#I chose to compare text from 2 fairy tales, "Peter Pan" and "Beauty and the Beast". Fairy Tales generally have a conflict between good and evil, so I expect to see names of the protagonist(s) and antagonist(s) in the list of the top 10 words used in the texts. I also anticipate seeing at least a couple of verbs due to the inherent action-packed nature of fairy tale stories. There is almost always a love story that unfolds in fairy tale text, so maybe there will be words relating to love and emotion.
import operator
import time
import string
import re
from collections import defaultdict
filepath = '/Users/JoJo/Desktop/Projects/650/Week 6/'
f = open(filepath + 'peterpan.txt', 'rb')
start = time.time()
peterpan = defaultdict(int)
punc = string.punctuation
for line in f:
cln_line = re.sub('[' + punc + ']', '', line.decode('utf-8'))
spl_line = cln_line.split()
for word in spl_line:
lower_word = word.lower()
peterpan.setdefault(lower_word, 0)
peterpan[lower_word] += 1
sorted_peterpan = sorted(peterpan.items(), key=operator.itemgetter(1), reverse=True)
elapsed = time.time() - start
print('Run took', elapsed, 'seconds.')
Run took 230.27328991889954 seconds.
print('Number of distinct words: ', len(sorted_peterpan))
Number of distinct words: 4987
top_n = 10
y=[]
for pair in range(top_n):
y.append([sorted_peterpan[pair][1]])
print(sorted_peterpan[pair])
('the', 2331)
('and', 1411)
('to', 1178)
('he', 1054)
('a', 931)
('was', 926)
('of', 857)
('it', 793)
('in', 678)
('that', 616)
from nltk.corpus import stopwords
import operator
import time
import string
import re
from collections import defaultdict
from nltk.corpus import stopwords
try:
stops = stopwords.words('english')
except LookupError:
import nltk
nltk.download('stopwords')
stops = stopwords.words('english')
stops = set(stops)
filepath = '/Users/JoJo/Desktop/Projects/650/Week 6/'
f = open(filepath + 'peterpan.txt', 'rb')
start = time.time()
peterpan = defaultdict(int)
punc = string.punctuation
for line in f:
cln_line = re.sub('[' + punc + ']', '', line.decode('utf-8'))
cln_line = cln_line.lower()
spl_line = cln_line.split()
for word in spl_line:
if word in stops:
continue
peterpan.setdefault(word,0)
peterpan[word] +=1
print(peterpan)
defaultdict(<class 'int'>, {'chapter': 17, '1': 2, 'peter': 373, 'breaks': 2, 'children': 94, 'except': 19, 'one': 211, 'grow': 8, 'soon': 32, 'know': 92, 'way': 86, 'wendy': 330, 'knew': 69, 'day': 21, 'two': 44, 'years': 6, 'old': 25, 'playing': 11, 'garden': 1, 'plucked': 2, 'another': 33, 'flower': 3, 'ran': 17, 'mother': 89, 'suppose': 11, 'must': 60, 'looked': 34, 'rather': 43, 'delightful': 4, 'mrs': 72, 'darling': 111, 'put': 42, 'hand': 55, 'heart': 16, 'cried': 136, 'oh': 58, 'cant': 28, 'remain': 4, 'like': 91, 'ever': 50, 'passed': 14, 'subject': 4, 'henceforth': 2, 'always': 54, 'beginning': 7, 'end': 18, 'course': 68, 'lived': 8, '14': 3, 'house': 48, 'number': 3, 'street': 8, 'came': 76, 'chief': 4, 'lovely': 20, 'lady': 32, 'romantic': 4, 'mind': 20, 'sweet': 14, 'mocking': 4, 'mouth': 29, 'tiny': 5, 'boxes': 1, 'within': 8, 'come': 67, 'puzzling': 3, 'east': 1, 'however': 26, 'many': 28, 'discover': 3, 'kiss': 17, 'could': 141, 'never': 79, 'get': 43, 'though': 49, 'perfectly': 7, 'conspicuous': 1, 'righthand': 2, 'corner': 5, 'mr': 46, 'gentlemen': 4, 'boys': 102, 'girl': 21, 'discovered': 7, 'simultaneously': 4, 'loved': 13, 'propose': 1, 'took': 24, 'cab': 4, 'nipped': 2, 'first': 86, 'got': 33, 'innermost': 1, 'box': 5, 'time': 121, 'gave': 36, 'trying': 13, 'thought': 78, 'napoleon': 1, 'picture': 1, 'going': 33, 'passion': 6, 'slamming': 1, 'door': 22, 'used': 14, 'boast': 2, 'respected': 1, 'deep': 3, 'ones': 18, 'stocks': 3, 'shares': 3, 'really': 48, 'knows': 9, 'quite': 63, 'seemed': 23, 'often': 19, 'said': 358, 'would': 217, 'made': 49, 'woman': 16, 'respect': 3, 'married': 7, 'white': 19, 'kept': 13, 'books': 1, 'almost': 35, 'gleefully': 4, 'game': 8, 'much': 38, 'brussels': 1, 'sprout': 1, 'missing': 2, 'whole': 15, 'cauliflowers': 1, 'dropped': 12, 'instead': 20, 'pictures': 1, 'babies': 5, 'without': 35, 'faces': 10, 'drew': 11, 'totting': 2, 'darlings': 9, 'guesses': 2, 'john': 127, 'michael': 101, 'week': 10, 'doubtful': 3, 'whether': 18, 'able': 10, 'keep': 13, 'feed': 2, 'frightfully': 10, 'proud': 8, 'honourable': 1, 'sat': 35, 'edge': 3, 'bed': 55, 'holding': 5, 'calculating': 1, 'expenses': 2, 'imploringly': 2, 'wanted': 17, 'risk': 1, 'might': 29, 'pencil': 1, 'piece': 4, 'paper': 5, 'confused': 3, 'suggestions': 1, 'begin': 1, 'dont': 66, 'interrupt': 1, 'beg': 2, 'pound': 3, 'seventeen': 2, 'six': 13, 'office': 7, 'cut': 14, 'coffee': 1, 'say': 61, 'ten': 8, 'shillings': 1, 'making': 10, 'nine': 14, 'eighteen': 1, 'three': 28, 'makes': 6, 'seven': 12, 'five': 6, 'naught': 2, 'chequebook': 3, 'eight': 3, 'sevenwho': 1, 'movingeight': 1, 'dot': 1, 'carry': 10, 'sevendont': 1, 'speak': 13, 'ownand': 1, 'lent': 1, 'man': 55, 'doorquiet': 1, 'childdot': 