sentence = "This cat jumped over this other cat!"
def stem(word):
""" Stem word to primitive form
>>> stem("Hello!")
'hello'
"""
return word.lower().rstrip(",.!)-*_?:;$'-\"").lstrip("-*'\"(_$'")
def wordcount(string):
words = string.split()
stemmed_words = []
for word in words:
stemmed_words.append(stem(word))
counts = dict()
for word in stemmed_words:
if word not in counts:
counts[word] = 1
else:
counts[word] += 1
return counts
wordcount(sentence)
{'cat': 2, 'jumped': 1, 'other': 1, 'over': 1, 'this': 2}
Now we compute this same result with map
and the frequencies
function from toolz
from toolz import frequencies
frequencies(map(stem, sentence.split()))
{'cat': 2, 'jumped': 1, 'other': 1, 'over': 1, 'this': 2}
Lines of functional code can contain a lot of parentheses. To get around this lets learn the pipe
function. Consider the following code to do laundry.
# Do Laundry
clothes = ...
wet_clothes = wash(clothes)
dry_clothes = dry(wet_clothes)
result = fold(dry_clothes)
This pushes the data, clothes
through a pipeline of functions, wash
, dry
, and fold
. This is a common pattern. Using pipe
we push the clothes through three transformations in sequence:
result = pipe(clothes, wash, dry, fold)
Pipe pushes data (first argument) through a sequence of functions (rest of the arguments) from left to right.
from toolz import pipe
# Simple example
def double(x):
return 2 * x
pipe(3, double, double, str)
'12'
from toolz.curried import map
pipe(sentence, str.split, map(stem), frequencies)
{'cat': 2, 'jumped': 1, 'other': 1, 'over': 1, 'this': 2}
We implement wordcount on whole files rather than on single sentences. We see how the above implementations need to adapt to handle this new change
def wordcount(file):
counts = dict()
for line in file:
words = line.split()
stemmed_words = []
for word in words:
stemmed_words.append(stem(word))
for word in stemmed_words:
if word not in counts:
counts[word] = 1
else:
counts[word] += 1
return counts
with open('data/tale-of-two-cities.txt') as f:
for i in range(112): # Burn first 112 lines - they include the Gutenberg header
next(f)
result = wordcount(f)
result
{'': 35, '1': 2, '1.a': 1, '1.b': 1, '1.c': 2, '1.d': 1, '1.e': 2, '1.e.1': 5, '1.e.2': 1, '1.e.3': 1, '1.e.4': 1, '1.e.5': 1, '1.e.6': 1, '1.e.7': 3, '1.e.8': 4, '1.e.9': 3, '1.f': 1, '1.f.1': 1, '1.f.2': 1, '1.f.3': 4, '1.f.4': 1, '1.f.5': 1, '1.f.6': 1, '1500': 1, '1757': 1, '1767': 2, '1792': 1, '2': 1, '20%': 1, '2001': 1, '21': 1, '3': 3, '30': 1, '4': 3, '4557': 1, '5': 1, '5,000': 1, '50': 1, '501(c)(3': 2, '596-1887': 1, '60': 1, '64-6221541': 1, '801': 1, '809': 1, '84116': 1, '90': 2, '98-8.txt': 1, '98-8.zip': 1, '99712': 1, 'a': 2967, 'a--a': 1, 'a-a-a-business': 1, 'a-a-matter': 1, 'a-buzz': 1, 'a-tiptoe': 1, 'aback': 1, 'abandon': 1, 'abandoned': 10, 'abandoning': 