': 
        0.09195848000000001, 'meet': 0.006079860000000017, 'fathers': -
        0.0404239, 'woman': 0.04663490000000001, 'daughter': -
        0.04494219999999999, 'ye': 0.062147539999999994, 'eye': 0.0438155,
        'face': -0.04156362, 'forth': -0.07804776000000001, 'within': 
        0.033761640000000016, 'wilt': -0.0006894600000000039, 'help': -
        0.008678259999999998, 'queen': 0.032551399999999994, 'truth': 
        0.08026538, 'false': 0.15864598, 'friend': -0.0066835000000000115,
        'boy': -0.13779789999999995, 'mean': -0.012657659999999992,
        'mother': -0.06962463999999997, 'sword': -0.11993872000000003,
        'lie': 0.00184018, 'Cæsar': -0.014689360000000031, 'sure': -
        0.02393636, 'fellow': 0.041810339999999994, 'tongue': 
        0.07023618000000001, 'sent': -0.08551423999999999, 'This': -
        0.0638552, 'get': -0.00549143999999999, 'honest': 
        0.04203013999999998, 'back': 0.09251208000000004, 'rest': -
        0.0031307399999999956, 'Why': -0.12629868, 'lay': -
        0.012449919999999995, 'says': 0.08641439999999999, 'left': -
        0.011052120000000006, 'play': 0.004516699999999989, 'cause': -
        0.026367039999999974, 'far': 0.10933358, 'right': -
        0.06051778000000001, 'For': -0.032733079999999956, 'fall': 
        0.04191330000000001, 'How': -0.10746241999999999, 'power': -
        0.01731826, 'mind': 0.08234170000000002, 'saw': 
        0.014753680000000009, 'follow': 0.008064579999999998, 'loves': -
        0.01458328, 'enough': -0.04627810000000003, 'duke': -
        0.008690040000000022, 'gods': -0.004360239999999996, 'madam': -
        0.01541811999999999, 'theres': 0.038420979999999993, 'nature': 
        0.07054243999999997, 'last': -0.0009388600000000047, 'told': 
        0.028488760000000002, 'neer': 0.007713799999999984, 'lost': -
        0.13221406, 'prince': 0.10561398000000002, 'break': 
        0.020858039999999994, 'news': 0.15246163999999998, 'reason': 
        0.12389987999999999, 'foul': -0.011808500000000015, 'present': 
        0.044457699999999996, 'hands': -0.010941080000000008, 'kings': -
        0.019338159999999997, 'seen': -0.01138690000000001, 'gave': -
        0.08911823999999999, 'kind': 0.09465033999999997, 'shame': -
        0.0891221, 'wit': 0.07432884000000001, 'hes': -0.08691862, 'high': 
        -0.014500039999999981, 'send': -0.03289195999999998, 'bloody': 
        0.022031720000000008, 'turn': 0.04929667999999999, 'hither': -
        0.06618436, 'means': -0.015927560000000014, 'King': 
        0.06687091999999999, 'end': 0.01410514, 'light': -
        0.11759412000000001, 'prove': 0.08662274, 'fight': -
        0.02574562000000001, 'marry': -0.016074219999999997, 'fortune': -
        0.018553920000000012, 'beseech': -0.018553620000000003, 'body': -
        0.12675262000000007, 'France': 0.0702223, 'near': 
        0.08868190000000001, 'dare': 0.07903257999999998, 'home': 
        0.015080299999999996, 'royal': 0.0222204, 'welcome': -
        0.023379119999999975, 'husband': -0.12741011999999996, 'mistress': 
        0.08705864000000002, 'honor': -0.008125219999999996, 'hour': -
        0.027079680000000023, 'Henry': 0.10843599999999999, 'seek': 
        0.04271825999999999, 'half': -0.012602059999999991, 'tears': -
        0.08210284, 'swear': -0.06129028, 'hence': 0.006982679999999984,
        'pardon': -0.07892718000000001, 'strange': 0.08943558000000001,
        'horse': -0.10454771999999996, 'Warwick': 0.17125545999999997,
        'cousin': -0.07881827999999999, 'youth': 0.05961701999999997,
        'wish': 0.06465992000000001, 'So': -0.09014243999999999, 'gracious':
        0.006950180000000001, 'new': 0.08890856000000001, 'times': -
        0.013647139999999995, 'brought': -0.11801098000000003, 'ill': -
        0.0018792599999999876, 'pity': -0.021058700000000003, 'knows': -
        0.005639119999999993, 'desire': 0.03813515999999997, 'proud': 
        0.06013248000000001, 'York': 0.15578092, 'letter': -0.11115008,
        'state': 0.06366226, 'beauty': 0.023651759999999994, 'given': -
        0.10793805999999999, 'found': -0.019243199999999995, 'worthy': 
        0.031150800000000013, 'In': -0.1463595, 'Now': -0.06489989999999998,
        'SCENE': -0.11644765999999995, 'Well': -0.07022216, 'care': 
        0.10530872000000002, 'kill': -0.049407180000000016, 'As': -
        0.17215728000000002, 'cold': -0.13496328000000002, 'devil': -
        0.04737165999999998, 'fire': -0.0946414, 'less': -
        0.018930499999999982, 'spirit': 0.03341810000000002, 'England': 
        0.06495444000000003, 'earth': -0.13857042, 'lies': 
        0.008416940000000001, 'hearts': -0.026519740000000017, 'Exit': -
        0.06403212, 'lose': 0.008687439999999994, 'Go': 
        0.0009691399999999923, 'Let': -0.11033373999999999, 'warrant': 
        0.062081220000000006, 'thoughts': 0.04109934, 'wear': 0.0318987,
        'lets': 0.0012615999999999986, 'mad': -0.08442558000000001,
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        'dank': -0.019816799999999996, 'dearst': 0.01579696, 'deathbed': 
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        'distemperd': -0.06509446000000002, 'divisions': 
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        'enchanting': 0.054741560000000015, 'endeavours': -0.0236622,
        'engenders': 0.018220599999999997, 'enriched': -0.04704113999999999,
        'esquire': -0.01710414, 'estates': -0.01451760000000001, 'esteems':
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        'expressd': -0.017583799999999997, 'extremes': 0.026941700000000006,
        'fainting': 0.033155960000000005, 'faiths': -0.003267859999999998,
        'famish': 0.006756180000000009, 'fastend': -0.036185699999999994,
        'fathom': -0.030723479999999994, 'featherd': -0.04946910000000001,
        'feels': 0.01055832, 'fery': -0.0019258600000000047, 'fig': -
        0.010029580000000005, 'fingres': -0.011031680000000002, 'flatterer':
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        0.0018915400000000043, 'gazed': 0.012482579999999998, 'gentlewomen':
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        0.0365117, 'gravity': -0.026193580000000008, 'gripe': -0.03236104,
        'groaning': 0.027648699999999988, 'groats': -0.04876457999999999,
        'hallowd': 0.026876979999999998, 'happiest': -0.028501100000000005,
        'hardy': 0.011251739999999993, 'harness': -0.0280443, 'hasten': 
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        'heathen': -0.03753576000000001, 'heaviness': -0.02147238,
        'heedful': 0.018716120000000006, 'helmet': -0.03753466, 'herring': 
        -0.023678139999999993, 'hiding': -0.030175400000000005, 'highway': 
        0.05230818, 'hip': 0.006928540000000006, 'hive': 
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        'importune': 0.004509819999999998, 'impose': 0.023670899999999998,
        'impress': 0.016878239999999996, 'imprisonment': -
        0.033420780000000004, 'imputation': 0.02134786, 'incessant': -
        0.0037000599999999963, 'increasing': 0.02458905999999999,
        'indentures': -0.08559392000000005, 'indirect': 
        0.015483400000000001, 'influence': 0.045644620000000004,
        'ingenious': 0.028493840000000006, 'ingrateful': -
        0.014733919999999996, 'insinuate': 0.030035759999999998,
        'instructed': 0.04975317999999999, 'intercession': -
        0.028261620000000008, 'invited': -0.015190700000000001, 'inviting':
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        0.05767218, 'jocund': 0.011422859999999996, 'keepst': -
        0.019858919999999995, 'kinder': 0.04196626000000004, 'kindle': -
        0.0016182800000000067, 'kindled': -0.038897759999999997, 'kites': 
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        0.011688620000000004, 'knocked': 0.044480820000000004, 'labord': 
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        0.011540779999999995, 'larger': 0.021586920000000002, 'lavish': 
        0.020473760000000008, 'lawless': 0.028727600000000006, 'leathern': 
        -0.004362359999999998, 'leeks': -0.019342019999999994, 'legate': -
        0.01629898, 'lesson': 0.019873660000000005, 'levity': -
        0.039572880000000005, 'lick': 0.06594117999999999, 'loppd': -
        0.04438214, 'louder': 0.02797458, 'luggage': -0.008463419999999998,
        'mace': -0.052228260000000006, 'madest': -0.015855200000000003,
        'maintained': 0.04473290000000001, 'manifold': 0.03288804000000002,
        'marches': 0.016668200000000008, 'maskd': -0.008328620000000002,
        'mates': -0.04225282000000001, 'mended': -0.016533300000000004,
        'merciless': -0.03636154, 'mickle': -0.01888468, 'mince': -
        0.007863760000000004, 'mischiefs': -0.011099419999999997,
        'misdoubt': 0.022414939999999994, 'misty': -0.005247060000000001,
        'misuse': 0.01064824, 'mocked': -0.007353420000000002, 'moderate': 
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        0.015438400000000003, 'murdered': -0.04149511999999999, 'musician':
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        0.0067226000000000005, 'niggard': 0.011770480000000005, 'ninth': -
        0.023261859999999995, 'noses': 0.008466439999999995, 'observation':
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        0.026778500000000007, 'opend': 0.011889840000000006, 'orator': -
        0.05583240000000002, 'organs': 0.02696694, 'ostentation': 
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        0.07870366000000001, 'pagan': 0.03578818000000002, 'pageant': 
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        'passionate': -0.022052499999999996, 'pat': 0.014670460000000007,
        'patiently': 0.005397160000000003, 'pauca': 0.02190738000000001,
        'pawnd': 0.013019299999999996, 'paying': 0.013002739999999997,
        'pear': -0.025673919999999996, 'peasants': -0.010480859999999996,
        'perfections': 0.021369420000000004, 'permit': -0.00644068,
        'perturbation': 0.001854079999999998, 'pickd': -
        0.00033855999999999887, 'picking': -0.0061207599999999925,
        'pictures': 0.005904039999999999, 'pierced': -
        3.7220000000002805e-05, 'pilgrimage': -0.012576559999999997,
        'pitchy': -0.0008665399999999979, 'platform': -0.026793420000000005,
        'pleading': 0.0341107, 'poetry': 0.03682344, 'poise': 
        0.018723319999999998, 'pole': -0.0022283399999999997, 'poorest': -
        0.02452074, 'porridge': 0.02103318, 'portly': 
        0.00016784000000000243, 'potions': -0.022760979999999993, 'powder':
        -0.02010354, 'praying': -0.0046015599999999985, 'precise': 
        0.024321159999999998, 'preferrd': 0.02930236, 'preposterous': 
        0.018472060000000002, 'presage': -0.0075818799999999974, 'pricked':
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        'probable': -0.025494460000000007, 'profferd': -
        0.003503639999999999, 'pronounced': 0.02731242, 'prop': 0.01853068,
        'propose': -0.004212140000000002, 'protection': -0.03799292,
        'prouder': 0.055483719999999986, 'pulled': 0.03694978, 'puny': -
        0.025818599999999997, 'puppet': 0.016239420000000004, 'purblind': -
        0.01545094000000001, 'questions': -0.004590460000000001,
        'quietness': 0.013632100000000001, 'quondam': -0.04102708000000001,
        'quote': -0.03258852, 'r': -0.016442500000000006, 'railed': 
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        0.02975297999999999, 'realms': 0.010881839999999997, 'reconcile': 
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        0.03185888, 'repossess': 0.00960748, 'retirement': -
        0.006429819999999998, 'rewards': 0.005664460000000007, 'rhetoric': 
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        0.010678280000000005, 'rivals': 0.027806540000000005, 'rooted': 
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        0.01049388, 'rumour': 0.029729740000000008, 'rushing': -
        0.010376440000000002, 'sacrifice': 0.01432878, 'safest': -
        0.036334040000000005, 'sanctuary': 0.01015034, 'saves': -
        0.031015979999999995, 'sawest': 0.016740719999999997, 'scarf': 
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        0.012491799999999999, 'secretly': -0.02160745999999999, 'securely':
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        'sherris': -0.008992179999999995, 'shriek': -0.000872940000000011,
        'sighd': -0.006722300000000003, 'simplicity': 0.020317359999999996,
        'sinking': 0.042367600000000005, 'skies': -0.06934696, 'slanderd': 
        -0.0031262799999999956, 'slips': 0.04547775999999998, 'snowwhite': 
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        'sores': 0.006997160000000002, 'source': -0.01620536, 'sow': 
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        'stabs': -0.022955479999999997, 'station': 0.022687940000000004,
        'sticks': 0.017426180000000003, 'stink': -0.042617060000000005,
        'stories': -0.015409719999999998, 'stoup': 0.00373348,
        'straightway': 0.004089199999999999, 'strangest': 
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        'strengths': 0.0343446, 'stretchd': 0.018022279999999998,
        'stretched': 0.01905991999999999, 'striking': 0.006291099999999997,
        'striving': -0.0036665599999999997, 'strucken': -
        0.02650100000000001, 'stumble': 0.008289079999999999, 'suis': -
        0.006942960000000002, 'surfeits': 0.0026162999999999894, 'survive':
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        0.0047971199999999985, 'swiftest': 0.02074536, 'swine': 
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        0.006110060000000001, 'tamed': -0.006385020000000002, 'tempts': 
        0.013238700000000006, 'tenants': 0.018245479999999988, 'tenderly': 
        -0.017478440000000022, 'terrors': 0.05638069999999998, 'testify': 
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        0.023017679999999995, 'toucheth': 0.022209700000000002, 'tractable':