1, 'childthere': 1, 'youve': 1, 'done': 12, 'itdid': 1, 'yes': 54, 'question': 10, 'try': 5, 'year': 8, 'george': 19, 'prejudiced': 2, 'wendys': 28, 'favour': 2, 'grander': 1, 'character': 2, 'remember': 23, 'mumps': 3, 'warned': 3, 'threateningly': 6, 'went': 54, 'daresay': 2, 'thirty': 2, 'shillingsdont': 1, 'speakmeasles': 1, 'german': 1, 'measles': 2, 'half': 8, 'guinea': 1, 'fifteen': 3, 'sixdont': 1, 'waggle': 1, 'fingerwhoopingcough': 1, 'shillingsand': 1, 'added': 6, 'differently': 1, 'last': 59, 'reduced': 1, 'twelve': 1, 'kinds': 1, 'treated': 6, 'excitement': 1, 'even': 52, 'narrower': 1, 'squeak': 1, 'seen': 25, 'row': 5, 'miss': 2, 'fulsoms': 2, 'kindergarten': 1, 'school': 12, 'accompanied': 4, 'nurse': 11, 'everything': 13, 'exactly': 13, 'neighbours': 3, 'poor': 9, 'owing': 4, 'amount': 1, 'milk': 5, 'drank': 1, 'prim': 1, 'newfoundland': 1, 'dog': 10, 'called': 35, 'nana': 53, 'belonged': 1, 'particular': 4, 'engaged': 2, 'important': 7, 'become': 11, 'acquainted': 1, 'kensington': 3, 'gardens': 3, 'spent': 4, 'spare': 1, 'peeping': 7, 'perambulators': 2, 'hated': 7, 'careless': 5, 'nursemaids': 1, 'followed': 16, 'homes': 1, 'complained': 1, 'mistresses': 1, 'proved': 3, 'treasure': 3, 'thorough': 1, 'bathtime': 2, 'moment': 59, 'night': 60, 'charges': 2, 'slightest': 3, 'cry': 27, 'kennel': 19, 'nursery': 33, 'genius': 3, 'knowing': 8, 'cough': 1, 'thing': 46, 'patience': 1, 'needs': 1, 'stocking': 2, 'around': 20, 'throat': 1, 'believed': 9, 'oldfashioned': 1, 'remedies': 1, 'rhubarb': 1, 'leaf': 7, 'sounds': 3, 'contempt': 3, 'newfangled': 1, 'talk': 8, 'germs': 1, 'lesson': 3, 'propriety': 1, 'see': 108, 'escorting': 1, 'walking': 3, 'sedately': 1, 'side': 17, 'well': 47, 'behaved': 3, 'butting': 1, 'back': 63, 'line': 4, 'strayed': 1, 'johns': 6, 'footer': 2, 'england': 4, 'soccer': 1, 'football': 1, 'short': 11, 'days': 19, 'forgot': 10, 'sweater': 1, 'usually': 5, 'carried': 12, 'umbrella': 2, 'case': 2, 'rain': 2, 'room': 33, 'basement': 1, 'nurses': 2, 'wait': 6, 'forms': 1, 'lay': 18, 'floor': 23, 'difference': 6, 'affected': 2, 'ignore': 1, 'inferior': 3, 'social': 3, 'status': 1, 'despised': 3, 'light': 38, 'resented': 2, 'visits': 1, 'friends': 5, 'whipped': 4, 'michaels': 8, 'pinafore': 1, 'blue': 4, 'braiding': 1, 'smoothed': 1, 'dash': 2, 'hair': 9, 'possibly': 2, 'conducted': 2, 'correctly': 1, 'yet': 20, 'sometimes': 30, 'wondered': 2, 'uneasily': 3, 'talked': 4, 'position': 3, 'city': 1, 'consider': 3, 'also': 33, 'troubled': 5, 'feeling': 18, 'admire': 2, 'admires': 1, 'tremendously': 2, 'assure': 1, 'sign': 3, 'specially': 4, 'nice': 12, 'father': 40, 'dances': 2, 'servant': 1, 'liza': 9, 'allowed': 5, 'join': 5, 'midget': 1, 'long': 56, 'skirt': 1, 'maids': 1, 'cap': 1, 'sworn': 2, 'gaiety': 2, 'romps': 1, 'gayest': 1, 'pirouette': 1, 'wildly': 4, 'dashed': 2, 'simpler': 1, 'happier': 1, 'family': 4, 'coming': 15, 'pan': 24, 'heard': 47, 'tidying': 2, 'childrens': 4, 'minds': 6, 'nightly': 1, 'custom': 3, 'every': 45, 'good': 31, 'asleep': 24, 'rummage': 1, 'things': 34, 'straight': 7, 'next': 15, 'morning': 10, 'repacking': 1, 'proper': 4, 'places': 2, 'articles': 1, 'wandered': 2, 'awake': 5, 'find': 16, 'interesting': 4, 'watch': 10, 'drawers': 6, 'knees': 10, 'expect': 4, 'lingering': 2, 'humorously': 1, 'contents': 2, 'wondering': 3, 'earth': 4, 'picked': 2, 'discoveries': 1, 'pressing': 3, 'cheek': 3, 'kitten': 1, 'hurriedly': 1, 'stowing': 1, 'sight': 16, 'wake': 8, 'naughtiness': 1, 'evil': 6, 'passions': 1, 'folded': 2, 'small': 11, 'placed': 2, 'bottom': 2, 'top': 8, 'beautifully': 5, 'aired': 4, 'spread': 2, 'prettier': 1, 'thoughts': 4, 'ready': 15, 'map': 5, 'persons': 3, 'doctors': 1, 'draw': 9, 'maps': 2, 'parts': 2, 'intensely': 1, 'catch': 5, 'childs': 1, 'keeps': 2, 'round': 51, 'zigzag': 1, 'lines': 2, 'temperature': 1, 'card': 1, 'probably': 9, 'roads': 1, 'island': 34, 'neverland': 22, 'less': 9, 'astonishing': 2, 'splashes': 1, 'colour': 8, 'coral': 2, 'reefs': 1, 'rakishlooking': 2, 'craft': 4, 'offing': 1, 'savages': 2, 'lonely': 5, 'lairs': 1, 'gnomes': 1, 'mostly': 3, 'tailors': 2, 'caves': 2, 'river': 3, 'runs': 2, 'princes': 1, 'elder': 1, 'brothers': 4, 'hut': 1, 'fast': 4, 'decay': 1, 'hooked': 1, 'nose': 8, 'easy': 6, 'religion': 1, 'fathers': 8, 'pond': 1, 'needlework': 1, 'murders': 1, 'hangings': 1, 'verbs': 1, 'take': 35, 'dative': 1, 'chocolate': 2, 'pudding': 1, 'getting': 11, 'braces': 1, 'ninetynine': 1, 'threepence': 1, 'pulling': 5, 'tooth': 1, 'either': 3, 'part': 18, 'showing': 10, 'confusing': 1, 'especially': 6, 'nothing': 24, 'stand': 7, 'still': 62, 'neverlands': 2, 'vary': 2, 'deal': 5, 'instance': 5, 'lagoon': 32, 'flamingoes': 1, 'flying': 15, 'shooting': 2, 'flamingo': 2, 'lagoons': 1, 'boat': 11, 'turned': 12, 'upside': 1, 'sands': 1, 'wigwam': 2, 'leaves': 11, 'deftly': 2, 'sewn': 3, 'together': 10, 'pet': 4, 'wolf': 4, 'forsaken': 1, 'parents': 8, 'resemblance': 2, 'stood': 