1, 'abandonment': 1, 'abashed': 1, 'abate': 1, 'abated': 1, 'abbaye': 4, 'abbaye--in': 1, 'abed': 2, 'abhorrence': 1, 'abide': 1, 'abided': 1, 'abiding': 1, 'abilities': 1, 'ability': 2, 'abject': 1, 'ablaze': 1, 'able': 17, 'aboard': 1, 'abode': 1, 'abolished': 2, 'abolished--expression': 1, 'abolishing': 1, 'abolition': 1, 'abominable': 2, 'abounding': 1, 'about': 169, 'above': 23, 'abreast': 2, 'abridge': 1, 'abroad': 2, 'abrupt': 3, 'abruptly': 1, 'absence': 8, 'absent': 5, 'absolute': 3, 'absolutely': 7, 'absolving': 1, 'absorbed': 4, 'absorption': 1, 'abstractedly': 1, 'abstraction': 3, 'absurd': 1, 'abundance': 1, 'abundant': 4, 'abuse': 1, 'abused': 1, 'abyss': 1, 'abyssinia': 1, 'accent': 2, 'accents': 1, 'accept': 5, 'acceptable': 1, 'acceptation': 1, 'accepted': 3, 'accepting': 1, 'access': 14, 'accessed': 1, 'accessible': 2, 'accessories': 1, 'accident': 2, 'accident--a': 1, 'accidental': 3, 'accidentally': 3, 'acclamation': 1, 'acclamations': 2, 'accommodation': 1, 'accompanied': 4, 'accompaniment': 2, 'accompany': 4, 'accompanying': 1, 'accomplices': 1, 'accomplished': 5, 'accomplishing': 1, 'accomplishments': 2, 'accord': 1, 'accordance': 4, 'accorded': 1, 'according': 10, 'accordingly': 6, 'accost': 1, 'accosted': 1, 'account': 19, 'account--it': 1, 'account--was': 1, 'accounts': 2, 'accoutred': 1, 'accumulated': 1, 'accumulating': 1, 'accurate': 1, 'accurately': 1, 'accursed': 5, 'accusation': 2, 'accused': 13, 'accustomed': 7, 'ace': 3, 'achieve': 1, 'achieved': 1, 'achievement': 1, 'achievements': 1, 'achieving': 1, 'acknowledge': 1, 'acknowledged': 5, 'acknowledgment': 2, 'acknowledgments': 1, 'acoustical': 1, 'acquaintance': 1, 'acquainted': 2, 'acquiesced': 1, 'acquiescence': 1, 'acquired': 2, 'acquirements--a': 1, 'acquisition': 1, 'acquit': 1, 'acquittal': 1, 'acquitted': 3, 'acres': 1, 'across': 36, 'act': 11, 'acted': 9, 'action': 20, 'action--not': 1, 'actions': 1, 'active': 6, 'actively': 2, 'actor': 1, 'actual': 4, 'actually': 5, 'acute': 1, 'acuteness': 1, 'adam': 1, 'add': 7, 'added': 32, 'addition': 3, 'additional': 8, 'additionally': 2, 'additions': 3, 'address': 8, 'addressed': 8, 'addresses': 2, 'addressing': 5, 'adequately': 1, 'adieu': 3, 'adjacent': 5, 'adjective': 1, 'adjoining': 4, 'adjourned': 1, 'adjuration': 1, 'adjure': 1, 'adjured': 2, 'adjusted': 2, 'adjusting': 2, 'administered': 2, 'admirable': 4, 'admiration': 5, 'admire': 3, 'admired': 1, 'admirers': 1, 'admiring': 4, 'admission': 3, 'admit': 7, 'admittance': 1, 'admitted': 4, 'admonish': 1, 'admonitory': 1, 'adopted': 1, 'adorable': 1, 'adorn--the': 1, 'adorned': 1, 'adornments': 1, 'adust': 1, 'advance': 10, 'advanced': 9, 'advancing': 5, 'advantage': 5, 'advantages': 2, 'adventurous': 3, 'advice': 7, 'advisable': 1, 'advise': 6, 'advised': 3, 'adviser--a': 