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        'translate': 0.054859080000000005, 'travail': 0.033413660000000005,
        'travelld': -0.022829460000000003, 'troublous': 
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        0.020932600000000003, 'tuned': 0.03338351999999999, 'tunes': -
        0.011312039999999994, 'unfortunate': -0.02433274, 'unjustly': 
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        -0.03841772, 'unwilling': -0.0012745599999999968, 'upbraid': -
        0.004012680000000002, 'upper': 0.025060140000000005, 'using': 
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        0.00914602, 'vein': -0.03415904, 'verdict': 0.0012056799999999976,
        'vessels': 0.007894040000000001, 'vicious': -0.01023266000000001,
        'vilest': -0.05937229999999999, 'vizards': -0.01692682, 'wanderd': 
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        0.00720864, 'wards': 0.0011726200000000075, 'warmd': -
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        0.044876439999999976, 'whereto': -0.0335455, 'whiteness': 
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        0.014224939999999998, 'yard': -0.03998864000000001, 'yards': -
        0.011684699999999992, 'ANGELO': -0.0119663, 'AUFIDIUS': 
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        0.03473888, 'Archbishop': 0.06630116, 'Armado': -
        0.03495648000000002, 'BAPTISTA': 0.01193282, 'BEATRICE': 0.02146346,
        'BORACHIO': -0.010697880000000002, 'Banquos': 0.024302459999999994,
        'Bassanios': -0.026331239999999995, 'Believe': 0.01344382, 'Better':
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        -0.004548319999999998, 'Duncan': 0.009593400000000004, 'Dunsinane':
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        0.10500010000000001, 'Fife': 0.022835699999999997, 'Five': -
        0.03480682000000002, 'FordWhy': 0.00019578000000000152, 'Friend': -
        0.0008080200000000017, 'GREMIO': 0.015985499999999996, 'GREY': -
        0.0047119400000000065, 'GUIDERIUS': 0.01285363999999999, 'Georges':
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        -0.0241432, 'JESSICA': -0.005924019999999999, 'JohnWhat': 
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        -0.04994598, 'LEONATOS': -0.08177453999999995, 'LEPIDUS': -
        0.04249453999999999, 'LEWIS': -0.01827666000000001, 'Laurence': -
        0.016498, 'Lest': 0.0003068199999999971, 'Ligarius': -
        0.02088896000000001, 'Lion': -0.00321058, 'Lucetta': -
        0.003041620000000006, 'Lucifer': -0.000982839999999995, 'Lust': 
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        0.019589319999999993, 'Mounsieur': 0.005284600000000008, 'Mutius': 
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        'Orsinos': 0.03383016, 'PORTIAS': -0.053757059999999995, 'PROTEUS':
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        0.013543239999999998, 'Pisa': 0.0015412200000000048, 'Prospero': 
        0.009680039999999999, 'Quince': -0.0024308199999999967, 'RICHMOND':
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        'Rest': -0.005534780000000006, 'RichAy': 0.012577560000000003,
        'RichThen': 0.03206288000000001, 'RichWe': -0.022016880000000003,
        'RichWhy': -0.027015400000000005, 'Russian': -0.004512380000000002,
        'SLENDER': 0.0018988400000000006, 'Satan': -0.002167960000000001,
        'Severn': -0.05391712, 'Sheriff': -0.04634443999999997, 'Shouts': -
        0.0002508999999999953, 'Sicily': 0.02218578, 'Sister': 
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        0.007809779999999992, 'Tearsheet': 0.04152845999999998, 'Thracian':
        -0.025180339999999996, 'Titan': 0.009787640000000005, 'ToWhat': 
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        0.012971020000000005, 'reel': -0.005293160000000002, 'reformed': -
        0.019501239999999996, 'reins': -0.013358420000000003, 'released': 
        0.00012734000000000508, 'remnant': -0.045879840000000005, 'remote':
        -0.0036581800000000065, 'removing': 0.044971859999999995,
        'rendezvous': 0.007874080000000004, 'renownd': -
        0.004272800000000002, 'repay': -0.017348320000000007, 'repeald': 
        0.019609960000000003, 'reputed': 0.04488064, 'resemblance': -
        0.006678199999999996, 'residence': 0.014207439999999993,
        'resistance': -0.0031453600000000016, 'resisted': 
        0.002574659999999995, 'respite': -0.015552139999999985, 'resteth': 
        -0.007380459999999998, 'resting': -0.0003630999999999984,
        'restrained': 0.021293760000000002, 'revelld': -
        0.006351819999999997, 'revelling': -0.00034554000000000084,
        'revived': -0.015896280000000013, 'revolution': -
        0.012707119999999999, 'riding': 0.004608799999999997, 'riots': -
        0.006253520000000001, 'ripend': -0.010270200000000009, 'ripens': 
        0.010003000000000001, 'riseth': -0.006620340000000002, 'roared': 
        0.02746960000000001, 'roasted': 0.008383259999999998, 'rolls': 
        0.028095400000000003, 'ropes': -0.021916759999999993, 'roughly': 
        0.003739020000000004, 'ruffle': -0.000358039999999995, 'sally': 
        0.03326130000000001, 'sanctified': 0.03382376000000003, 'sanctify':
        -0.0041306799999999986, 'sand': -0.04077224, 'sauced': 
        0.004628859999999994, 'sayings': -0.006416, 'scaled': 
        0.012549160000000004, 'scout': -0.01539012, 'scratchd': 
        0.015268239999999995, 'scythe': -0.02350858, 'searched': 0.00616846,
        'searching': -0.04198500000000001, 'secrecy': -
        0.0035731200000000017, 'seeds': -0.0034617199999999993, 'seekst': -
        0.0013457000000000009, 'sentenced': -0.00034645999999999516,
        'sentences': -0.01608458, 'sexton': -0.03897438, 'shent': -
        0.00435202, 'shipwreck': 0.0031122199999999993, 'shone': -
        0.008619879999999998, 'shorten': -0.0066381200000000026,
        'shortness': -0.033718539999999984, 'shrift': 0.002933260000000001,
        'shrilltongued': 0.01787856, 'shrine': -0.005506260000000001,
        'shrubs': -0.008251040000000005, 'shrunk': 0.009523700000000005,
        'shuts': 0.016987159999999998, 'sincere': -0.01291588, 'singly': -
        0.011851679999999993, 'sinister': 0.009988219999999999, 'sinner': 
        0.009821279999999993, 'sinners': -0.008405380000000002, 'sixty': 
        0.014016700000000002, 'slide': -0.02627581999999998, 'slowly': -
        0.01451878000000001, 'slumbers': 0.05035591999999999, 'smart': 
        0.02693028, 'smeard': 0.01640364, 'snail': 0.025939960000000005,
        'sneaking': -0.00033067999999999374, 'snip': 0.0231912, 'snuff': 
        0.03144256, 'sobs': -0.018384959999999995, 'solicited': 
        0.006143320000000003, 'solid': -0.006251579999999996, 'sorted': 
        0.015062799999999998, 'sounder': -0.01750488, 'sourest': -
        0.013189079999999995, 'sparing': 0.010656640000000009, 'speediest':
        -0.0016960599999999995, 'spiders': 0.012098580000000001, 'spin': 
        0.0037403400000000043, 'spongy': -0.0028885200000000034,
        'spreading': 0.03871100000000001, 'sprightly': -0.024539,
        'spurring': 0.015937959999999994, 'spying': 0.009219399999999989,
        'squadrons': 0.03921, 'squires': 0.003708620000000003, 'standeth': 
        -0.0026896600000000026, 'starting': -0.002521720000000003,
        'stature': -0.0010341000000000044, 'steads': -0.0404972, 'steeld': 
        -0.013523659999999998, 'steer': 0.0129755, 'steppd': -
        0.048202640000000005, 'stooping': 0.000880220000000001, 'stoops': 
        0.0032167799999999963, 'stoutly': -0.03400156, 'stratagems': 
        0.06059662, 'straying': 0.008802540000000005, 'strikest': -
        0.00813504, 'strip': 0.022035100000000005, 'studying': -
        0.0001484999999999992, 'stumbled': 0.010519619999999997, 'stumps': 
        0.017099200000000002, 'sty': 0.0024246200000000028, 'submissive': 
        0.014950580000000005, 'successful': 0.023505579999999998,
        'superfluity': 0.022539379999999998, 'suppd': 0.012516619999999994,
        'suppliant': -0.007505500000000003, 'supplied': 
        0.019339760000000004, 'supplies': -0.015400300000000004, 'suppress':
        0.04506030000000001, 'surfeiting': -0.0054406, 'surgery': 
        0.006111739999999999, 'surmises': -0.031979679999999996, 'surnamed':
        0.0243833, 'surveyor': 0.025304899999999998, 'suspicious': 
        0.003204580000000001, 'swagger': 7.163999999999532e-05, 'swaggerer':
        0.010723019999999998, 'sweeps': 0.016121740000000002, 'sweeten': -
        0.00932198, 'sweetst': 0.03276255999999999, 'swelld': -
        0.012966140000000006, 'swiftness': 0.009701159999999997, 'talkst': 
        0.005998140000000002, 'tallow': 0.00886364, 'tang': 0.05649322,
        'tar': -0.026673519999999996, 'targets': -0.005725459999999996,
        'tatterd': 0.021412780000000006, 'taxd': -0.007185019999999995,
        'telltale': 0.01396665999999999, 'temporal': 0.011381380000000002,
        'temptation': -0.012349180000000006, 'tenour': 0.0388443, 'thereon':
        -0.036386679999999984, 'thicket': 0.0017904599999999976, 'thirteen':
        -0.004077860000000003, 'thousandfold': 0.023897800000000004,
        'threatened': -0.009539180000000001, 'threepence': -
        0.024004519999999994, 'threes': -0.03549038, 'thrives': 0.023849,
        'throngs': -0.0004568200000000061, 'ths': -0.013749900000000004,
        'thump': -0.009011960000000003, 'thwarted': 0.004583720000000003,
        'timely': -0.013315680000000002, 'tinct': -0.007989240000000002,
        'torrent': 0.02256902, 'tother': -0.013394600000000001, 'touched': 
        -0.016229399999999998, 'traders': 0.014672719999999998, 'trained': 
        -0.01605872, 'transformation': -0.006483720000000002,
        'transgressed': 0.03459272, 'transport': 0.02600649999999998,
        'treaty': -0.020139000000000004, 'trifling': 0.0065852400000000035,
        'triumphd': 0.010766340000000011, 'trots': 0.009612660000000002,
        'trudge': -0.05760134000000003, 'truelove': 0.006853079999999998,
        'trump': 0.018855959999999995, 'trusts': -0.005320959999999999,
        'tuft': -0.032782919999999986, 'twins': 0.009337140000000002,
        'unable': 0.007745380000000001, 'unadvised': 0.003295000000000002,
        'unarmd': -0.0010669199999999968, 'unavoided': -
        0.006481220000000007, 'unbruised': 0.0006936600000000019,
        'uncertain': 0.031370100000000005, 'unchaste': 0.002492619999999999,
        'unclean': 0.023008459999999998, 'undaunted': 0.013965540000000004,
        'undoing': 0.02281232, 'unfeigned': 0.028825140000000006,
        'ungrateful': 0.007025419999999999, 'union': -0.021188999999999996,
        'united': -0.018062100000000005, 'unity': -0.0005747599999999977,
        'unlock': -0.03468523999999999, 'unmanly': -0.007590999999999998,
        'unpeople': -0.01240536, 'unprofitable': 0.0028892199999999953,
        'unprovided': -0.004504520000000007, 'unrelenting': 
        0.0008762400000000013, 'unsettled': -0.01987434, 'unstained': -
        0.028974059999999996, 'untutord': 0.013632099999999996, 'upbraided':
        0.010493460000000001, 'upholds': -0.02669112, 'usest': 
        0.0073101799999999995, 'vagabond': 0.023530640000000005,
        'valiantly': -0.039605379999999996, 'valours': 0.031815159999999995,
        'values': 0.022218460000000006, 'vanities': -0.002948300000000001,
        'vanquished': 0.01600412, 'vapors': -0.020078879999999993,
        'variable': -0.03141514000000001, 'variation': 0.006564979999999998,
        'vaunting': 0.013524979999999999, 'vehement': -
        0.0060008399999999995, 'venomous': 0.001523539999999999, 'ventured':
        -0.026043060000000007, 'venturous': -0.010463279999999998, 'verbal':
        0.008635859999999997, 'veriest': 0.0021772999999999975, 'vesture': 
        -0.0074825000000000004, 'victuals': 0.0020668200000000005,
        'vinegar': 0.006806599999999999, 'violently': -0.020673539999999994,
        'waken': 0.014476739999999998, 'wakest': 0.004630019999999996,
        'waning': 0.013258600000000002, 'weepst': -0.013674180000000001,
        'weighd': 0.009140919999999999, 'weighing': -0.018224019999999997,
        'welfare': -0.03453145999999999, 'wellappointed': 
        0.012302340000000007, 'weret': 0.006821419999999997, 'whatever': 
        0.013092100000000004, 'whelps': 0.017635259999999996, 'whereas': -
        0.020226519999999998, 'whining': 0.006943820000000001, 'whiter': 
        0.006138539999999998, 'wickedness': 0.016184260000000002, 'wield': 
        -9.449999999999755e-05, 'winding': -0.0018772799999999961,
        'womanish': 0.014079440000000004, 'wooer': 0.0012980999999999906,
        'woot': 0.0043588800000000025, 'workings': 0.004707080000000003,
        'worshippd': -0.010945940000000003, 'wrap': -0.04029839999999999,
        'wrecked': 0.010948879999999994, 'yawn': 0.004361480000000004,
        'yonders': -0.01775932, 'younker': -0.012995940000000004}
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_text = open('processed_text.txt', 'w+')
    p_list = []
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            text = text.split()
                            output = ''
                            new_list = []
                            p_list.append(new_list)
                            for word in text:
                                word = re.sub('[^\\w\\s]', '', word)
                                if word in vector_mapping:
                                    output = vector_mapping.get(word)
                                    new_list.append(output)
    avg_list = []
    outfile = 'list_of_avg_vex.txt', 'w+'
    for listy in p_list:
        sum = 0
        count = 0
        for val in listy:
            float(val)
            sum = sum + val
            count = count + 1
        if count >= 1:
            avg = sum / count
            avg_list.append(avg)
    for val in avg_list:
        print(f'{val} \n')