22, 'others': 32, 'forth': 7, 'magic': 2, 'shores': 2, 'play': 11, 'beaching': 1, 'coracles': 1, 'simple': 6, 'hear': 33, 'sound': 37, 'surf': 2, 'shall': 27, 'land': 7, 'delectable': 1, 'islands': 1, 'snuggest': 1, 'compact': 1, 'large': 14, 'sprawly': 1, 'tedious': 2, 'distances': 1, 'adventure': 14, 'nicely': 3, 'crammed': 1, 'chairs': 3, 'tablecloth': 1, 'least': 14, 'alarming': 2, 'minutes': 7, 'go': 79, 'sleep': 20, 'becomes': 1, 'real': 17, 'nightlights': 9, 'occasionally': 2, 'travels': 1, 'found': 35, 'understand': 8, 'perplexing': 1, 'word': 10, 'began': 20, 'scrawled': 1, 'name': 18, 'bolder': 1, 'letters': 6, 'words': 22, 'gazed': 5, 'felt': 23, 'oddly': 2, 'cocky': 2, 'appearance': 6, 'admitted': 5, 'regret': 1, 'questioning': 1, 'thinking': 16, 'childhood': 1, 'remembered': 7, 'live': 9, 'fairies': 23, 'odd': 6, 'stories': 12, 'died': 4, 'frightened': 7, 'full': 10, 'sense': 6, 'doubted': 1, 'person': 12, 'besides': 5, 'grown': 10, 'isnt': 15, 'assured': 3, 'confidently': 1, 'size': 4, 'meant': 12, 'body': 9, 'didnt': 5, 'consulted': 1, 'smiled': 4, 'poohpooh': 1, 'mark': 5, 'nonsense': 3, 'putting': 4, 'heads': 4, 'sort': 7, 'idea': 11, 'leave': 14, 'alone': 15, 'blow': 4, 'troublesome': 1, 'boy': 45, 'shock': 1, 'strangest': 3, 'adventures': 13, 'may': 35, 'mention': 2, 'event': 1, 'happened': 13, 'wood': 7, 'met': 9, 'dead': 18, 'casual': 1, 'disquieting': 2, 'revelation': 1, 'tree': 32, 'certainly': 10, 'tolerant': 1, 'smile': 9, 'believe': 15, 'whatever': 4, 'mean': 13, 'naughty': 3, 'wipe': 2, 'feet': 15, 'sighing': 1, 'tidy': 1, 'child': 9, 'explained': 14, 'matteroffact': 1, 'foot': 12, 'played': 6, 'pipes': 3, 'unfortunately': 5, 'woke': 11, 'precious': 2, 'knocking': 3, 'think': 60, 'comes': 14, 'window': 40, 'love': 15, 'floors': 1, 'true': 23, 'near': 13, 'natural': 1, 'dismiss': 1, 'saying': 16, 'dreaming': 7, 'tell': 45, 'lightly': 2, 'hurry': 3, 'breakfast': 1, 'surely': 5, 'examined': 4, 'carefully': 5, 'skeleton': 3, 'sure': 35, 'grew': 8, 'crawled': 4, 'peering': 1, 'candle': 2, 'marks': 1, 'strange': 20, 'rattled': 3, 'poker': 1, 'chimney': 10, 'tapped': 2, 'walls': 4, 'let': 65, 'tape': 1, 'pavement': 1, 'sheer': 1, 'drop': 4, 'spout': 2, 'climb': 3, 'showed': 13, 'extraordinary': 4, 'begun': 5, 'nanas': 11, 'evening': 17, 'bathed': 3, 'sung': 1, 'till': 23, 'slid': 2, 'away': 57, 'looking': 37, 'safe': 7, 'cosy': 4, 'fears': 1, 'tranquilly': 2, 'fire': 14, 'sew': 2, 'something': 28, 'birthday': 1, 'shirts': 1, 'warm': 3, 'dimly': 2, 'lit': 8, 'presently': 8, 'sewing': 5, 'lap': 3, 'head': 22, 'nodded': 2, 'gracefully': 1, 'look': 51, 'four': 7, 'fourth': 4, 'nightlight': 1, 'slept': 10, 'dream': 5, 'dreamt': 3, 'broken': 6, 'alarm': 1, 'women': 2, 'perhaps': 32, 'mothers': 30, 'rent': 3, 'film': 2, 'obscures': 1, 'saw': 44, 'gap': 1, 'trifle': 1, 'blew': 8, 'open': 20, 'bigger': 2, 'fist': 2, 'darted': 6, 'living': 4, 'wakened': 4, 'started': 3, 'somehow': 2, 'clad': 1, 'juices': 1, 'ooze': 1, 'trees': 24, 'entrancing': 2, 'teeth': 8, 'grownup': 4, 'gnashed': 2, 'little': 103, 'pearls': 3, '2': 2, 'shadow': 20, 'screamed': 7, 'answer': 22, 'bell': 30, 'opened': 5, 'entered': 3, 'returned': 15, 'growled': 3, 'sprang': 6, 'leapt': 8, 'distress': 3, 'killed': 8, 'black': 13, 'star': 5, 'closed': 6, 'quickly': 18, 'late': 8, 'slam': 1, 'snapped': 5, 'ordinary': 7, 'kind': 16, 'doubt': 6, 'best': 28, 'hung': 10, 'meaning': 5, 'us': 51, 'easily': 8, 'disturbing': 2, 'hanging': 7, 'washing': 2, 'lowered': 2, 'tone': 3, 'winter': 1, 'greatcoats': 1, 'wet': 2, 'towel': 1, 'brain': 4, 'clear': 4, 'shame': 3, 'trouble': 1, 'decided': 6, 'roll': 3, 'drawer': 5, 'fitting': 2, 'opportunity': 5, 'telling': 7, 'husband': 3, 'ah': 8, 'later': 2, 'nevertobeforgotten': 1, 'friday': 4, 'ought': 10, 'careful': 2, 'afterwards': 6, 'responsible': 1, 'mea': 2, 'culpa': 2, 'classical': 1, 'education': 1, 'thus': 28, 'recalling': 3, 'fatal': 4, 'detail': 2, 'stamped': 1, 'brains': 1, 'bad': 11, 'coinage': 1, 'accepted': 3, 'invitation': 3, 'dine': 1, '27': 5, 'poured': 3, 'medicine': 20, 'bowl': 5, 'pretended': 6, 'eyes': 39, 'liking': 2, 'parties': 2, 'gift': 1, 'humour': 5, 'dearest': 4, 'touchiness': 1, 'trifles': 1, 'dear': 30, 'master': 6, 'mistress': 1, 'break': 5, 'altogether': 1, 'handkerchief': 2, 'fiend': 2, 'bark': 5, 'echo': 2, 'upbraided': 1, 'call': 8, 'names': 6, 'sit': 6, 'empty': 5, 'fondly': 1, 'smallest': 4, 'dreadful': 10, 'uneventfully': 1, 'precisely': 1, 'hundred': 3, 'evenings': 3, 'water': 33, 'bath': 2, 'carrying': 6, 'wont': 17, 'shouted': 9, 'oclock': 2, 'shant': 3, 'wearing': 8, 'eveninggown': 2, 'dressed': 2, 'early': 3, 'necklace': 1, 'given': 6, 'bracelet': 2, 'arm': 15, 'asked': 46, 'loan': 1, 'lend': 1, 'older': 2, 'occasion': 6, 'birth': 2, 'happy': 11, 'inform': 1, 'danced': 6, 'joy': 8, 'born': 5, 'extra': 1, 'pomp': 1, 'conceived': 2, 'due': 2, 'male': 2, 'ask': 8, 'brutally': 1, 'want': 28, 'nearly': 8, 'nobody': 5, 'wants': 