1, 'advocate': 2, "advocate's": 1, 'afar': 4, 'affably': 1, 'affair': 1, 'affairs': 12, 'affect': 3, 'affected': 4, 'affectingly': 1, 'affection': 6, 'affectionate': 6, 'affectionately': 3, 'affections': 3, 'affidavit': 1, 'affirmative': 2, 'afflicted': 6, 'affliction': 3, 'afford': 3, 'afforded': 1, 'affrighted': 1, 'afire': 1, 'afoot': 1, 'afore': 1, 'aforesaid': 2, 'afraid': 17, 'afresh': 4, 'after': 138, 'afternoon': 18, 'afterwards': 25, 'again': 227, 'again!--to': 1, 'against': 78, 'age': 20, 'aged': 2, 'agency': 1, 'agent': 2, 'ages': 4, 'aggerawayter': 3, 'aggravated': 1, 'aggravation': 1, 'agicultooral': 1, 'agility': 1, 'agin': 6, 'agitated': 6, 'agitation': 9, 'agitation--a': 1, 'ago': 32, 'agonised': 1, 'agony': 7, 'agree': 9, 'agreeable': 9, 'agreed': 5, 'agreement': 19, 'agreement--they': 1, 'ah': 23, 'aha': 1, 'ahead': 2, 'aid': 14, 'aids': 1, 'ailing': 1, 'aiming': 2, 'aims': 1, "ain't": 9, 'air': 67, 'airily': 1, 'airs': 2, 'airy': 2, 'ajar': 1, 'ak': 1, 'akin': 2, 'al-ways': 2, 'alacrity': 1, 'alarm': 5, 'alarm-bells': 1, 'alarmed': 4, 'alarming': 4, 'alarmingly': 1, 'alas': 2, 'albeit': 1, 'alcove': 1, 'ale': 1, 'ale-house': 1, 'ale-houses': 1, 'alert': 1, 'alexandre': 6, 'alienated': 1, 'alight': 2, 'alighted': 4, 'alighting': 1, 'alike': 6, 'alive': 10, 'all': 571, 'alleys': 1, 'allied': 1, 'allow': 4, 'allowance': 1, 'allowed': 4, 'allowing': 3, 'allusion': 2, 'allusions': 1, 'alluvial': 1, 'ally': 1, 'almost': 46, "almost-child's": 1, 'aloft': 2, 'alone': 52, 'alone--blinded': 1, 'alone--for': 1, 'along': 42, 'aloud': 8, 'already': 41, 'already--banishing': 1, 'also': 30, 'altar': 3, 'alter': 3, 'alteration': 1, 'alterations': 1, 'altercation': 1, 'altered': 6, 'alternate': 1, 'alternating': 1, 'although': 16, 'altitude': 1, 'altogether': 13, 'always': 101, 'always--as': 1, 'always-vain': 1, 'am': 225, 'amazed': 3, 'amazement': 3, 'amazingly': 1, 'ambassadors': 1, 'ambition': 4, 'ambuscade': 1, 'amendment': 1, 'amends': 3, 'america': 3, 'americans': 1, 'amiable': 2, 'amiably': 1, 'amicably': 1, 'amidst': 3, 'amiss': 2, 'ammunition': 1, 'among': 106, 'amount': 1, 'ample': 1, 'amused': 3, 'an': 348, 'analyse': 1, 'anathematised': 1, 'anatomise': 1, 'ancestors': 1, 'ancestral': 1, 'anchor': 1, 'anchorage': 1, 'ancient': 10, 'and': 4993, 'and--but': 1, 'and--in': 1, 'and--miss': 1, 'anew': 7, 'angel': 2, "angel's": 1, 'angels': 3, 'anger': 6, 'angering': 1, 'angle': 3, 'angrily': 3, 'angry': 15, 'anguish': 4, 'animal': 1, 'animals': 2, 'animated': 5, 'animosity': 2, 'aniseed': 1, 'ankles': 1, 'anna': 1, 'annihilated': 1, 'annihilation': 1, 'anniversary': 1, 'anno': 1, 'announce': 2, 'announced': 2, 'announcement': 2, 'announcing': 1, 'annoyed': 2, 'anon': 1, 'another': 132, "another's": 2, 'another--this': 1, 'answer': 51, 'answer--"various': 