def process_men():
    infile = open('processed_men.txt')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_men_filtered.txt'
        , 'w+') as outfile:
        outfile.write(words)


def process_women():
    infile = open('processed_women.txt')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_women_filtered.txt'
        , 'w+') as outfile:
        outfile.write(words)


def gather_text():
    listofxml = os.listdir(path)
    for file in listofxml:
        fullname = os.path.join(path, file)
        infile = open(fullname, 'r')
        contents = infile.read()
        soup = bs.BeautifulSoup(contents, 'lxml')
        ps = soup.find_all('p')
        txt = open('full.txt', 'w+')
        for p in ps:
            txt.write(p.get_text())


def process_text():
    infile = open(path_txt + '/full.txt', 'r')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_raw_filtered.txt'
        , 'w') as outfile:
        outfile.write(words)


def joiner():
    listoftxt = os.listdir(path_txt)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full.txt',
        'w') as outfile:
        for file in listoftxt:
            fullname = os.path.join(path_txt, file)
            infile = open(fullname, 'r')
            for line in infile:
                outfile.write(line)
    return outfile


<mask token>

<mask token>
path = '/Users/robertlester/PycharmProjects/first_proj_150/Globe_Shakespeare'
path_txt = '/Users/robertlester/PycharmProjects/first_proj_150/shake_txt'


def main():
    map()


def men():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=106):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_men = open('processed_men.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_men.write(text)


def women():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=107, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_women = open('processed_women.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_women.write(text)


def take_avg():
    infile = open('vectors_full_shake.txt', 'r')
    contents = infile.read()
    values = contents.split()
    listlist = []
    outfile = open('average_vectors.txt', 'w+')
    for val in values:
        if any(c.isalpha() for c in val):
            new_list = []
            listlist.append(new_list)
        new_list.append(val)
    for list in listlist:
        sum = 0
        counter = 0
        for val in list[1:]:
            counter = counter + 1
            val = float(val)
            sum = sum + val
        avg = sum / counter
        outfile.write(f'{list[0]} : {avg} \n')


def avg_per_p():
    infile_men = 'processed_men.txt'
    infile_women = 'processed_women.txt'