7, 'eveningdress': 1, 'third': 7, 'hopefully': 1, 'arms': 19, 'recall': 1, 'recollections': 1, 'rushed': 11, 'tornado': 2, 'wasnt': 8, 'scorning': 1, 'indeed': 22, 'excuse': 1, 'dressing': 3, 'party': 5, 'gone': 19, 'tie': 11, 'astounding': 1, 'mastery': 1, 'yielded': 1, 'contest': 1, 'occasions': 2, 'better': 17, 'swallowed': 3, 'pride': 6, 'madeup': 1, 'rushing': 2, 'crumpled': 1, 'brute': 3, 'matter': 11, 'yelled': 2, 'became': 11, 'dangerously': 1, 'sarcastic': 1, 'neck': 5, 'bedpost': 3, 'twenty': 3, 'times': 11, 'begs': 1, 'excused': 2, 'sufficiently': 3, 'impressed': 5, 'sternly': 7, 'warn': 2, 'unless': 5, 'dinner': 3, 'tonight': 13, 'starve': 1, 'flung': 16, 'streets': 1, 'placid': 1, 'cool': 1, 'hands': 21, 'tied': 10, 'fate': 7, 'men': 7, 'far': 18, 'fine': 4, 'nature': 9, 'thanked': 1, 'carelessly': 3, 'rage': 6, 'dancing': 3, 'romped': 1, 'says': 17, 'romp': 2, 'groaned': 1, 'suddenly': 23, 'ended': 2, 'unluckily': 1, 'collided': 1, 'covering': 1, 'trousers': 3, 'hairs': 1, 'new': 15, 'braid': 1, 'bite': 3, 'lip': 3, 'prevent': 4, 'tears': 6, 'brushed': 5, 'mistake': 1, 'uneasy': 2, 'looks': 4, 'upon': 33, 'puppies': 1, 'feel': 10, 'souls': 1, 'wonder': 11, 'thoughtfully': 2, 'wife': 4, 'poohpoohed': 1, 'story': 25, 'thoughtful': 1, 'examining': 1, 'scoundrel': 2, 'discussing': 1, 'bottle': 4, 'fault': 2, 'strong': 6, 'foolishly': 1, 'weakness': 3, 'life': 20, 'taken': 13, 'boldly': 1, 'dodged': 1, 'spoon': 2, 'reprovingly': 1, 'naughtily': 1, 'left': 16, 'firmness': 1, 'pamper': 1, 'age': 4, 'murmur': 1, 'thank': 3, 'giving': 2, 'bottles': 1, 'make': 24, 'nightgown': 4, 'encourage': 1, 'nastier': 2, 'bravely': 2, 'example': 1, 'hadnt': 2, 'lost': 23, 'climbed': 2, 'wardrobe': 2, 'hidden': 5, 'faithful': 4, 'washstand': 2, 'glad': 20, 'service': 2, 'ill': 22, 'bring': 8, 'stop': 8, 'immediately': 11, 'spirits': 1, 'sank': 1, 'shuddering': 4, 'beastly': 2, 'stuff': 1, 'nasty': 2, 'sticky': 2, 'cheerily': 2, 'glass': 6, 'quick': 11, 'panted': 1, 'wonderfully': 1, 'retorted': 6, 'vindictive': 1, 'politeness': 3, 'thrown': 1, 'doggedly': 2, 'suspicious': 3, 'sick': 1, 'hold': 4, 'tongue': 1, 'rapped': 4, 'puzzled': 5, 'point': 3, 'bursting': 1, 'fair': 7, 'breath': 6, 'waiting': 11, 'coldly': 1, 'cowardly': 2, 'custard': 2, 'im': 19, 'neither': 7, 'splendid': 2, 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'motives': 1, 'gratifying': 1, 'adults': 1, 'flush': 1, 'reproof': 1, 'spoilt': 1, 'sweeter': 1, 'reassuringly': 1, 'weak': 2, 'enjoying': 1, 'pardon': 2, 'drowsy': 1, 'piano': 1, 'daynursery': 3, 'thoughtlessly': 1, 'arrangement': 2, 'bar': 1, 'exterminated': 1, 'escort': 1, 'badly': 1, 'thimbles': 1, 'bragged': 1, 'tune': 1, 'exultantly': 1, 'laid': 1, 'unbar': 1, 'reason': 1, 'sneer': 1, 'deserved': 1, 'unashamed': 1, 'youngest': 1, 'whistled': 1, 'frank': 1, 'disappointment': 1, 'aback': 1, 'memory': 1, 'falteringly': 2, 'twinge': 1, 'creep': 1, 'nursed': 1, 'envelop': 1, 'lovelier': 1, 'ecstasies': 1, '17': 1, 'stair': 1, 'depressed': 1, 'considered': 1, 'halves': 1, 'grudging': 1, 'flushing': 1, 'unworthily': 1, 'pained': 2, 'unfavourable': 1, 'consent': 1, 'treating': 1, 'cypher': 5, 'zero': 1, 'absurdly': 1, 'hoop': 2, 'la': 2, 'craftily': 1, 'beard': 2, 'comforter': 1, 'repulsed': 1, 'tops': 3, 'longingly': 1, 'tightened': 1, 'authority': 1, 'laughs': 1, 'nests': 1, 'mauve': 1, 'sillies': 1, 'sneaky': 1, 'spring': 11, 'cleaning': 9, 'preferred': 1, 'permanent': 1, 'halfpennyworth': 1, 'promised': 2, 'satisfied': 1, 'iii': 1, 'iv': 1, 'v': 1, 'attended': 1, 'goats': 1, 'settled': 1, 'jenkins': 2, 'minor': 1, 'younger': 1, 'gradually': 1, 'bedposts': 1, 'diversions': 1, 'buses': 1, 'doubledeckers': 1, 'tug': 1, 'bus': 1, 'jeered': 1, 'frock': 2, 'woven': 1, 'berries': 1, 'thrilling': 1, 'talks': 1, 'arch': 1, 'yesterday': 1, 'pains': 1, 'untrue': 2, 'prize': 1, 'toys': 1, 'quicker': 1, 'enginedriver': 1, 'train': 1, 'engineer': 1, 'title': 1, 'judge': 1, 'wig': 1, 'bearded': 1, 'pink': 1, 'sash': 1, 'alight': 1, 'forbid': 1, 'banns': 1, 'formal': 1, 'announcement': 1, 'marriage': 1, 'ink': 1, 'jane': 24, 'inquiring': 1, 'janes': 4, 'bought': 1, 'per': 1, 'cents': 1, 'mortgage': 1, 'stairs': 1, 'convinced': 1, 'sheet': 1, 'tent': 1, 'object': 1, 'conversation': 1, 'sweetheart': 1, 'artful': 1, 'admits': 1, 'embarked': 1, 'interrupts': 1, 'imitate': 1, 'daring': 1, 'move': 1, 'guilty': 1, 'squeezing': 1, 'glance': 1, 'judgment': 1, 'faltering': 1, 'expecting': 1, 'useless': 1, 'waste': 1, 'shrinking': 1, 'heartbroken': 1, 'weteyed': 1, 'smiles': 1, 'stooped': 1, 'supposed': 1, 'towards': 1, 'upraised': 1, 'sobbed': 1, 'comfort': 1, 'gloriously': 1, 'nighty': 1, 'ecstasy': 1, 'descended': 1, 'shameless': 1, 'easiest': 1, 'glimpse': 1, 'receding': 1, 'margaret': 3, 'listens': 1, 'grows': 1})
sorted_peterpan = sorted(peterpan.items(), key=operator.itemgetter(1), reverse=True)
elapsed = time.time() - start
print('Run took', elapsed, 'seconds.')