1, 'answered': 53, 'answering': 10, 'answers': 2, 'ante-chambers': 1, 'antecedents': 2, 'anti-climax': 1, 'anticipate': 3, 'anticipating': 3, 'anticipation': 2, 'antipathies': 1, 'antipathy': 1, 'antiquity': 5, 'antoine': 49, "antoine's": 3, 'anxieties': 1, 'anxiety': 8, 'anxious': 16, 'anxiously': 2, 'any': 261, 'anybody': 8, "anybody's": 5, 'anyone': 4, 'anything': 57, 'anyways': 1, 'anywhere': 5, 'apart': 16, 'apartment': 3, 'apartments': 2, 'aphorism': 1, 'apocryphal': 1, 'apologetic': 1, 'apology': 1, 'apostrophe': 1, 'apostrophise': 1, 'apostrophising': 1, 'apparatus': 1, 'apparent': 4, 'apparently': 6, 'apparition': 2, 'apparitions': 2, 'appeal': 7, 'appealed': 2, 'appealing': 3, 'appeals': 1, 'appear': 8, 'appearance': 29, 'appearances': 1, 'appeared': 21, 'appearing': 5, 'appears': 2, 'appellation': 1, 'applauding': 1, 'applause': 1, 'apple': 1, 'apples': 1, 'applicable': 3, 'application': 3, 'applied': 1, 'applies': 1, 'apply': 1, 'appointed': 8, 'appointment': 2, 'appointments': 1, 'appreciate': 1, 'appreciated': 1, 'appreciative': 2, 'apprehend': 2, 'apprehension': 5, 'apprehensions': 2, 'apprehensive': 1, 'apprised': 1, 'approach': 7, 'approached': 6, 'approaches': 1, 'approaching': 1, 'approbation': 1, 'appropriate': 1, 'approval': 3, 'approve': 2, 'approved': 2, 'approvingly': 2, 'aquiline': 3, 'arabian': 1, 'arch': 1, 'arched': 1, 'arches': 2, 'architecture': 3, 'archive': 13, 'ardent': 3, 'ardour': 2, 'are': 333, 'are!--perhaps': 1, 'area-railings': 1, 'argued': 3, 'argument': 1, 'argumentative': 1, 'arise': 6, 'arisen': 2, 'aristocrat': 10, 'aristocratic': 3, 'aristocrats': 2, 'arm': 60, "arm's": 1, 'arm--it': 1, 'arm-chair': 1, 'arm-chest': 2, 'armed': 14, 'armorial': 1, 'armoury': 1, 'arms': 49, 'army': 3, 'arose': 19, 'around': 19, 'arouse': 1, 'arraigned': 1, 'arrange': 1, 'arranged': 5, 'arrangement': 7, 'arrangements': 9, 'arranging': 1, 'array': 1, 'arrears': 1, 'arrest': 3, 'arrested': 4, 'arrival': 7, 'arrive': 5, 'arrived': 14, 'arriving': 2, 'art': 6, 'artful': 1, 'article': 2, 'articles': 5, 'articulate': 1, 'artificially': 1, 'artless': 1, 'arts': 4, 'as': 1148, 'as-is': 1, 'ascended': 6, 'ascending': 2, 'ascents': 1, 'ascertain': 2, 'ascertained': 3, 'ascii': 2, 'ashamed': 4, 'ashantee': 1, 'ashes': 6, 'ashy': 2, 'aside': 23, 'ask': 61, 'asked': 86, 'asking': 6, 'asks': 4, 'asleep': 21, 'aspect': 17, 'aspirations': 2, 'aspired': 1, 'assailant': 1, 'assassinated': 1, 'assassination': 1, 'assassins': 1, 'assault': 1, 'assemblage': 1, 'assemblages': 1, 'assemble': 1, 'assembled': 2, 'assembles': 1, 'assented': 5, 'assert': 2, 'asserted': 2, 'assertion': 1, 'asseveration': 1, 'assiduously': 1, 'assignation': 1, 'assigned': 2, 'assist': 5, 'assistance': 6, 'assisted': 12, 'assisting': 1, 'associated': 10, 'associating': 2, 