def map():
    infile = open('average_vectors.txt', 'r')
    outfile = open('vex_strip.txt', 'w+')
    stuff = infile.read()
    contents = stuff.split('\n')
    for val in contents:
        val = val.replace(',', '')
        outfile.write(f'{val}, \n')
    vector_mapping = {'I': 0.002293899999999982, 'thou': -0.06851146, 'thy':
        0.047502960000000025, 'shall': 0.038853659999999984, 'thee': 
        0.17498613999999996, 'good': -0.010896100000000054, 'would': -
        0.03447706000000003, 'hath': -0.11887426, 'like': 
        0.047342799999999984, 'sir': 0.014998020000000003, 'one': 
        0.024946700000000002, 'well': -0.06713184, 'make': -0.00583712,
        'come': 0.015978780000000015, 'love': 0.05884227999999998, 'man': -
        0.07398014, 'lord': -0.12220024, 'let': -0.0269456, 'know': 
        0.11134936, 'may': 0.03373018000000001, 'say': 0.06355511999999998,
        'upon': -0.014340140000000022, 'must': 0.09643692, 'us': -
        0.07004956000000001, 'Ill': -0.12608751999999998, 'see': -
        0.05716858000000002, 'yet': -0.038359099999999986, 'go': -
        0.006642159999999991, 'give': -0.02180932, 'take': -0.0828366,
        'never': 0.028508659999999998, 'tell': 0.07889232, 'mine': -
        0.07174222, 'think': -0.04060991999999999, 'much': -
        0.10898875999999999, 'doth': 0.0010922599999999916, 'tis': -
        0.055779680000000005, 'speak': 0.04264236, 'art': -0.02163032, 'O':
        -0.04895434, 'great': -0.002652239999999989, 'king': -
        0.012462720000000007, 'And': -0.23291674, 'hear': 
        0.01771379999999998, 'time': -0.006082059999999993, 'cannot': -
        0.06586485999999998, 'The': -0.20179973999999995, 'made': 0.0344628,
        'heart': -0.07318817999999998, 'men': 0.005063460000000004, 'fair':
        0.08133651999999994, 'sweet': 0.04185620000000002, 'father': -
        0.034399559999999996, 'Lord': -0.01093978000000002, 'old': -
        0.035907440000000006, 'true': 0.06751447999999999, 'could': 
        0.024764299999999996, 'But': -0.06626488000000003, 'two': -
        0.08094664, 'God': -0.011777980000000007, 'hand': -
        0.04467614000000001, 'look': 0.04153159999999999, 'Enter': -
        0.05069540000000001, 'noble': 0.08754650000000005, 'comes': 
        0.05373757999999999, 'leave': -0.039450059999999995, 'poor': -
        0.05766855999999999, 'every': -0.023140580000000025, 'life': -
        0.13911638, 'ever': -0.008654419999999998, 'better': 0.06419708,
        'many': -0.07798809999999998, 'pray': 0.027687300000000033, 'hast':
        -0.1463569, 'What': -0.015424120000000008, 'thus': 
        0.030956640000000007, 'eyes': -0.030604179999999998, 'To': -
        0.15682482, 'name': -0.029257560000000005, 'nothing': -
        0.031302599999999986, 'away': -0.07195308, 'day': -
        0.06612917999999998, 'call': 0.04241379999999997, 'death': 
        0.08021122, 'find': 0.04762411999999999, 'little': -0.03628872,
        'done': -0.10883061999999999, 'fear': 0.04983709999999999, 'way': -
        0.03277774, 'put': -0.054755139999999994, 'till': 
        0.07366047999999999, 'might': -0.06195656000000001, 'world': -
        0.02577958000000001, 'bear': -0.041495059999999986, 'set': -
        0.024372639999999994, 'keep': -0.010379280000000001, 'Sir': -
        0.09108656000000001, 'still': 0.11704643999999999, 'therefore': 
        0.10518093999999997, 'young': -0.023639379999999988, 'thing': -
        0.05472301999999999, 'A': -0.12039709999999997, 'If': -
        0.14314996000000002, 'best': -0.04971461999999997, 'though': 
        0.0442814, 'part': -0.09576311999999998, 'heaven': -
        0.05104166000000003, 'stand': 0.1293229, 'first': -
        0.021555140000000025, 'son': -0.03927109999999998, 'whose': 
        0.11462646000000003, 'unto': 0.0028353399999999952, 'night': -
        0.040994199999999995, 'live': -0.03837978, 'blood': -
        0.09540764000000002, 'grace': 0.06578128000000001, 'master': 
        0.06802120000000002, 'full': 0.021775980000000007, 'thine': 
        0.025687000000000012, 'bring': -0.044614720000000004, 'lady': -
        0.015582679999999976, 'brother': 0.003115979999999998, 'word': -
        0.07241482, 'none': 0.09880108, 'said': -0.04331898, 'hold': -
        0.01205528, 'long': -0.010860539999999995, 'dost': -
        0.007086480000000014, 'dear': -0.08708024, 'show': -
        0.004170820000000011, 'answer': 0.11975692, 'heard': 
        0.11498432000000001, 'die': -0.009086439999999989, 'hope': 
        0.05599596, 'gentle': 0.06609087999999996, 'even': -0.03496198,
        'else': -0.015790579999999988, 'head': 0.0013841799999999927,
        'makes': 0.07271308, 'thought': -0.013532479999999987, 'You': -
        0.005349940000000002, 'dead': -0.15115748, 'thousand': -
        0.06504080000000001, 'words': 0.20424437999999998, 'another': 
        0.031131200000000008, 'fool': 0.0007927400000000095, 'ere': -
        0.0261707, 'He': -0.15593029999999997, 'please': -
        0.058266559999999995, 'shalt': 0.06167812000000002, 'three': -
        0.10789015999999997, 'house': -0.07657901999999997, 'honour': -
        0.09655106, 'friends': 0.06894154000000001, 'lords': 
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        0.03128137999999999, 'loosed': 0.0007041800000000026, 'lop': -
        0.0040155799999999995, 'louring': 0.028516240000000005, 'lovesick':
        0.009630880000000001, 'lovesong': 0.0066860399999999955, 'lowness':
        0.01986116, 'lurks': 0.018960799999999996, 'luxurious': -
        0.0010938400000000015, 'maidenheads': -0.05178151999999999,
        'majestical': 0.00793264, 'maket': -0.021342840000000002,
        'mannerly': -0.00017951999999999934, 'margent': 
        0.0012708799999999977, 'marquess': -0.0050833400000000065, 'mars': 
        -0.0003235599999999972, 'martyrd': 0.0040302199999999976,
        'masculine': 0.013065760000000003, 'masterd': -0.036867119999999996,
        'mastiffs': 0.006640599999999994, 'material': 0.011686100000000007,
        'maw': 0.009031259999999996, 'mechanic': -0.011740519999999997,
        'mechanical': 0.029698500000000006, 'meddling': 
        0.016610159999999995, 'medlar': 0.03762088, 'melodious': 
        0.0036802200000000005, 'memorable': -0.008543899999999995,
        'mermaids': -0.018413239999999994, 'merriest': -0.01999464,
        'meteors': -0.010047260000000002, 'mightiness': -
        0.017247259999999997, 'mincing': -0.04914909999999999, 'minor': -
        0.0031246600000000057, 'minority': 0.01833966, 'misprision': -
        0.0004414599999999974, 'misshapen': 0.005424499999999996,
        'mistresses': 0.027735020000000006, 'mobled': 0.016862259999999994,
        'modestly': 0.033958159999999994, 'molehill': -0.010877860000000003,
        'mourners': 0.010339360000000004, 'mouthed': 0.0006105800000000005,
        'movest': 0.004262439999999999, 'multiplying': -0.02724042000000001,
        'murmur': 0.06375752000000001, 'murmuring': 0.005472420000000003,
        'naming': -0.004594120000000005, 'nearly': -0.039789160000000004,
        'necessities': 0.03134574, 'needles': 0.002156279999999997,
        'neighbours': 0.04147206000000001, 'neighing': -
        0.014744019999999995, 'neighs': -0.032626300000000004, 'newborn': 
        0.01394126, 'nill': -0.012190639999999999, 'nods': 
        0.0012254599999999985, 'noisome': 0.02168067999999999, 'nonpareil':
        -0.017870179999999996, 'northward': -0.027608280000000006,
        'notebook': -0.0012180799999999955, 'nothings': 0.00734008,
        'novelty': 0.0075892000000000025, 'nun': 0.00653, 'nursed': 
        0.012574839999999999, 'nursery': -0.0002828000000000025, 'nurses': 
        0.0058273, 'nursing': -0.014828340000000018, 'oars': -
        0.006881860000000002, 'observing': -0.010754320000000001,
        'obstruction': -0.03496556, 'obtaining': 0.02597419999999999,
        'oddly': -0.03548216, 'odors': -0.011569279999999998, 'oerflow': -
        0.0436965, 'offerings': -0.003677420000000001, 'oftener': -
        0.023209719999999993, 'onset': 0.014073660000000003, 'ooze': 
        0.03409929999999999, 'orbs': -0.02368144, 'ornaments': 0.04172574,
        'overborne': 0.022597500000000006, 'overflow': 0.012255600000000004,
        'overlook': 0.036277399999999994, 'palates': 0.009325860000000002,
        'palter': -0.007548639999999998, 'panting': 0.006932600000000011,
        'parentage': 0.019864739999999995, 'parle': 0.02253022, 'partake': 
        0.0017190800000000017, 'paste': -0.01645081999999999, 'paths': 
        0.006789460000000006, 'peat': -0.003966219999999996, 'pebbles': -
        0.025922680000000017, 'pedlars': -0.008164379999999992, 'pencil': -
        0.0006440600000000027, 'peopled': -0.026190540000000005,
        'perceives': -0.00991186, 'perfectly': 0.024381939999999998, 'pig':
        0.005153740000000006, 'piled': -0.020537160000000006, 'pinches': 
        0.009161520000000008, 'pined': -0.020520059999999996, 'pines': -
        0.016388080000000013, 'pinnace': -0.01626847999999999, 'pipes': -
        0.010220479999999999, 'pistol': -0.001684940000000003, 'pitched': 
        0.0007318600000000008, 'pitifully': 0.020735140000000003,
        'plackets': 0.00898398, 'plaindealing': -0.003858879999999997,
        'plantain': -0.015310559999999987, 'planted': 0.009494739999999995,
        'player': 0.019364780000000005, 'plucking': 0.02663716, 'plunge': 
        0.006999320000000006, 'ply': -0.018028339999999997, 'politician': -
        0.009900920000000002, 'poll': 0.013032019999999998, 'posting': -
        0.002060680000000001, 'pratest': 0.03252806, 'premeditated': 
        0.005093479999999995, 'presses': -0.0031086799999999986, 'preys': 
        0.018884059999999994, 'primrose': 0.0229051, 'privately': 
        0.004281959999999998, 'proceeded': -0.000836680000000003,
        'procession': -0.0037943799999999995, 'prompts': 
        0.019483179999999996, 'proposed': -0.005751220000000001,
        'prosperity': -0.004753840000000002, 'provender': 
        0.006103019999999999, 'provision': -0.024304940000000008, 'prowess':
        0.05728312000000001, 'prudent': -0.0010558599999999985, 'puling': 
        0.02170836000000001, 'pulld': -0.0009814799999999949, 'pulpit': 
        0.0003722799999999962, 'quell': 0.0018806200000000045, 'qui': 
        0.009694140000000004, 'quirks': -0.009223039999999998, 'quittance':
        0.007859419999999999, 'quiver': 0.017128380000000006, 'rainbow': -
        0.011991439999999997, 'ramping': -0.01908044, 'rams': -
        0.019542619999999997, 'rap': 0.009631779999999996, 'rapt': -
        0.00399902, 'rareness': -0.024826639999999994, 'reaches': 
        0.07168892, 'readiest': -0.031155759999999998, 'reard': 
        0.01748250000000001, 'rearward': -0.017031059999999997, 'receiving':
        0.03325722, 'recorded': 0.026772140000000007, 'recourse': 
        0.0005168400000000046, 'recoverd': -0.026251019999999996,
        'redemption': 0.014546659999999998, 'reeking': -
        0.012971020000000005, 'reel': -0.005293160000000002, 'reformed': -
        0.019501239999999996, 'reins': -0.013358420000000003, 'released': 
        0.00012734000000000508, 'remnant': -0.045879840000000005, 'remote':
        -0.0036581800000000065, 'removing': 0.044971859999999995,
        'rendezvous': 0.007874080000000004, 'renownd': -
        0.004272800000000002, 'repay': -0.017348320000000007, 'repeald': 
        0.019609960000000003, 'reputed': 0.04488064, 'resemblance': -
        0.006678199999999996, 'residence': 0.014207439999999993,
        'resistance': -0.0031453600000000016, 'resisted': 
        0.002574659999999995, 'respite': -0.015552139999999985, 'resteth': 
        -0.007380459999999998, 'resting': -0.0003630999999999984,
        'restrained': 0.021293760000000002, 'revelld': -
        0.006351819999999997, 'revelling': -0.00034554000000000084,
        'revived': -0.015896280000000013, 'revolution': -
        0.012707119999999999, 'riding': 0.004608799999999997, 'riots': -
        0.006253520000000001, 'ripend': -0.010270200000000009, 'ripens': 
        0.010003000000000001, 'riseth': -0.006620340000000002, 'roared': 
        0.02746960000000001, 'roasted': 0.008383259999999998, 'rolls': 
        0.028095400000000003, 'ropes': -0.021916759999999993, 'roughly': 
        0.003739020000000004, 'ruffle': -0.000358039999999995, 'sally': 
        0.03326130000000001, 'sanctified': 0.03382376000000003, 'sanctify':
        -0.0041306799999999986, 'sand': -0.04077224, 'sauced': 
        0.004628859999999994, 'sayings': -0.006416, 'scaled': 
        0.012549160000000004, 'scout': -0.01539012, 'scratchd': 
        0.015268239999999995, 'scythe': -0.02350858, 'searched': 0.00616846,
        'searching': -0.04198500000000001, 'secrecy': -
        0.0035731200000000017, 'seeds': -0.0034617199999999993, 'seekst': -
        0.0013457000000000009, 'sentenced': -0.00034645999999999516,
        'sentences': -0.01608458, 'sexton': -0.03897438, 'shent': -
        0.00435202, 'shipwreck': 0.0031122199999999993, 'shone': -
        0.008619879999999998, 'shorten': -0.0066381200000000026,
        'shortness': -0.033718539999999984, 'shrift': 0.002933260000000001,
        'shrilltongued': 0.01787856, 'shrine': -0.005506260000000001,
        'shrubs': -0.008251040000000005, 'shrunk': 0.009523700000000005,
        'shuts': 0.016987159999999998, 'sincere': -0.01291588, 'singly': -
        0.011851679999999993, 'sinister': 0.009988219999999999, 'sinner': 
        0.009821279999999993, 'sinners': -0.008405380000000002, 'sixty': 
        0.014016700000000002, 'slide': -0.02627581999999998, 'slowly': -
        0.01451878000000001, 'slumbers': 0.05035591999999999, 'smart': 
        0.02693028, 'smeard': 0.01640364, 'snail': 0.025939960000000005,
        'sneaking': -0.00033067999999999374, 'snip': 0.0231912, 'snuff': 
        0.03144256, 'sobs': -0.018384959999999995, 'solicited': 
        0.006143320000000003, 'solid': -0.006251579999999996, 'sorted': 
        0.015062799999999998, 'sounder': -0.01750488, 'sourest': -
        0.013189079999999995, 'sparing': 0.010656640000000009, 'speediest':
        -0.0016960599999999995, 'spiders': 0.012098580000000001, 'spin': 
        0.0037403400000000043, 'spongy': -0.0028885200000000034,
        'spreading': 0.03871100000000001, 'sprightly': -0.024539,
        'spurring': 0.015937959999999994, 'spying': 0.009219399999999989,
        'squadrons': 0.03921, 'squires': 0.003708620000000003, 'standeth': 
        -0.0026896600000000026, 'starting': -0.002521720000000003,
        'stature': -0.0010341000000000044, 'steads': -0.0404972, 'steeld': 
        -0.013523659999999998, 'steer': 0.0129755, 'steppd': -
        0.048202640000000005, 'stooping': 0.000880220000000001, 'stoops': 
        0.0032167799999999963, 'stoutly': -0.03400156, 'stratagems': 
        0.06059662, 'straying': 0.008802540000000005, 'strikest': -
        0.00813504, 'strip': 0.022035100000000005, 'studying': -
        0.0001484999999999992, 'stumbled': 0.010519619999999997, 'stumps': 
        0.017099200000000002, 'sty': 0.0024246200000000028, 'submissive': 
        0.014950580000000005, 'successful': 0.023505579999999998,
        'superfluity': 0.022539379999999998, 'suppd': 0.012516619999999994,
        'suppliant': -0.007505500000000003, 'supplied': 
        0.019339760000000004, 'supplies': -0.015400300000000004, 'suppress':
        0.04506030000000001, 'surfeiting': -0.0054406, 'surgery': 
        0.006111739999999999, 'surmises': -0.031979679999999996, 'surnamed':
        0.0243833, 'surveyor': 0.025304899999999998, 'suspicious': 
        0.003204580000000001, 'swagger': 7.163999999999532e-05, 'swaggerer':
        0.010723019999999998, 'sweeps': 0.016121740000000002, 'sweeten': -
        0.00932198, 'sweetst': 0.03276255999999999, 'swelld': -
        0.012966140000000006, 'swiftness': 0.009701159999999997, 'talkst': 
        0.005998140000000002, 'tallow': 0.00886364, 'tang': 0.05649322,
        'tar': -0.026673519999999996, 'targets': -0.005725459999999996,
        'tatterd': 0.021412780000000006, 'taxd': -0.007185019999999995,
        'telltale': 0.01396665999999999, 'temporal': 0.011381380000000002,
        'temptation': -0.012349180000000006, 'tenour': 0.0388443, 'thereon':
        -0.036386679999999984, 'thicket': 0.0017904599999999976, 'thirteen':
        -0.004077860000000003, 'thousandfold': 0.023897800000000004,
        'threatened': -0.009539180000000001, 'threepence': -
        0.024004519999999994, 'threes': -0.03549038, 'thrives': 0.023849,
        'throngs': -0.0004568200000000061, 'ths': -0.013749900000000004,
        'thump': -0.009011960000000003, 'thwarted': 0.004583720000000003,
        'timely': -0.013315680000000002, 'tinct': -0.007989240000000002,
        'torrent': 0.02256902, 'tother': -0.013394600000000001, 'touched': 
        -0.016229399999999998, 'traders': 0.014672719999999998, 'trained': 
        -0.01605872, 'transformation': -0.006483720000000002,
        'transgressed': 0.03459272, 'transport': 0.02600649999999998,
        'treaty': -0.020139000000000004, 'trifling': 0.0065852400000000035,
        'triumphd': 0.010766340000000011, 'trots': 0.009612660000000002,
        'trudge': -0.05760134000000003, 'truelove': 0.006853079999999998,
        'trump': 0.018855959999999995, 'trusts': -0.005320959999999999,
        'tuft': -0.032782919999999986, 'twins': 0.009337140000000002,
        'unable': 0.007745380000000001, 'unadvised': 0.003295000000000002,
        'unarmd': -0.0010669199999999968, 'unavoided': -
        0.006481220000000007, 'unbruised': 0.0006936600000000019,
        'uncertain': 0.031370100000000005, 'unchaste': 0.002492619999999999,
        'unclean': 0.023008459999999998, 'undaunted': 0.013965540000000004,
        'undoing': 0.02281232, 'unfeigned': 0.028825140000000006,
        'ungrateful': 0.007025419999999999, 'union': -0.021188999999999996,
        'united': -0.018062100000000005, 'unity': -0.0005747599999999977,
        'unlock': -0.03468523999999999, 'unmanly': -0.007590999999999998,
        'unpeople': -0.01240536, 'unprofitable': 0.0028892199999999953,
        'unprovided': -0.004504520000000007, 'unrelenting': 
        0.0008762400000000013, 'unsettled': -0.01987434, 'unstained': -
        0.028974059999999996, 'untutord': 0.013632099999999996, 'upbraided':
        0.010493460000000001, 'upholds': -0.02669112, 'usest': 
        0.0073101799999999995, 'vagabond': 0.023530640000000005,
        'valiantly': -0.039605379999999996, 'valours': 0.031815159999999995,
        'values': 0.022218460000000006, 'vanities': -0.002948300000000001,
        'vanquished': 0.01600412, 'vapors': -0.020078879999999993,
        'variable': -0.03141514000000001, 'variation': 0.006564979999999998,
        'vaunting': 0.013524979999999999, 'vehement': -
        0.0060008399999999995, 'venomous': 0.001523539999999999, 'ventured':
        -0.026043060000000007, 'venturous': -0.010463279999999998, 'verbal':
        0.008635859999999997, 'veriest': 0.0021772999999999975, 'vesture': 
        -0.0074825000000000004, 'victuals': 0.0020668200000000005,
        'vinegar': 0.006806599999999999, 'violently': -0.020673539999999994,
        'waken': 0.014476739999999998, 'wakest': 0.004630019999999996,
        'waning': 0.013258600000000002, 'weepst': -0.013674180000000001,
        'weighd': 0.009140919999999999, 'weighing': -0.018224019999999997,
        'welfare': -0.03453145999999999, 'wellappointed': 
        0.012302340000000007, 'weret': 0.006821419999999997, 'whatever': 
        0.013092100000000004, 'whelps': 0.017635259999999996, 'whereas': -
        0.020226519999999998, 'whining': 0.006943820000000001, 'whiter': 
        0.006138539999999998, 'wickedness': 0.016184260000000002, 'wield': 
        -9.449999999999755e-05, 'winding': -0.0018772799999999961,
        'womanish': 0.014079440000000004, 'wooer': 0.0012980999999999906,
        'woot': 0.0043588800000000025, 'workings': 0.004707080000000003,
        'worshippd': -0.010945940000000003, 'wrap': -0.04029839999999999,
        'wrecked': 0.010948879999999994, 'yawn': 0.004361480000000004,
        'yonders': -0.01775932, 'younker': -0.012995940000000004}
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_text = open('processed_text.txt', 'w+')
    p_list = []
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            text = text.split()
                            output = ''
                            new_list = []
                            p_list.append(new_list)
                            for word in text:
                                word = re.sub('[^\\w\\s]', '', word)
                                if word in vector_mapping:
                                    output = vector_mapping.get(word)
                                    new_list.append(output)
    avg_list = []
    outfile = 'list_of_avg_vex.txt', 'w+'
    for listy in p_list:
        sum = 0
        count = 0
        for val in listy:
            float(val)
            sum = sum + val
            count = count + 1
        if count >= 1:
            avg = sum / count
            avg_list.append(avg)
    for val in avg_list:
        print(f'{val} \n')