Run took 127.3794801235199 seconds.
print('Number of distinct words: ', len(sorted_peterpan))
Number of distinct words: 4863
top_n = 10
y=[]
for pair in range(top_n):
y.append([sorted_peterpan[pair][1]])
print(sorted_peterpan[pair])
('peter', 373)
('said', 358)
('wendy', 330)
('would', 217)
('one', 211)
('hook', 153)
('could', 141)
('cried', 136)
('john', 127)
('time', 121)
import operator
import time
import string
import re
from collections import defaultdict
filepath = '/Users/JoJo/Desktop/Projects/650/Week 6/'
f = open(filepath + 'beautybeast.txt', 'rb')
start = time.time()
beautybeast = defaultdict(int)
punc = string.punctuation
for line in f:
cln_line = re.sub('[' + punc + ']', '', line.decode('utf-8'))
spl_line = cln_line.split()
for word in spl_line:
lower_word = word.lower()
beautybeast.setdefault(lower_word, 0)
beautybeast[lower_word] += 1
sorted_beautybeast = sorted(beautybeast.items(), key=operator.itemgetter(1), reverse=True)
elapsed = time.time() - start
print('Run took', elapsed, 'seconds.')
Run took 116.46246981620789 seconds.
print('Number of distinct words: ', len(sorted_beautybeast))
Number of distinct words: 1283
top_n = 10
y=[]
for pair in range(top_n):
y.append([sorted_beautybeast[pair][1]])
print(sorted_beautybeast[pair])
('the', 309)
('and', 301)
('to', 289)
('she', 176)
('her', 144)
('was', 141)
('he', 130)
('you', 118)
('that', 116)
('of', 110)
from nltk.corpus import stopwords
import operator
import time
import string
import re
from collections import defaultdict
from nltk.corpus import stopwords
try:
stops = stopwords.words('english')
except LookupError:
import nltk
nltk.download('stopwords')
stops = stopwords.words('english')
stops = set(stops)
filepath = '/Users/JoJo/Desktop/Projects/650/Week 6/'
f = open(filepath + 'beautybeast.txt', 'rb')
start = time.time()
beautybeast = defaultdict(int)
punc = string.punctuation
for line in f:
cln_line = re.sub('[' + punc + ']', '', line.decode('utf-8'))
cln_line = cln_line.lower()
spl_line = cln_line.split()
for word in spl_line:
if word in stops:
continue
beautybeast.setdefault(word,0)
beautybeast[word] +=1
print(beautybeast)
defaultdict(<class 'int'>, {'beauty': 81, 'beast': 55, 'upon': 15, 'time': 19, 'faroff': 1, 'country': 1, 'lived': 4, 'merchant': 18, 'fortunate': 1, 'undertakings': 1, 'enormously': 1, 'rich': 7, 'however': 3, 'six': 3, 'sons': 5, 'daughters': 8, 'found': 24, 'money': 1, 'much': 10, 'let': 7, 'everything': 10, 'fancied': 3, 'accustomed': 1, 'one': 21, 'day': 9, 'unexpected': 1, 'misfortune': 3, 'befell': 1, 'house': 3, 'caught': 2, 'fire': 5, 'speedily': 1, 'burnt': 1, 'ground': 3, 'splendid': 8, 'furniture': 1, 'books': 2, 'pictures': 2, 'gold': 3, 'silver': 1, 'precious': 3, 'goods': 2, 'contained': 3, 'beginning': 7, 'troubles': 1, 'father': 29, 'moment': 4, 'prospered': 1, 'ways': 1, 'suddenly': 2, 'lost': 6, 'every': 11, 'ship': 2, 'sea': 1, 'either': 2, 'dint': 1, 'pirates': 1, 'shipwreck': 1, 'heard': 9, 'clerks': 1, 'distant': 1, 'countries': 1, 'trusted': 1, 'entirely': 2, 'proved': 1, 'unfaithful': 1, 'last': 11, 'great': 8, 'wealth': 1, 'fell': 6, 'direst': 1, 'poverty': 2, 'left': 5, 'little': 12, 'desolate': 1, 'place': 5, 'least': 3, 'hundred': 1, 'leagues': 2, 'town': 6, 'forced': 2, 'retreat': 1, 'children': 3, 'despair': 2, 'idea': 1, 'leading': 2, 'different': 2, 'life': 12, 'indeed': 6, 'first': 12, 'hoped': 1, 'friends': 2, 'numerous': 1, 'would': 30, 'insist': 2, 'staying': 1, 'houses': 1, 'longer': 1, 'possessed': 1, 'soon': 15, 'alone': 6, 'former': 3, 'even': 9, 'attributed': 1, 'misfortunes': 2, 'extravagance': 1, 'showed': 1, 'intention': 2, 'offering': 1, 'help': 4, 'nothing': 10, 'take': 12, 'departure': 5, 'cottage': 2, 'stood': 3, 'midst': 1, 'dark': 1, 'forest': 3, 'seemed': 16, 'dismal': 2, 'face': 2, 'earth': 1, 'poor': 6, 'servants': 1, 'girls': 4, 'work': 3, 'hard': 2, 'like': 7, 'peasants': 1, 'part': 2, 'cultivated': 1, 'fields': 1, 'earn': 1, 'living': 2, 'roughly': 2, 'clothed': 1, 'simplest': 1, 'way': 4, 'regretted': 1, 'unceasingly': 1, 'luxuries': 1, 'amusements': 2, 'youngest': 2, 'tried': 3, 'brave': 1, 'cheerful': 1, 'sad': 7, 'anyone': 3, 'overtook': 2, 'recovering': 1, 'natural': 2, 'gaiety': 1, 'set': 6, 'make': 12, 'best': 1, 'things': 8, 'amuse': 4, 'brothers': 9, 'well': 7, 'could': 30, 'try': 3, 'persuade': 2, 'sisters': 11, 'join': 1, 'dancing': 1, 'singing': 2, 'sort': 2, 'doleful': 1, 'declared': 3, 'miserable': 1, 'fit': 2, 'really': 8, 'far': 2, 'prettier': 1, 'cleverer': 1, 'lovely': 1, 'always': 2, 'called': 1, 'two': 10, 'years': 1, 'get': 5, 'used': 3, 'new': 3, 'something': 6, 'happened': 4, 'disturb': 1, 'tranquillity': 1, 'received': 1, 'news': 1, 'ships': 1, 'believed': 1, 'come': 