'association': 6, 'associations': 5, 'assorted': 1, 'assume': 2, 'assumed': 4, 'assuming': 1, 'assumption': 2, 'assurance': 2, 'assurances': 2, 'assure': 6, 'assured': 4, 'assuredly': 3, 'assures': 1, 'astern': 1, 'astir': 1, 'astonished': 2, 'astonishment': 3, 'astounded': 2, 'astounding': 1, 'astray': 1, 'asunder': 1, 'at': 1043, 'ate': 7, 'atheistical': 1, 'athirst': 1, 'atmosphere': 3, 'atmospheric': 1, 'atomics': 1, 'atonement': 1, 'atop': 1, 'atrocious': 1, 'attached': 10, 'attachment': 4, 'attack': 3, 'attainable': 1, 'attained': 1, 'attainments': 1, 'attempt': 3, 'attempted': 2, 'attempts': 1, 'attend': 5, 'attendance': 3, 'attendant': 5, 'attendants': 1, 'attended': 10, 'attention': 20, 'attentive': 6, 'attentively': 5, 'attenuated': 1, 'attitude': 9, 'attorney-general': 12, "attorney-general's": 2, 'attract': 3, 'attracted': 5, 'attracting': 1, 'attraction': 3, 'attractive': 1, 'attributable': 1, 'attribute': 1, 'audible': 9, 'audibly': 2, 'audience': 7, 'auditory': 1, 'augment': 1, 'august': 2, 'august--he': 1, 'auspicious': 1, 'authorised': 1, 'authoritative': 1, 'authorities': 3, 'authority': 10, 'autumn': 3, 'avail': 3, 'available': 2, 'avenge': 3, 'avenged': 1, 'avenue': 2, 'avenues': 2, 'aversion': 1, 'avert': 1, 'averted': 1, 'avocations': 1, 'avoid': 9, 'avoidance': 1, 'avoided': 1, 'avoiding': 1, 'avow': 1, 'avowal': 1, 'awaited': 7, 'awaiting': 5, 'awake': 7, 'awaken': 4, 'awakened': 4, 'awakening': 1, 'aware': 3, 'awaricious': 1, 'away': 134, 'away--for': 1, 'away--you': 1, 'awe': 1, 'awe-stricken': 2, 'awful': 8, 'awfulness': 1, 'awkward': 1, 'awoke': 5, 'awry': 2, 'axe': 9, 'axe--a': 1, 'axes': 2, 'ay': 5, 'b': 2, 'b-u-u-ust': 1, 'babble': 1, 'babel': 1, 'babies': 1, 'baby': 5, 'bacchanalian': 2, 'bachelor': 6, 'bachelor-fashion': 1, 'back': 134, 'backgammon': 1, 'background': 1, 'backs': 2, 'backward': 2, 'backwards': 3, 'bad': 43, "bad's": 1, 'baffled': 2, 'bag': 2, 'bah': 3, 'bailey': 20, 'bailiff': 1, 'baker': 1, "baker's": 1, 'bakers': 1, 'balance': 1, 'balanced': 1, 'balances': 1, 'bald': 1, 'ball': 6, 'ball--when': 1, 'ballad': 1, 'balustrades': 2, 'band': 1, 'bandages': 1, 'banished': 2, 'bank': 49, 'bank-notes': 1, 'bank-notes--may': 1, 'banker': 4, 'bankers': 1, 'banking': 5, 'banking-house': 7, 'bankruptcy': 1, 'banks': 2, 'banquets': 1, 'bar': 27, 'barbarian': 1, 'barbarous': 4, 'barber': 5, 'bare': 9, 'bare-armed': 1, 'bare-breasted': 1, 'bare-foot': 1, 'bare-legged': 1, 'bared': 1, 'barefoot': 1, 'bareheaded': 1, 'barely': 1, 'bargain': 3, 'barges': 1, 'bark': 1, 'barked': 1, 'barmecide': 1, 'barred': 5, 'barrel': 1, 'barrels': 2, 'barren': 2, 'barricades': 1, 'barrier': 16, 'barrier--i': 1, 'barriers': 1, 'barrister': 2, 'bars': 10, 'barsad': 44, "barsad's": 1, 'base': 2, 'based': 2, 'basement': 1, 'baseness': 1, 'basin': 7, 