def process_men():
    infile = open('processed_men.txt')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_men_filtered.txt'
        , 'w+') as outfile:
        outfile.write(words)


def process_women():
    infile = open('processed_women.txt')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_women_filtered.txt'
        , 'w+') as outfile:
        outfile.write(words)


def gather_text():
    listofxml = os.listdir(path)
    for file in listofxml:
        fullname = os.path.join(path, file)
        infile = open(fullname, 'r')
        contents = infile.read()
        soup = bs.BeautifulSoup(contents, 'lxml')
        ps = soup.find_all('p')
        txt = open('full.txt', 'w+')
        for p in ps:
            txt.write(p.get_text())


def process_text():
    infile = open(path_txt + '/full.txt', 'r')
    contents = infile.read()
    tokens = contents.split(' ')
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open(
        '/Users/robertlester/PycharmProjects/first_proj_150/full_raw_filtered.txt'
        , 'w') as outfile:
        outfile.write(words)


def joiner():
    listoftxt = os.listdir(path_txt)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full.txt',
        'w') as outfile:
        for file in listoftxt:
            fullname = os.path.join(path_txt, file)
            infile = open(fullname, 'r')
            for line in infile:
                outfile.write(line)
    return outfile


if __name__ == '__main__':
    main()

import os
import bs4 as bs
import nltk
import string
import openpyxl as xl
import re

path = "/Users/robertlester/PycharmProjects/first_proj_150/Globe_Shakespeare"
path_txt = "/Users/robertlester/PycharmProjects/first_proj_150/shake_txt"


def main():
    #men()
    #process_men()
    #women()
    #process_women()
    #take_avg()
    map()


def men():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=106):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_men = open('processed_men.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_men.write(text)


def women():
    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=107, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_women = open('processed_women.txt', 'w+')
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            processed_women.write(text)


def take_avg():
    infile = open("vectors_full_shake.txt", "r")
    contents = infile.read()
    values = contents.split()
    listlist = []
    outfile = open("average_vectors.txt", "w+")
    #outfile_list = open("vector_words.txt", "w+")
    for val in values:
        if any(c.isalpha() for c in val):
            new_list = []
            listlist.append(new_list)
        new_list.append(val)
    for list in listlist:
        sum = 0
        counter = 0
        for val in list[1:]:
            counter = counter + 1
            val = float(val)
            sum = sum + val
        avg = sum/counter
        outfile.write(f"{list[0]} : {avg} \n")
        #outfile_list.write(list[0])

def avg_per_p():
    infile_men = 'processed_men.txt'
    infile_women = 'processed_women.txt'



def map():