24, 'safely': 2, 'port': 1, 'cargo': 1, 'thought': 20, 'end': 5, 'wanted': 2, 'directly': 1, 'prudent': 1, 'begged': 3, 'wait': 3, 'though': 15, 'harvesttime': 1, 'ill': 1, 'spared': 1, 'determined': 1, 'go': 19, 'inquiries': 1, 'daughter': 4, 'doubt': 1, 'enough': 9, 'live': 2, 'comfortably': 1, 'find': 16, 'amusement': 1, 'gay': 2, 'companions': 2, 'loaded': 2, 'commissions': 1, 'jewels': 4, 'dresses': 5, 'taken': 3, 'fortune': 1, 'buy': 2, 'feeling': 1, 'sure': 3, 'use': 2, 'ask': 6, 'anything': 3, 'noticing': 1, 'silence': 3, 'said': 36, 'shall': 7, 'bring': 7, 'thing': 5, 'wish': 7, 'see': 25, 'home': 7, 'answered': 17, 'reply': 2, 'vexed': 1, 'blaming': 1, 'asked': 16, 'costly': 1, 'pleased': 4, 'age': 1, 'certainly': 3, 'ought': 2, 'pretty': 3, 'presents': 1, 'told': 8, 'choose': 2, 'dear': 7, 'beg': 2, 'rose': 10, 'seen': 14, 'since': 2, 'came': 11, 'love': 6, 'reached': 4, 'quickly': 3, 'possible': 2, 'believing': 1, 'dead': 5, 'divided': 3, 'brought': 3, 'months': 5, 'trouble': 2, 'expense': 2, 'started': 1, 'able': 1, 'recover': 1, 'pay': 1, 'cost': 3, 'journey': 6, 'matters': 1, 'worse': 1, 'obliged': 1, 'leave': 3, 'terrible': 6, 'weather': 1, 'within': 1, 'almost': 1, 'exhausted': 1, 'cold': 3, 'fatigue': 1, 'knew': 7, 'hours': 4, 'anxious': 3, 'journeys': 1, 'resolved': 2, 'night': 9, 'deep': 2, 'snow': 3, 'bitter': 1, 'frost': 1, 'made': 9, 'impossible': 1, 'horse': 9, 'carry': 3, 'shelter': 1, 'hollow': 1, 'trunk': 1, 'tree': 1, 'crouched': 1, 'longest': 1, 'ever': 9, 'known': 2, 'spite': 5, 'weariness': 1, 'howling': 1, 'wolves': 1, 'kept': 2, 'awake': 2, 'broke': 1, 'better': 6, 'falling': 1, 'covered': 2, 'path': 5, 'know': 4, 'turn': 3, 'illustration': 5, 'length': 1, 'track': 1, 'rough': 1, 'slippery': 1, 'presently': 5, 'became': 2, 'easier': 1, 'led': 4, 'avenue': 4, 'trees': 6, 'ended': 1, 'castle': 4, 'strange': 6, 'fallen': 1, 'composed': 1, 'orange': 3, 'flowers': 5, 'fruit': 2, 'court': 1, 'saw': 13, 'flight': 2, 'agate': 1, 'steps': 2, 'went': 18, 'passed': 4, 'several': 2, 'splendidly': 1, 'furnished': 1, 'rooms': 6, 'pleasant': 1, 'warmth': 1, 'air': 2, 'revived': 1, 'felt': 5, 'hungry': 3, 'nobody': 2, 'vast': 2, 'palace': 20, 'give': 4, 'eat': 5, 'reigned': 1, 'everywhere': 2, 'tired': 7, 'roaming': 1, 'empty': 2, 'galleries': 1, 'stopped': 5, 'room': 26, 'smaller': 1, 'rest': 4, 'clear': 1, 'burning': 2, 'couch': 1, 'drawn': 3, 'cosily': 2, 'close': 2, 'thinking': 1, 'must': 10, 'prepared': 3, 'someone': 1, 'expected': 3, 'sat': 3, 'till': 1, 'sweet': 2, 'sleep': 5, 'extreme': 1, 'hunger': 1, 'wakened': 1, 'still': 6, 'table': 4, 'good': 3, 'dinner': 3, 'eaten': 1, 'twentyfour': 1, 'meal': 3, 'hoping': 1, 'might': 8, 'opportunity': 1, 'thanking': 1, 'considerate': 1, 'entertainer': 1, 'whoever': 1, 'appeared': 5, 'another': 3, 'long': 13, 'awoke': 1, 'completely': 1, 'refreshed': 1, 'sign': 2, 'anybody': 1, 'fresh': 1, 'dainty': 1, 'cakes': 1, 'elbow': 1, 'naturally': 1, 'timid': 1, 'began': 12, 'terrify': 1, 'search': 2, 'servant': 1, 'wonder': 2, 'pretending': 1, 'treasures': 1, 'considering': 1, 'divide': 1, 'among': 1, 'garden': 3, 'winter': 1, 'else': 1, 'sun': 5, 'shone': 2, 'birds': 4, 'sang': 1, 'bloomed': 1, 'soft': 1, 'ecstacies': 2, 'meant': 7, 'minute': 1, 'share': 1, 'delights': 1, 'weary': 2, 'stable': 2, 'fed': 1, 'saddle': 1, 'homeward': 1, 'turned': 2, 'hedge': 1, 'roses': 2, 'side': 4, 'never': 12, 'smelt': 1, 'exquisite': 1, 'reminded': 2, 'promise': 6, 'gathered': 1, 'startled': 1, 'noise': 3, 'behind': 2, 'turning': 4, 'round': 4, 'frightful': 2, 'angry': 6, 'voice': 8, 'gather': 2, 'allowed': 1, 'kind': 3, 'show': 1, 'gratitude': 2, 'stealing': 1, 'insolence': 1, 'unpunished': 1, 'terrified': 4, 'furious': 2, 'words': 1, 'dropped': 1, 'fatal': 2, 'throwing': 1, 'knees': 1, 'cried': 11, 'pardon': 1, 'noble': 1, 'sir': 1, 'truly': 1, 'grateful': 2, 'hospitality': 1, 'magnificent': 1, 'imagine': 2, 'offended': 1, 'taking': 2, 'beasts': 6, 'anger': 1, 'lessened': 1, 'speech': 1, 'ready': 5, 'excuses': 1, 'flattery': 1, 'save': 5, 'death': 2, 'deserve': 1, 'alas': 1, 'danger': 1, 'tell': 2, 'reason': 1, 'forgetting': 1, 'mention': 1, 'beautys': 2, 'request': 1, 'kings': 1, 'ransom': 1, 'hardly': 5, 'procured': 1, 'forgive': 2, 'harm': 1, 'considered': 1, 'less': 2, 'tone': 2, 'conditionthat': 1, 'ah': 7, 'cruel': 3, 'childrens': 1, 'excuse': 2, 'invent': 1, 'necessary': 1, 'comes': 1, 'willingly': 2, 'condition': 1, 'courageous': 1, 'loves': 2, 'seem': 5, 'honest': 1, 'man': 4, 'trust': 4, 'month': 2, 'back': 22, 'stay': 6, 'free': 2, 'neither': 1, 'willing': 2, 'bidding': 1, 'goodbye': 7, 'belong': 1, 'hide': 2, 'fail': 1, 'keep': 4, 'word': 2, 'fetch': 2, 'added': 4, 'grimly': 1, 