'basket': 4, 'baskets': 2, 'bastille': 22, 'batch': 2, 'bathed': 1, 'battered': 1, 'battles': 1, 'bawled': 1, 'bawling': 1, 'bay': 2, 'bayonets': 3, 'be': 781, 'be--he': 1, 'be--perhaps': 1, 'be--unless': 1, 'beach': 5, 'beacon': 1, 'beaming': 1, 'beamingly': 1, 'beams': 2, 'beans': 1, 'bear': 32, 'bear-leader': 1, 'beard': 4, 'bearded': 1, 'bearer': 2, 'bearers': 1, 'bearing': 8, 'bearings': 1, 'bears': 2, 'beast': 1, 'beastly': 1, 'beasts': 5, 'beat': 9, 'beaten': 5, 'beating': 9, 'beats': 1, 'beauties': 1, 'beautified': 1, 'beautiful': 14, 'beautifully': 1, 'beautifying': 1, 'beauty': 9, 'beauvais': 11, 'beauvais--which': 1, 'became': 30, 'because': 42, 'beckoned': 5, 'beckoning': 1, 'become': 23, 'becomes': 2, 'becoming': 3, 'becomingly': 1, 'bed': 42, 'bed-chamber': 5, 'bed-gown': 1, 'bed-winches': 1, 'bedlam--only': 1, 'bedroom': 7, 'beds': 2, 'bedside': 2, 'been': 435, 'been--been': 1, 'been--like': 1, 'been--nay': 1, 'been--oh': 1, 'beer': 3, 'beer-drinking': 1, 'beery': 1, 'befall': 1, 'befitting': 1, 'before': 232, 'beforehand': 4, 'befriend': 1, 'beg': 9, 'began': 48, 'beggars': 1, 'begged': 2, 'begin': 11, 'beginning': 12, 'begirt': 1, 'begrimed': 1, 'beguile': 1, 'beguiled': 2, 'begun': 8, 'behalf': 2, 'beheaded': 2, 'beheld': 4, 'behind': 54, 'behold': 4, 'beholder': 1, 'beholders': 2, 'behoved': 1, 'being': 134, 'beings--taxed': 1, 'belated': 1, 'belief': 6, 'believe': 46, 'believe--but': 1, 'believed': 6, 'believeth': 6, 'believing': 1, 'bell': 17, 'bell-ringing': 1, 'belligerent': 1, 'bells': 4, 'belong': 6, 'belonged': 3, 'belonging': 4, 'beloved': 5, 'below': 15, 'belt': 1, 'bench': 26, 'bench-walk': 1, 'bending': 6, 'beneath': 5, 'benefactor': 1, 'benefactors': 1, 'beneficial': 2, 'benefit': 1, 'benevolence': 1, 'benevolent': 1, 'benighted': 1, 'bent': 26, 'benumbed': 1, 'bereft': 2, 'beseeching': 1, 'beset': 1, 'besetting': 1, 'beside': 21, 'besides': 18, 'besieged': 1, 'besmeared': 1, 'besmirched': 1, 'besought': 4, 'bespattered': 1, 'best': 40, 'bestow': 2, 'bestowal': 1, 'bestowed': 7, 'bestowing': 1, 'bestrewn': 1, 'bethinking': 1, 'bethought': 2, 'betimes': 1, 'betook': 1, 'betray': 1, 'betrothal': 1, 'betrothed': 1, 'better': 88, 'better--although': 1, 'better--i': 1, 'between': 63, 'betwixt': 1, 'beware': 1, 'bewildered': 4, 'bewildering': 1, 'bewilderment': 2, 'beyond': 27, 'bid': 4, 'bidden': 2, 'biding': 1, 'big': 3, 'bill': 1, 'billet': 1, 'billets': 2, 'billows': 1, 'billowy': 1, 'binary': 1, 'bind': 3, 'bird': 4, 'birds': 10, 'birth': 4, 'birthday': 2, 'birthdays': 1, 'bit': 5, 'bite': 4, 'biting': 2, 'bitter': 5, 'bitterly': 5, 'bitterness': 1, 'black': 37, 'black-haired': 1, 'blackened': 4, 'blackguard': 1, 'blackheath': 1, "blacksmith's": 1, 'blade': 4, 'blades': 1, 'blameless': 2, 'blank': 9, 'blaring': 1, 'blasphemous': 