    infile = open("average_vectors.txt", "r")
    outfile = open("vex_strip.txt", "w+")
    stuff = infile.read()
    contents = stuff.split("\n")
    for val in contents:
        val = val.replace(',', '')
        outfile.write(f"{val}, \n")
    vector_mapping = {
        'I': 0.002293899999999982,
        'thou': -0.06851146,
        'thy': 0.047502960000000025,
        'shall': 0.038853659999999984,
        'thee': 0.17498613999999996,
        'good': -0.010896100000000054,
        'would': -0.03447706000000003,
        'hath': -0.11887426,
        'like': 0.047342799999999984,
        'sir': 0.014998020000000003,
        'one': 0.024946700000000002,
        'well': -0.06713184,
        'make': -0.00583712,
        'come': 0.015978780000000015,
        'love': 0.05884227999999998,
        'man': -0.07398014,
        'lord': -0.12220024,
        'let': -0.0269456,
        'know': 0.11134936,
        'may': 0.03373018000000001,
        'say': 0.06355511999999998,
        'upon': -0.014340140000000022,
        'must': 0.09643692,
        'us': -0.07004956000000001,
        'Ill': -0.12608751999999998,
        'see': -0.05716858000000002,
        'yet': -0.038359099999999986,
        'go': -0.006642159999999991,
        'give': -0.02180932,
        'take': -0.0828366,
        'never': 0.028508659999999998,
        'tell': 0.07889232,
        'mine': -0.07174222,
        'think': -0.04060991999999999,
        'much': -0.10898875999999999,
        'doth': 0.0010922599999999916,
        'tis': -0.055779680000000005,
        'speak': 0.04264236,
        'art': -0.02163032,
        'O': -0.04895434,
        'great': -0.002652239999999989,
        'king': -0.012462720000000007,
        'And': -0.23291674,
        'hear': 0.01771379999999998,
        'time': -0.006082059999999993,
        'cannot': -0.06586485999999998,
        'The': -0.20179973999999995,
        'made': 0.0344628,
        'heart': -0.07318817999999998,
        'men': 0.005063460000000004,
        'fair': 0.08133651999999994,
        'sweet': 0.04185620000000002,
        'father': -0.034399559999999996,
        'Lord': -0.01093978000000002,
        'old': -0.035907440000000006,
        'true': 0.06751447999999999,
        'could': 0.024764299999999996,
        'But': -0.06626488000000003,
        'two': -0.08094664,
        'God': -0.011777980000000007,
        'hand': -0.04467614000000001,
        'look': 0.04153159999999999,
        'Enter': -0.05069540000000001,
        'noble': 0.08754650000000005,
        'comes': 0.05373757999999999,
        'leave': -0.039450059999999995,
        'poor': -0.05766855999999999,
        'every': -0.023140580000000025,
        'life': -0.13911638,
        'ever': -0.008654419999999998,
        'better': 0.06419708,
        'many': -0.07798809999999998,
        'pray': 0.027687300000000033,
        'hast': -0.1463569,
        'What': -0.015424120000000008,
        'thus': 0.030956640000000007,
        'eyes': -0.030604179999999998,
        'To': -0.15682482,
        'name': -0.029257560000000005,
        'nothing': -0.031302599999999986,
        'away': -0.07195308,
        'day': -0.06612917999999998,
        'call': 0.04241379999999997,
        'death': 0.08021122,
        'find': 0.04762411999999999,
        'little': -0.03628872,
        'done': -0.10883061999999999,
        'fear': 0.04983709999999999,
        'way': -0.03277774,
        'put': -0.054755139999999994,
        'till': 0.07366047999999999,
        'might': -0.06195656000000001,
        'world': -0.02577958000000001,
        'bear': -0.041495059999999986,
        'set': -0.024372639999999994,
        'keep': -0.010379280000000001,
        'Sir': -0.09108656000000001,
        'still': 0.11704643999999999,
        'therefore': 0.10518093999999997,
        'young': -0.023639379999999988,
        'thing': -0.05472301999999999,
        'A': -0.12039709999999997,
        'If': -0.14314996000000002,
        'best': -0.04971461999999997,
        'though': 0.0442814,
        'part': -0.09576311999999998,
        'heaven': -0.05104166000000003,
        'stand': 0.1293229,
        'first': -0.021555140000000025,
        'son': -0.03927109999999998,
        'whose': 0.11462646000000003,
        'unto': 0.0028353399999999952,
        'night': -0.040994199999999995,
        'live': -0.03837978,
        'blood': -0.09540764000000002,
        'grace': 0.06578128000000001,
        'master': 0.06802120000000002,
        'full': 0.021775980000000007,
        'thine': 0.025687000000000012,
        'bring': -0.044614720000000004,
        'lady': -0.015582679999999976,
        'brother': 0.003115979999999998,
        'word': -0.07241482,
        'none': 0.09880108,
        'said': -0.04331898,
        'hold': -0.01205528,
        'long': -0.010860539999999995,
        'dost': -0.007086480000000014,
        'dear': -0.08708024,
        'show': -0.004170820000000011,
        'answer': 0.11975692,
        'heard': 0.11498432000000001,
        'die': -0.009086439999999989,
        'hope': 0.05599596,
        'gentle': 0.06609087999999996,
        'even': -0.03496198,
        'else': -0.015790579999999988,
        'head': 0.0013841799999999927,
        'makes': 0.07271308,
        'thought': -0.013532479999999987,
        'You': -0.005349940000000002,
        'dead': -0.15115748,
        'thousand': -0.06504080000000001,
        'words': 0.20424437999999998,
        'another': 0.031131200000000008,
        'fool': 0.0007927400000000095,
        'ere': -0.0261707,
        'He': -0.15593029999999997,
        'please': -0.058266559999999995,
        'shalt': 0.06167812000000002,
        'three': -0.10789015999999997,
        'house': -0.07657901999999997,
        'honour': -0.09655106,
        'friends': 0.06894154000000001,
        'lords': 0.046618879999999994,
        'That': -0.15058334,
        'thank': -0.01460808,
        'wife': -0.07634998000000003,
        'Come': -0.07689306000000001,
        'faith': 0.015079659999999996,
        'indeed': -0.059307280000000004,
        'came': -0.0021736200000000106,
        'rather': 0.0027884799999999994,
        'soul': -0.038766119999999994,
        'bid': 0.057091460000000024,
        'use': -0.04239802,
        'stay': 0.04114280000000003,
        'John': -0.08240790000000002,
        'since': -0.04019185999999999,
        'without': 0.034950520000000006,
        'place': -0.04726083999999999,
        'things': -0.014613999999999993,
        'Duke': 0.15967275999999997,
        'My': -0.1766356,
        'thats': -0.0647086,
        'Master': -0.07221078000000002,
        'gone': -0.0028977399999999863,
        'matter': -0.06534028,
        'peace': 0.09195848000000001,
        'meet': 0.006079860000000017,
        'fathers': -0.0404239,
        'woman': 0.04663490000000001,
        'daughter': -0.04494219999999999,
        'ye': 0.062147539999999994,
        'eye': 0.0438155,
        'face': -0.04156362,
        'forth': -0.07804776000000001,
        'within': 0.033761640000000016,
        'wilt': -0.0006894600000000039,
        'help': -0.008678259999999998,
        'queen': 0.032551399999999994,
        'truth': 0.08026538,
        'false': 0.15864598,
        'friend': -0.0066835000000000115,
        'boy': -0.13779789999999995,
        'mean': -0.012657659999999992,
        'mother': -0.06962463999999997,
        'sword': -0.11993872000000003,
        'lie': 0.00184018,
        'Cæsar': -0.014689360000000031,
        'sure': -0.02393636,
        'fellow': 0.041810339999999994,
        'tongue': 0.07023618000000001,
        'sent': -0.08551423999999999,
        'This': -0.0638552,
        'get': -0.00549143999999999,
        'honest': 0.04203013999999998,
        'back': 0.09251208000000004,
        'rest': -0.0031307399999999956,
        'Why': -0.12629868,
        'lay': -0.012449919999999995,
        'says': 0.08641439999999999,
        'left': -0.011052120000000006,
        'play': 0.004516699999999989,
        'cause': -0.026367039999999974,
        'far': 0.10933358,
        'right': -0.06051778000000001,
        'For': -0.032733079999999956,
        'fall': 0.04191330000000001,
        'How': -0.10746241999999999,
        'power': -0.01731826,
        'mind': 0.08234170000000002,
        'saw': 0.014753680000000009,
        'follow': 0.008064579999999998,
        'loves': -0.01458328,
        'enough': -0.04627810000000003,
        'duke': -0.008690040000000022,
        'gods': -0.004360239999999996,
        'madam': -0.01541811999999999,
        'theres': 0.038420979999999993,
        'nature': 0.07054243999999997,
        'last': -0.0009388600000000047,
        'told': 0.028488760000000002,
        'neer': 0.007713799999999984,
        'lost': -0.13221406,
        'prince': 0.10561398000000002,
        'break': 0.020858039999999994,
        'news': 0.15246163999999998,
        'reason': 0.12389987999999999,
        'foul': -0.011808500000000015,
        'present': 0.044457699999999996,
        'hands': -0.010941080000000008,
        'kings': -0.019338159999999997,
        'seen': -0.01138690000000001,
        'gave': -0.08911823999999999,
        'kind': 0.09465033999999997,
        'shame': -0.0891221,
        'wit': 0.07432884000000001,
        'hes': -0.08691862,
        'high': -0.014500039999999981,
        'send': -0.03289195999999998,
        'bloody': 0.022031720000000008,
        'turn': 0.04929667999999999,
        'hither': -0.06618436,
        'means': -0.015927560000000014,
        'King': 0.06687091999999999,
        'end': 0.01410514,
        'light': -0.11759412000000001,
        'prove': 0.08662274,
        'fight': -0.02574562000000001,
        'marry': -0.016074219999999997,
        'fortune': -0.018553920000000012,
        'beseech': -0.018553620000000003,
        'body': -0.12675262000000007,
        'France': 0.0702223,
        'near': 0.08868190000000001,
        'dare': 0.07903257999999998,
        'home': 0.015080299999999996,
        'royal': 0.0222204,
        'welcome': -0.023379119999999975,
        'husband': -0.12741011999999996,
        'mistress': 0.08705864000000002,
        'honor': -0.008125219999999996,
        'hour': -0.027079680000000023,
        'Henry': 0.10843599999999999,
        'seek': 0.04271825999999999,
        'half': -0.012602059999999991,
        'tears': -0.08210284,
        'swear': -0.06129028,
        'hence': 0.006982679999999984,
        'pardon': -0.07892718000000001,
        'strange': 0.08943558000000001,
        'horse': -0.10454771999999996,
        'Warwick': 0.17125545999999997,
        'cousin': -0.07881827999999999,
        'youth': 0.05961701999999997,
        'wish': 0.06465992000000001,
        'So': -0.09014243999999999,
        'gracious': 0.006950180000000001,
        'new': 0.08890856000000001,
        'times': -0.013647139999999995,
        'brought': -0.11801098000000003,
        'ill': -0.0018792599999999876,
        'pity': -0.021058700000000003,
        'knows': -0.005639119999999993,
        'desire': 0.03813515999999997,
        'proud': 0.06013248000000001,
        'York': 0.15578092,
        'letter': -0.11115008,
        'state': 0.06366226,
        'beauty': 0.023651759999999994,
        'given': -0.10793805999999999,
        'found': -0.019243199999999995,
        'worthy': 0.031150800000000013,
        'In': -0.1463595,
        'Now': -0.06489989999999998,
        'SCENE': -0.11644765999999995,
        'Well': -0.07022216,
        'care': 0.10530872000000002,
        'kill': -0.049407180000000016,
        'As': -0.17215728000000002,
        'cold': -0.13496328000000002,
        'devil': -0.04737165999999998,
        'fire': -0.0946414,
        'less': -0.018930499999999982,
        'spirit': 0.03341810000000002,
        'England': 0.06495444000000003,
        'earth': -0.13857042,
        'lies': 0.008416940000000001,
        'hearts': -0.026519740000000017,
        'Exit': -0.06403212,
        'lose': 0.008687439999999994,
        'Go': 0.0009691399999999923,
        'Let': -0.11033373999999999,
        'warrant': 0.062081220000000006,
        'thoughts': 0.04109934,
        'wear': 0.0318987,
        'lets': 0.0012615999999999986,
        'mad': -0.08442558000000001,
        'gentleman': 0.09242433999999995,
        'need': 0.007320420000000017,
        'sit': -0.032684620000000005,
        'others': 0.0945135,
        'seem': 0.065846,
        'believe': -0.0395293,
        'cry': 0.11907155999999997,
        'holy': 0.02403498000000001,
        'looks': 0.07975262000000001,
        'draw': -0.004842320000000006,
        'bed': -0.023316740000000023,
        'brave': 0.013737520000000005,
        'happy': 0.009346020000000002,
        'serve': 0.09039201999999999,
        'talk': 0.052573180000000004,
        'No': -0.06571309999999998,
        'crown': -0.00608882000000001,
        'fly': 0.05389016,
        'loved': -0.045224859999999964,
        'save': -0.052132859999999975,
        'When': -0.08928484,
        'court': 0.015188559999999988,
        'heavy': -0.03790612,
        'kiss': 0.008218399999999994,
        'mans': -0.05368507999999998,
        'sleep': 0.021990239999999998,
        'Thou': -0.02541979999999999,
        'hell': -0.022353120000000004,
        'merry': -0.15147736,
        'arms': -0.11207866,
        'charge': -0.010305059999999987,
        'days': -0.14465486,
        'neither': 0.03915492,
        'service': -0.004962580000000003,
        'eat': 0.044764740000000004,
        'strong': -0.05302774000000001,
        'canst': 0.029574680000000006,
        'cut': -0.08370760000000002,
        'sun': 0.017997080000000013,
        'villain': -0.01603406,
        'worth': 0.012077219999999991,
        'oer': 0.032275439999999996,
        'business': -0.05087988,
        'certain': -0.0006344799999999862,
        'knave': -0.022420419999999976,
        'It': -0.11466067999999999,
        'ask': -0.004530860000000009,
        'run': 0.06708743999999998,
        'highness': -0.0032687799999999954,
        'next': -0.045123679999999985,
        'general': 0.017180239999999992,
        'goes': 0.01657742,
        'knew': 0.0291417,
        'money': -0.017734140000000006,
        'English': 0.12564904000000002,
        'majesty': 0.001198159999999996,
        'purpose': -0.0041770200000000104,
        'whats': 0.03539632000000001,
        'hot': -0.11710290000000001,
        'didst': 0.08544388000000001,
        'sea': -0.005688560000000009,
        'twenty': -0.04438828000000001,
        'wrong': -0.11007206,
        'Rome': 0.07410148000000001,
        'comfort': 0.021248019999999965,
        'common': 0.049410640000000006,
        'late': 0.055589220000000016,
        'read': -0.06733822,
        'thyself': -0.026048720000000015,
        'took': -0.07765528,
        'Is': -0.12459762000000002,
        'return': 0.060589119999999996,
        'Antony': -0.06240537999999999,
        'drink': -0.12597283999999997,
        'By': -0.12172026000000001,
        'gold': -0.07499324,
        'virtue': 0.03818576,
        'wise': 0.17915497999999994,
        'child': 0.029274720000000004,
        'heres': 0.029311179999999996,
        'trust': 0.10258334,
        'war': 0.08772289999999999,
        'lives': -0.018652320000000003,
        'needs': 0.07609838000000002,
        'uncle': 0.03411349999999997,
        'French': 0.06305868,
        'hard': 0.0018632999999999788,
        'masters': 0.04159803999999998,
        'praise': 0.01838700000000003,
        'Richard': 0.06866721999999999,
        'bound': -0.05218093999999999,
        'known': 0.06475882000000002,
        'mercy': 0.03210238000000001,
        'pleasure': -0.03588275999999999,
        'years': -0.0659703,
        'base': 0.04885088000000002,
        'de': -0.005594459999999996,
        'doubt': 0.04230990000000001,
        'heavens': -0.05622309999999998,
        'sorrow': -0.09665817999999998,
        'ten': -0.05889052,
        'breath': 0.013352180000000014,
        'four': -0.1339372,