'accepted': 1, 'proposal': 1, 'think': 8, 'persuaded': 1, 'promised': 3, 'return': 2, 'appointed': 1, 'escape': 3, 'presence': 1, 'permission': 1, 'next': 9, 'supper': 7, 'await': 1, 'orders': 3, 'alive': 1, 'delicious': 2, 'already': 2, 'served': 2, 'blazing': 1, 'tasted': 1, 'dishes': 1, 'fear': 4, 'obey': 1, 'finished': 3, 'coming': 2, 'visit': 2, 'remained': 1, 'afraid': 4, 'supped': 1, 'humbly': 1, 'thanks': 1, 'hosts': 1, 'kindness': 2, 'warned': 3, 'remember': 4, 'agreement': 1, 'prepare': 1, 'exactly': 1, 'expect': 2, 'tomorrow': 2, 'hear': 6, 'golden': 1, 'bell': 3, 'ring': 3, 'breakfast': 4, 'waiting': 5, 'ride': 3, 'courtyard': 3, 'also': 3, 'hence': 1, 'farewell': 2, 'glad': 5, 'away': 9, 'sadness': 1, 'lay': 4, 'hasty': 2, 'mounted': 4, 'carried': 2, 'swiftly': 2, 'instant': 2, 'sight': 4, 'wrapped': 2, 'gloomy': 1, 'thoughts': 1, 'door': 2, 'uneasy': 1, 'absence': 1, 'rushed': 3, 'meet': 1, 'eager': 1, 'result': 1, 'seeing': 4, 'mantle': 1, 'supposed': 2, 'favorable': 1, 'hid': 1, 'truth': 1, 'saying': 5, 'sadly': 3, 'gave': 1, 'excited': 1, 'curiosity': 1, 'greatly': 3, 'adventures': 1, 'unhappy': 3, 'lamented': 2, 'loudly': 2, 'hopes': 1, 'plans': 1, 'killing': 1, 'fault': 3, 'sensible': 1, 'complained': 1, 'bitterly': 3, 'suffer': 2, 'folly': 1, 'distressed': 2, 'caused': 1, 'assure': 3, 'innocently': 1, 'guessed': 1, 'middle': 1, 'summer': 1, 'cause': 3, 'misery': 2, 'mischief': 1, 'therefore': 1, 'arrangement': 1, 'loved': 3, 'dearly': 3, 'firm': 1, 'drew': 1, 'near': 1, 'possessions': 1, 'encouraged': 1, 'cheered': 1, 'together': 1, 'fly': 1, 'rather': 4, 'gallop': 1, 'smoothly': 1, 'frightened': 5, 'enjoyed': 3, 'feared': 2, 'happen': 1, 'vain': 2, 'talking': 1, 'surprise': 1, 'wonderful': 3, 'colored': 2, 'lights': 2, 'shine': 1, 'directions': 1, 'fireworks': 2, 'blazed': 1, 'illuminated': 2, 'pleasantly': 1, 'warm': 1, 'lasted': 1, 'statues': 1, 'holding': 1, 'flaming': 1, 'torches': 1, 'got': 7, 'nearer': 2, 'roof': 1, 'music': 2, 'sounded': 1, 'softly': 4, 'trying': 2, 'laugh': 1, 'makes': 1, 'rejoicing': 1, 'arrival': 1, 'prey': 1, 'anxiety': 1, 'admiring': 1, 'foot': 1, 'terrace': 2, 'dismounted': 1, 'daintily': 1, 'spread': 1, 'many': 6, 'quite': 11, 'begin': 2, 'footsteps': 1, 'approaching': 1, 'clung': 1, 'terror': 3, 'greater': 1, 'trembled': 1, 'effort': 1, 'horror': 2, 'saluted': 1, 'respectfully': 1, 'evidently': 1, 'looking': 2, 'struck': 1, 'boldest': 1, 'heart': 5, 'goodevening': 4, 'old': 3, 'sweetly': 1, 'content': 1, 'goes': 1, 'bravely': 1, 'accord': 1, 'may': 3, 'sunrise': 1, 'rings': 1, 'travelingtrunks': 1, 'fill': 4, 'full': 6, 'send': 2, 'remembrance': 1, 'dismay': 1, 'fathers': 3, 'disobey': 1, 'shelves': 1, 'cupboards': 2, 'surprised': 2, 'riches': 1, 'queen': 3, 'ornaments': 1, 'worn': 1, 'opened': 3, 'dazzled': 1, 'gorgeous': 1, 'heaps': 1, 'shelf': 1, 'choosing': 1, 'quantity': 1, 'sistersfor': 1, 'heap': 1, 'themshe': 1, 'chest': 1, 'useful': 1, 'trunks': 3, 'put': 3, 'heavy': 1, 'elephant': 1, 'mocking': 1, 'us': 4, 'pretended': 1, 'knowing': 1, 'cannot': 2, 'believe': 2, 'deceive': 1, 'fasten': 1, 'returned': 1, 'astonishment': 1, 'ate': 1, 'appetite': 1, 'generosity': 1, 'perhaps': 2, 'venture': 1, 'leaving': 2, 'rang': 1, 'sharply': 1, 'second': 2, 'horses': 1, 'pawing': 1, 'impatience': 1, 'start': 1, 'bid': 1, 'pace': 1, 'cry': 1, 'wandered': 1, 'sleepy': 1, 'instantly': 3, 'asleep': 3, 'dreamed': 2, 'walking': 1, 'brook': 2, 'bordered': 1, 'lamenting': 1, 'fate': 2, 'young': 2, 'prince': 19, 'handsomer': 1, 'straight': 1, 'unfortunate': 1, 'suppose': 2, 'rewarded': 1, 'suffered': 1, 'elsewhere': 1, 'gratified': 1, 'matter': 5, 'disguised': 1, 'making': 1, 'happy': 11, 'happiness': 1, 'truehearted': 1, 'beautiful': 3, 'eyes': 4, 'desert': 2, 'saved': 1, 'stately': 3, 'lady': 3, 'regret': 1, 'destined': 1, 'deceived': 1, 'appearances': 4, 'dreams': 5, 'interesting': 1, 'hurry': 1, 'clock': 2, 'roused': 1, 'calling': 2, 'name': 2, 'twelve': 2, 'times': 2, 'dressingtable': 1, 'possibly': 1, 'want': 3, 'toilet': 1, 'corner': 1, 'sofa': 1, 'charming': 4, 'dream': 9, 'seems': 1, 'horrible': 1, 'keeps': 1, 'prisoner': 2, 'dont': 2, 'understand': 3, 'explore': 1, 'entered': 2, 'lined': 1, 'mirrors': 1, 'reflected': 1, 'bracelet': 2, 'hanging': 1, 'chandelier': 1, 'eye': 1, 'held': 1, 'portrait': 4, 'unknown': 2, 'admirer': 1, 'delight': 3, 'slipped': 1, 'arm': 1, 'gallery': 1, 'handsome': 3, 'large': 1, 'painted': 1, 'studied': 1, 'smile': 1, 'kindly': 1, 'tearing': 1, 'musical': 2, 'instrument': 1, 'amused': 2, 'library': 1, 'read': 3, 'whole': 1, 'lifetime': 1, 'names': 1, 'growing': 2, 'dusk': 1, 'wax': 1, 'candles': 1, 'diamond': 1, 'ruby': 1, 'candlesticks': 1, 'light': 2, 'preferred': 