1, 'blast': 1, 'blatant': 1, 'blaze': 2, 'blazed': 2, 'blazing': 7, 'bleeding': 5, 'blended': 2, 'blending': 1, 'bless': 15, 'blessed': 7, 'blessed--my': 1, 'blessing': 8, 'blest': 5, 'blew': 2, 'blight': 2, 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'unheard--both': 1, 'unheeded': 1, 'uniform': 3, 'uniformity': 1, 'uniformly': 1, 'unimagined': 1, 'unimpaired': 1, 'unimpeachable': 3, 'unintelligible': 3, 'uninvited': 1, 'unison': 2, 'united': 16, 'units': 1, 'universal': 7, 'universe': 1, 'unjust': 2, 'unjustly': 1, 'unkempt': 1, 'unkind': 1, 'unknown': 8, 'unlawful': 2, 'unless': 8, 'unlike': 4, 'unlikely': 1, 'unlink': 1, 'unluckily': 1, 'unlucky': 1, 'unmixed': 1, 'unmoved': 1, "unnat'ral": 2, 'unnatural': 2, 'unnaturally': 1, 'unnecessarily': 1, 'unnecessary': 1, 'unopened': 1, 'unornamental': 1, 'unpopular': 1, 'unpopularity': 1, 'unprecedented': 1, 'unprepared': 2, 'unpromising': 1, 'unprosperous': 1, 'unprotected': 1, 'unquestionably': 3, 'unreal': 3, 'unreality': 2, 'unreasonable': 2, 'unrelenting': 1, 'unreserved': 1, 'unreservedly': 1, 'unrobed': 1, 'unruly': 1, 'unsafe': 1, 'unscrupulous': 1, 'unseen': 6, 'unselfish': 2, 'unselfishness': 1, 'unsettled': 1, 'unshaded': 1, 'unshaken': 1, 'unshaped': 1, 'unsolicited': 1, 'unspeakable': 2, 'unsteadily': 1, 'unsteady': 3, 'unsubstantial': 1, 'unsuccessful': 1, 'unsuitable': 1, 'unsuspicious': 1, 'unswallowed': 1, 'untidy': 1, 'until': 96, 'untimely': 2, 'untiring': 1, 'unto': 1, 'untold': 1, 'untouched': 1, 'untracked': 1, 'untrimmed': 1, 'untroubled': 1, 'unusual': 6, 'unusually': 4, 'unwholesome': 3, 'unwholesomely': 1, 'unwilling': 2, 'unwillingly--a': 1, 'unwillingness': 3, 'unwonted': 1, 'unworthily': 1, 'unyoked': 1, 'up': 309, 'up--as': 1, 'up-hill': 1, 'up-stairs': 6, 'up-stairs--and': 1, 'updated': 1, 'upheaving': 1, 'uphold': 2, 'upholsterers': 1, 'uplifted': 1, 'upon': 291, 'upper': 4, 'uppermost': 1, 'upright': 3, 'uproar': 3, 'upshot': 1, 'upstairs': 2, 'upturning': 1, 'upward': 9, 'upwards': 1, 'urchin': 2, 'urge': 2, 'urged': 5, 'urgent': 2, 'urging': 1, 'urns': 1, 'us': 107, 'us--i': 1, 'us--much': 1, 'usage': 3, 'use': 27, 'use--to': 1, 'used': 27, 'useful': 10, 'usefulness': 1, 'useless': 11, 'user': 3, 'using': 8, 'usual': 48, 'usually': 8, 'ut': 1, 'utmost': 9, 'utter': 3, 'utterance': 2, 'uttered': 8, 'utterer': 1, 'uttering': 1, 'utterly': 3, 'v': 3, 'vacant': 5, 'vacantly': 2, 'vacation': 4, "vacation's": 1, 'vagabond': 1, 'vagrancy': 1, 'vague': 4, 'vaguely': 2, 'vain': 17, 'vain;--then': 1, 'vainest': 1, 'vainly': 1, 'valet': 7, 'valise': 2, 'valuable': 3, 'value': 3, 'valued': 1, 'vanilla': 2, 'vanished': 4, 'vanities': 1, 'vanity': 1, 'vapour': 3, 'vapouring': 2, 'vapours': 1, 'variation': 1, 'varieties': 2, 'variety': 5, 'various': 14, 'variously': 1, 'varying': 2, 