        'grief': -0.03401095999999999,
        'rich': 0.026771919999999977,
        'valiant': 0.03958322,
        'sad': -0.050407019999999976,
        'something': 0.0463139,
        'glad': -0.05569088,
        'Good': 0.0005621799999999988,
        'prithee': -0.028410480000000016,
        'together': -0.008292399999999991,
        'Edward': 0.11521543999999997,
        'age': -0.001964880000000002,
        'wind': -0.09094004,
        'soldiers': -0.03920360000000002,
        'black': -0.04506767999999999,
        'Reenter': 0.01813507999999999,
        'almost': -0.04100434,
        'fit': 0.041247799999999994,
        'hang': 0.013644039999999998,
        'sound': 0.08516554,
        'yield': 0.052357860000000006,
        'Who': -0.09192946,
        'change': 0.06964311999999998,
        'joy': -0.020387379999999986,
        'whole': -0.016951620000000004,
        'people': 0.13593052000000003,
        'work': -0.04532204,
        'fault': -0.009016100000000006,
        'free': -0.02148497999999999,
        'music': 0.07913228000000001,
        'tender': -0.07349164,
        'worse': 0.07917148000000002,
        'Gods': -0.0655427,
        'ear': -0.011580000000000014,
        'past': -0.042871240000000005,
        'sworn': -0.04108592,
        'Of': -0.09188177999999998,
        'ho': -0.12888012,
        'Mistress': 0.027118339999999998,
        'foot': -0.03388453999999999,
        'fortunes': 0.005549819999999995,
        'lips': 0.09535991999999999,
        'maid': -0.044303040000000016,
        'pay': -0.13095395999999998,
        'wouldst': 0.008609920000000004,
        'We': -0.026192859999999995,
        'Then': -0.043882939999999995,
        'born': 0.001851280000000004,
        'ears': 0.019362760000000007,
        'hate': 0.07036042,
        'law': -0.09176924,
        'Exeunt': -0.06944510000000002,
        'beat': -0.008299979999999992,
        'gives': -0.05001150000000001,
        'open': 0.03715634,
        'pretty': 0.11487489999999999,
        'remember': -0.00945008000000001,
        'princes': 0.06253234000000002,
        'want': 0.041740639999999996,
        'white': 0.07777246,
        'brothers': -0.052986959999999986,
        'sick': -0.03831628,
        'soon': -0.06339132000000001,
        'alone': -0.027736360000000005,
        'ha': -0.07146390000000002,
        'married': -0.12364082,
        'oft': 0.004903460000000006,
        'often': 0.017960800000000002,
        'truly': 0.031792819999999986,
        'stands': 0.039059079999999996,
        'Do': 0.021433560000000008,
        'They': -0.016033259999999997,
        'either': 0.16663846,
        'five': -0.09451941999999997,
        'hours': -0.03997767999999999,
        'mark': 0.06018846,
        'sake': -0.09093192000000004,
        'twas': -0.05447838,
        'women': 0.05615730000000001,
        'command': -0.0016575000000000019,
        'met': -0.06315746,
        'side': -0.01873732,
        'sister': 0.01577161999999999,
        'weep': -0.09751426,
        'Here': -0.004154299999999996,
        'She': -0.008475419999999984,
        'become': 0.018736219999999998,
        'dog': 0.04545436000000002,
        'shes': -0.17148898,
        'tomorrow': -0.05593276000000001,
        'Which': -0.16897988000000003,
        'bad': 0.22793298000000004,
        'fell': 0.03731558000000001,
        'flesh': -0.0710639,
        'grow': 0.03519564,
        'letters': 0.00819751999999999,
        'spoke': -0.08720641999999999,
        'strike': 0.0216399,
        'country': 0.003646860000000003,
        'deep': -0.0340973,
        'em': -0.04117834,
        'question': 0.1201916,
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        'parentage': 0.019864739999999995,
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        'pitched': 0.0007318600000000008,
        'pitifully': 0.020735140000000003,
        'plackets': 0.00898398,
        'plaindealing': -0.003858879999999997,
        'plantain': -0.015310559999999987,
        'planted': 0.009494739999999995,
        'player': 0.019364780000000005,
        'plucking': 0.02663716,
        'plunge': 0.006999320000000006,
        'ply': -0.018028339999999997,
        'politician': -0.009900920000000002,
        'poll': 0.013032019999999998,
        'posting': -0.002060680000000001,
        'pratest': 0.03252806,
        'premeditated': 0.005093479999999995,
        'presses': -0.0031086799999999986,
        'preys': 0.018884059999999994,
        'primrose': 0.0229051,
        'privately': 0.004281959999999998,
        'proceeded': -0.000836680000000003,
        'procession': -0.0037943799999999995,
        'prompts': 0.019483179999999996,
        'proposed': -0.005751220000000001,
        'prosperity': -0.004753840000000002,
        'provender': 0.006103019999999999,
        'provision': -0.024304940000000008,
        'prowess': 0.05728312000000001,
        'prudent': -0.0010558599999999985,
        'puling': 0.02170836000000001,
        'pulld': -0.0009814799999999949,
        'pulpit': 0.0003722799999999962,
        'quell': 0.0018806200000000045,
        'qui': 0.009694140000000004,
        'quirks': -0.009223039999999998,
        'quittance': 0.007859419999999999,
        'quiver': 0.017128380000000006,
        'rainbow': -0.011991439999999997,
        'ramping': -0.01908044,
        'rams': -0.019542619999999997,
        'rap': 0.009631779999999996,
        'rapt': -0.00399902,
        'rareness': -0.024826639999999994,
        'reaches': 0.07168892,
        'readiest': -0.031155759999999998,
        'reard': 0.01748250000000001,
        'rearward': -0.017031059999999997,
        'receiving': 0.03325722,
        'recorded': 0.026772140000000007,
        'recourse': 0.0005168400000000046,
        'recoverd': -0.026251019999999996,
        'redemption': 0.014546659999999998,
        'reeking': -0.012971020000000005,
        'reel': -0.005293160000000002,
        'reformed': -0.019501239999999996,
        'reins': -0.013358420000000003,
        'released': 0.00012734000000000508,
        'remnant': -0.045879840000000005,
        'remote': -0.0036581800000000065,
        'removing': 0.044971859999999995,
        'rendezvous': 0.007874080000000004,
        'renownd': -0.004272800000000002,
        'repay': -0.017348320000000007,
        'repeald': 0.019609960000000003,
        'reputed': 0.04488064,
        'resemblance': -0.006678199999999996,
        'residence': 0.014207439999999993,
        'resistance': -0.0031453600000000016,
        'resisted': 0.002574659999999995,
        'respite': -0.015552139999999985,
        'resteth': -0.007380459999999998,
        'resting': -0.0003630999999999984,
        'restrained': 0.021293760000000002,
        'revelld': -0.006351819999999997,
        'revelling': -0.00034554000000000084,
        'revived': -0.015896280000000013,
        'revolution': -0.012707119999999999,
        'riding': 0.004608799999999997,
        'riots': -0.006253520000000001,
        'ripend': -0.010270200000000009,
        'ripens': 0.010003000000000001,
        'riseth': -0.006620340000000002,
        'roared': 0.02746960000000001,
        'roasted': 0.008383259999999998,
        'rolls': 0.028095400000000003,
        'ropes': -0.021916759999999993,
        'roughly': 0.003739020000000004,
        'ruffle': -0.000358039999999995,
        'sally': 0.03326130000000001,
        'sanctified': 0.03382376000000003,
        'sanctify': -0.0041306799999999986,
        'sand': -0.04077224,
        'sauced': 0.004628859999999994,
        'sayings': -0.006416,
        'scaled': 0.012549160000000004,
        'scout': -0.01539012,
        'scratchd': 0.015268239999999995,
        'scythe': -0.02350858,
        'searched': 0.00616846,
        'searching': -0.04198500000000001,
        'secrecy': -0.0035731200000000017,
        'seeds': -0.0034617199999999993,
        'seekst': -0.0013457000000000009,
        'sentenced': -0.00034645999999999516,
        'sentences': -0.01608458,
        'sexton': -0.03897438,
        'shent': -0.00435202,
        'shipwreck': 0.0031122199999999993,
        'shone': -0.008619879999999998,
        'shorten': -0.0066381200000000026,
        'shortness': -0.033718539999999984,
        'shrift': 0.002933260000000001,
        'shrilltongued': 0.01787856,
        'shrine': -0.005506260000000001,
        'shrubs': -0.008251040000000005,
        'shrunk': 0.009523700000000005,
        'shuts': 0.016987159999999998,
        'sincere': -0.01291588,
        'singly': -0.011851679999999993,
        'sinister': 0.009988219999999999,
        'sinner': 0.009821279999999993,
        'sinners': -0.008405380000000002,
        'sixty': 0.014016700000000002,
        'slide': -0.02627581999999998,
        'slowly': -0.01451878000000001,
        'slumbers': 0.05035591999999999,
        'smart': 0.02693028,
        'smeard': 0.01640364,
        'snail': 0.025939960000000005,
        'sneaking': -0.00033067999999999374,
        'snip': 0.0231912,
        'snuff': 0.03144256,
        'sobs': -0.018384959999999995,
        'solicited': 0.006143320000000003,
        'solid': -0.006251579999999996,
        'sorted': 0.015062799999999998,
        'sounder': -0.01750488,
        'sourest': -0.013189079999999995,
        'sparing': 0.010656640000000009,
        'speediest': -0.0016960599999999995,
        'spiders': 0.012098580000000001,
        'spin': 0.0037403400000000043,
        'spongy': -0.0028885200000000034,
        'spreading': 0.03871100000000001,
        'sprightly': -0.024539,
        'spurring': 0.015937959999999994,
        'spying': 0.009219399999999989,
        'squadrons': 0.03921,
        'squires': 0.003708620000000003,
        'standeth': -0.0026896600000000026,
        'starting': -0.002521720000000003,
        'stature': -0.0010341000000000044,
        'steads': -0.0404972,
        'steeld': -0.013523659999999998,
        'steer': 0.0129755,
        'steppd': -0.048202640000000005,
        'stooping': 0.000880220000000001,
        'stoops': 0.0032167799999999963,
        'stoutly': -0.03400156,
        'stratagems': 0.06059662,
        'straying': 0.008802540000000005,
        'strikest': -0.00813504,
        'strip': 0.022035100000000005,
        'studying': -0.0001484999999999992,
        'stumbled': 0.010519619999999997,
        'stumps': 0.017099200000000002,
        'sty': 0.0024246200000000028,
        'submissive': 0.014950580000000005,
        'successful': 0.023505579999999998,
        'superfluity': 0.022539379999999998,
        'suppd': 0.012516619999999994,
        'suppliant': -0.007505500000000003,
        'supplied': 0.019339760000000004,
        'supplies': -0.015400300000000004,
        'suppress': 0.04506030000000001,
        'surfeiting': -0.0054406,
        'surgery': 0.006111739999999999,
        'surmises': -0.031979679999999996,
        'surnamed': 0.0243833,
        'surveyor': 0.025304899999999998,
        'suspicious': 0.003204580000000001,
        'swagger': 7.163999999999532e-05,
        'swaggerer': 0.010723019999999998,
        'sweeps': 0.016121740000000002,
        'sweeten': -0.00932198,
        'sweetst': 0.03276255999999999,
        'swelld': -0.012966140000000006,
        'swiftness': 0.009701159999999997,
        'talkst': 0.005998140000000002,
        'tallow': 0.00886364,
        'tang': 0.05649322,
        'tar': -0.026673519999999996,
        'targets': -0.005725459999999996,
        'tatterd': 0.021412780000000006,
        'taxd': -0.007185019999999995,
        'telltale': 0.01396665999999999,
        'temporal': 0.011381380000000002,
        'temptation': -0.012349180000000006,
        'tenour': 0.0388443,
        'thereon': -0.036386679999999984,
        'thicket': 0.0017904599999999976,
        'thirteen': -0.004077860000000003,
        'thousandfold': 0.023897800000000004,
        'threatened': -0.009539180000000001,
        'threepence': -0.024004519999999994,
        'threes': -0.03549038,
        'thrives': 0.023849,
        'throngs': -0.0004568200000000061,
        'ths': -0.013749900000000004,
        'thump': -0.009011960000000003,
        'thwarted': 0.004583720000000003,
        'timely': -0.013315680000000002,
        'tinct': -0.007989240000000002,
        'torrent': 0.02256902,
        'tother': -0.013394600000000001,
        'touched': -0.016229399999999998,
        'traders': 0.014672719999999998,
        'trained': -0.01605872,
        'transformation': -0.006483720000000002,
        'transgressed': 0.03459272,
        'transport': 0.02600649999999998,
        'treaty': -0.020139000000000004,
        'trifling': 0.0065852400000000035,
        'triumphd': 0.010766340000000011,
        'trots': 0.009612660000000002,
        'trudge': -0.05760134000000003,
        'truelove': 0.006853079999999998,
        'trump': 0.018855959999999995,
        'trusts': -0.005320959999999999,
        'tuft': -0.032782919999999986,
        'twins': 0.009337140000000002,
        'unable': 0.007745380000000001,
        'unadvised': 0.003295000000000002,
        'unarmd': -0.0010669199999999968,
        'unavoided': -0.006481220000000007,
        'unbruised': 0.0006936600000000019,
        'uncertain': 0.031370100000000005,
        'unchaste': 0.002492619999999999,
        'unclean': 0.023008459999999998,
        'undaunted': 0.013965540000000004,
        'undoing': 0.02281232,
        'unfeigned': 0.028825140000000006,
        'ungrateful': 0.007025419999999999,
        'union': -0.021188999999999996,
        'united': -0.018062100000000005,
        'unity': -0.0005747599999999977,
        'unlock': -0.03468523999999999,
        'unmanly': -0.007590999999999998,
        'unpeople': -0.01240536,
        'unprofitable': 0.0028892199999999953,
        'unprovided': -0.004504520000000007,
        'unrelenting': 0.0008762400000000013,
        'unsettled': -0.01987434,
        'unstained': -0.028974059999999996,
        'untutord': 0.013632099999999996,
        'upbraided': 0.010493460000000001,
        'upholds': -0.02669112,
        'usest': 0.0073101799999999995,
        'vagabond': 0.023530640000000005,
        'valiantly': -0.039605379999999996,
        'valours': 0.031815159999999995,
        'values': 0.022218460000000006,
        'vanities': -0.002948300000000001,
        'vanquished': 0.01600412,
        'vapors': -0.020078879999999993,
        'variable': -0.03141514000000001,
        'variation': 0.006564979999999998,
        'vaunting': 0.013524979999999999,
        'vehement': -0.0060008399999999995,
        'venomous': 0.001523539999999999,
        'ventured': -0.026043060000000007,
        'venturous': -0.010463279999999998,
        'verbal': 0.008635859999999997,
        'veriest': 0.0021772999999999975,
        'vesture': -0.0074825000000000004,
        'victuals': 0.0020668200000000005,
        'vinegar': 0.006806599999999999,
        'violently': -0.020673539999999994,
        'waken': 0.014476739999999998,
        'wakest': 0.004630019999999996,
        'waning': 0.013258600000000002,
        'weepst': -0.013674180000000001,
        'weighd': 0.009140919999999999,
        'weighing': -0.018224019999999997,
        'welfare': -0.03453145999999999,
        'wellappointed': 0.012302340000000007,
        'weret': 0.006821419999999997,
        'whatever': 0.013092100000000004,
        'whelps': 0.017635259999999996,
        'whereas': -0.020226519999999998,
        'whining': 0.006943820000000001,
        'whiter': 0.006138539999999998,
        'wickedness': 0.016184260000000002,
        'wield': -9.449999999999755e-05,
        'winding': -0.0018772799999999961,
        'womanish': 0.014079440000000004,
        'wooer': 0.0012980999999999906,
        'woot': 0.0043588800000000025,
        'workings': 0.004707080000000003,
        'worshippd': -0.010945940000000003,
        'wrap': -0.04029839999999999,
        'wrecked': 0.010948879999999994,
        'yawn': 0.004361480000000004,
        'yonders': -0.01775932,
        'younker': -0.012995940000000004
    }