1, 'sound': 2, 'dull': 1, 'wondered': 1, 'tremblingly': 1, 'ferocious': 2, 'gruffly': 1, 'cheerfully': 1, 'managed': 1, 'conceal': 1, 'amusing': 2, 'please': 1, 'talk': 2, 'nearly': 2, 'gruff': 2, 'marry': 4, 'oh': 4, 'say': 6, 'refusing': 1, 'yes': 2, 'without': 3, 'replied': 2, 'hastily': 3, 'goodnight': 5, 'refusal': 1, 'provoked': 1, 'gone': 2, 'bed': 5, 'dreaming': 1, 'unkind': 1, 'fated': 1, 'changed': 1, 'figured': 1, 'morning': 3, 'look': 2, 'decided': 1, 'fountains': 1, 'playing': 1, 'astonished': 2, 'familiar': 1, 'myrtle': 1, 'met': 1, 'materials': 1, 'workribbons': 1, 'bows': 1, 'silks': 1, 'aviary': 1, 'rare': 2, 'tame': 1, 'flew': 1, 'perched': 1, 'shoulders': 1, 'head': 2, 'creatures': 1, 'cage': 1, 'often': 4, 'sing': 1, 'farther': 1, 'parrots': 1, 'cockatoos': 1, 'greeted': 2, 'entertaining': 1, 'took': 2, 'talked': 2, 'paid': 1, 'usual': 2, 'questions': 2, 'mysterious': 1, 'days': 1, 'noticed': 1, 'particularly': 1, 'except': 1, 'windows': 3, 'comfortable': 1, 'chair': 1, 'looked': 2, 'window': 1, 'black': 1, 'curtain': 2, 'prevented': 1, 'outside': 1, 'happening': 1, 'chairs': 1, 'rolled': 1, 'aside': 1, 'pantomime': 1, 'acted': 1, 'dances': 1, 'seven': 1, 'surprising': 1, 'entertainment': 1, 'feel': 2, 'lonely': 2, 'evening': 1, 'understood': 1, 'forget': 1, 'disturbed': 1, 'constantly': 2, 'distrust': 1, 'guide': 1, 'equally': 1, 'perplexing': 1, 'consider': 1, 'ceased': 1, 'gentle': 2, 'looks': 1, 'dreadful': 1, 'longing': 1, 'hearing': 1, 'miserably': 1, 'hate': 2, 'sorry': 2, 'sighing': 1, 'dolefully': 1, 'spoke': 2, 'refuse': 1, 'four': 1, 'boxes': 3, 'repent': 1, 'faithful': 1, 'need': 2, 'chariot': 2, 'finger': 2, 'firmly': 2, 'peacefully': 1, 'hastened': 1, 'heaping': 1, 'joy': 1, 'beloved': 1, 'grieved': 2, 'stretched': 2, 'grassy': 1, 'bank': 1, 'reproachfully': 1, 'sorrowful': 1, 'going': 2, 'safe': 1, 'faithfully': 1, 'die': 2, 'grief': 1, 'surely': 1, 'care': 2, 'ungrateful': 1, 'indignantly': 1, 'pain': 1, 'ugly': 2, 'woke': 2, 'hersomeone': 1, 'speaking': 1, 'opening': 1, 'dressed': 1, 'packed': 1, 'wondering': 1, 'magic': 1, 'transported': 1, 'joyfully': 1, 'appearance': 1, 'short': 1, 'meaning': 1, 'consideration': 1, 'deserves': 1, 'gentleness': 1, 'mean': 2, 'reward': 1, 'wishes': 1, 'ugliness': 1, 'probable': 1, 'inclined': 1, 'rate': 1, 'decide': 1, 'enjoy': 1, 'plenty': 1, 'acquaintances': 1, 'especially': 1, 'courage': 2, 'helped': 1, 'mind': 1, 'wandering': 1, 'gardens': 1, 'groans': 1, 'bushes': 1, 'hiding': 1, 'entrance': 1, 'cave': 2, 'running': 1, 'apparently': 1, 'dying': 2, 'reproached': 1, 'faintly': 2, 'distress': 1, 'gravely': 1, 'happens': 1, 'people': 1, 'promises': 1, 'delayed': 1, 'announced': 1, 'suppertime': 1, 'listening': 1, 'ran': 3, 'paths': 1, 'avenues': 1, 'trace': 1, 'minutes': 1, 'standing': 1, 'opposite': 1, 'shady': 1, 'beastasleep': 1, 'stroked': 1, 'move': 1, 'open': 1, 'crying': 1, 'breathed': 1, 'fetching': 1, 'water': 1, 'nearest': 1, 'fountain': 1, 'sprinkled': 1, 'revive': 1, 'late': 1, 'creature': 1, 'forgotten': 1, 'byandby': 1, 'half': 1, 'reassured': 1, 'awaiting': 1, 'afterwards': 1, 'spent': 1, 'asking': 1, 'politely': 1, 'telling': 1, 'blaze': 1, 'sprang': 1, 'crackled': 1, 'guns': 1, 'banged': 1, 'across': 1, 'letters': 1, 'fireflies': 1, 'written': 1, 'bride': 1, 'disappeared': 1, 'longloved': 1, 'wheels': 1, 'ladies': 1, 'recognized': 1, 'grand': 1, 'queenly': 1, 'greet': 1, 'companion': 1, 'rescue': 1, 'son': 2, 'enchantment': 1, 'consent': 2, 'marriage': 2, 'wanting': 1, 'perfectly': 1, 'thank': 1, 'girl': 1, 'restored': 1, 'form': 1, 'tenderly': 1, 'embraced': 1, 'meanwhile': 1, 'greeting': 1, 'fairy': 2, 'receiving': 1, 'congratulations': 1, 'dance': 1, 'wedding': 1, 'celebrated': 1, 'utmost': 1, 'splendor': 1, 'happily': 1})
sorted_beautybeast = sorted(beautybeast.items(), key=operator.itemgetter(1), reverse=True)
elapsed = time.time() - start
print('Run took', elapsed, 'seconds.')
Run took 139.5526087284088 seconds.
print('Number of distinct words: ', len(sorted_beautybeast))
Number of distinct words: 1170
top_n = 10
y=[]
for pair in range(top_n):
y.append([sorted_beautybeast[pair][1]])
print(sorted_beautybeast[pair])
('beauty', 81)
('beast', 55)
('said', 36)
('would', 30)
('could', 30)
('father', 29)
('room', 26)
('see', 25)
('found', 24)
('come', 24)
#Both texts showed the name of the protagonist as the most frequently used word. In Beauty and the Beast, ‘Beast’ was the second most common word in the text following ‘Beauty’; whereas ‘Wendy’ was the third most common in Peter Pan. Peter Pan was the only story that included an emotional verb (‘cried’) in the top 10; otherwise, neither analysis indicated a large volume of love-related terms used.