    wbin = xl.load_workbook('balanced_data.xlsx')
    ws = wbin['Sheet1']
    mylist = []
    for row in ws.iter_rows(min_row=2, max_col=1, max_row=211):
        for cell in row:
            mylist.append(cell.value)
    files = [f for f in os.listdir('Globe_Shakespeare')]
    base = 'Globe_Shakespeare/'
    processed_text = open('processed_text.txt', 'w+')
    p_list = []
    for file in files:
        file_name = base + file
        with open(file_name, 'r') as tei:
            soup = bs.BeautifulSoup(tei, 'lxml')
            for speech in soup.find_all('sp', {'who': True}):
                for name in mylist:
                    if speech['who'] == name:
                        for tag in speech.find_all(['stage', 'speaker']):
                            tag.decompose()
                            text = speech.get_text()
                            text = text.split()
                            output = ""
                            new_list = []
                            p_list.append(new_list)
                            for word in text:
                                word = re.sub(r'[^\w\s]', '', word)
                                if word in vector_mapping:
                                    output = vector_mapping.get(word)
                                    new_list.append(output)


    avg_list = []
    outfile = ("list_of_avg_vex.txt", "w+")
    for listy in p_list:
        sum = 0
        count = 0
        for val in listy:
            float(val)
            sum = sum + val
            count = count +1
        if count >= 1:
            avg = sum/count
            avg_list.append(avg)
    for val in avg_list:
        print(f"{val} \n")


def process_men():
    infile = open('processed_men.txt')
    contents = infile.read()
    tokens = contents.split(" ")
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full_men_filtered.txt', 'w+') as outfile:
        outfile.write(words)


def process_women():
    infile = open('processed_women.txt')
    contents = infile.read()
    tokens = contents.split(" ")
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full_women_filtered.txt', 'w+') as outfile:
        outfile.write(words)

def gather_text():
    listofxml = os.listdir(path)
    for file in listofxml:
        fullname = os.path.join(path, file)
        infile = open(fullname, "r")
        contents = infile.read()
        soup = bs.BeautifulSoup(contents, 'lxml')
        ps = soup.find_all('p')
        txt = open("full.txt", "w+")
        for p in ps:
            txt.write(p.get_text())


def process_text():
    infile = open(path_txt+'/full.txt', "r")
    contents = infile.read()
    tokens = contents.split(" ")
    table = str.maketrans('', '', string.punctuation)
    stripped = [w.translate(table) for w in tokens]
    words = [word for word in stripped if word.isalpha()]
    stop_words = set(nltk.corpus.stopwords.words('english'))
    words = [w for w in words if w not in stop_words]
    words = str(words)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full_raw_filtered.txt', 'w') as outfile:
        outfile.write(words)


def joiner ():
    listoftxt = os.listdir(path_txt)
    with open('/Users/robertlester/PycharmProjects/first_proj_150/full.txt', 'w') as outfile:
        for file in listoftxt:
            fullname = os.path.join(path_txt, file)
            infile = open(fullname, "r")
            for line in infile:
                outfile.write(line)
    return outfile


if __name__ == "__main__":
    main()