'vassal': 1, 'vast': 4, 'vaulted': 3, 'vaults': 1, 'vaunted': 1, 'vaunting': 1, 'vauxhall': 1, 'vegetable': 2, 'vegetating': 1, 'vehemence': 1, 'vehement': 1, 'vehicle': 4, 'vehicles': 2, 'veil': 2, 'veinous': 1, 'veins': 1, 'vendor': 3, 'venerable': 1, 'vengeance': 43, 'ventured': 2, 'verbal': 1, 'verdict': 2, 'verging': 1, 'vermin': 2, 'vermin-haunted': 1, 'versailles': 1, 'version': 2, 'very': 217, 'vessel': 2, 'vestige': 3, 'vexation': 1, 'vexed': 3, 'vi': 3, 'viands': 1, 'vice': 1, 'vices': 1, 'vicious': 1, 'victim': 5, 'victims': 5, 'victorious': 1, 'victory': 1, 'vied': 1, 'view': 7, 'view--it': 1, 'viewed': 2, 'viewing': 1, 'views': 1, 'vigilance': 1, 'vigilant': 1, 'vigorous': 2, 'vigour': 1, 'vigourous': 1, 'vii': 2, 'viii': 2, 'vile': 4, 'vilest': 1, 'village': 50, 'village--had': 1, 'villagers': 1, 'villages': 1, 'villain': 2, 'villainy': 1, 'ville': 4, 'vindicating': 1, 'vinegar': 2, 'vineyards': 1, 'vinous': 1, 'violates': 1, 'violence': 1, 'violent': 6, 'violently': 4, 'virtually': 1, 'virtue': 6, 'virtues': 2, 'virtuous': 3, 'virus': 1, 'visage': 5, 'visages': 1, 'visible': 8, 'visibly': 2, 'vision': 3, 'visit': 4, 'visitation': 1, 'visited': 1, 'visitor': 8, 'visitors': 2, 'vista': 1, 'vivacious': 1, 'vivacity': 1, 'vivid': 3, 'vividly': 2, 'vociferating': 1, 'vogue': 2, 'voice': 83, 'voice--i': 1, 'voices': 13, 'voices--among': 1, 'voices--voices': 1, 'void': 1, 'volleys': 1, 'voluble': 2, 'voluntarily': 3, 'voluntary': 1, 'volunteer': 1, 'volunteers': 7, 'voluptuous': 1, 'vortex': 1, 'vote': 2, 'voted': 2, 'votes': 1, 'vow': 1, 'voyage': 2, 'vulgar': 3, 'wager': 1, 'wages': 1, 'waggonloads': 1, 'waifs': 1, 'wail': 1, 'wailing': 2, 'waist': 8, 'waist-coat': 1, 'waistband': 3, 'waistcoat': 3, 'wait': 14, 'waited': 12, 'waiter': 3, 'waiters': 1, 'waiting': 17, 'wake': 5, 'wakened': 1, 'waking': 2, 'wales': 1, 'walk': 10, 'walked': 43, 'walking': 22, 'walking-shoe': 1, 'walks': 1, 'wall': 43, 'wall--there': 1, 'walls': 18, 'walnut-shell': 1, 'walton': 1, 'wander': 1, 'wandered': 6, 'wanderer': 1, 'wandering': 8, 'waning': 1, 'want': 36, 'wanted': 16, 'wanting': 3, 'wantonly': 1, 'wants': 2, 'war': 1, 'warbled': 1, 'ward': 3, 'warehouses': 1, 'warm': 6, 'warmed': 2, 'warmer': 1, 'warming': 1, 'warmly': 3, 'warmth': 2, "warn't": 3, 'warned': 2, 'warning': 5, 'warnings': 1, 'warped': 2, 'warranties': 3, 'warranty': 2, 'wars': 1, 'warwickshire': 1, 'wary': 2, 'was': 1764, 'was--and': 1, 'was--before': 1, 'was--or': 1, 'was--quite': 1, 'was--without': 1, 'washed': 2, 'washing': 1, 'washington': 4, "wasn't": 2, 'waste': 6, 'wasted': 9, 'watch': 13, 'watch-fire': 1, 'watched': 13, 'watches': 5, 'watchful': 6, 'watchfully': 1, 'watchfulness': 4, 'watching': 12, 'watchman': 1, 'watchmen': 2, 'watchtower': 1, 'water': 37, 'water-colours': 1, 'waterfalls': 1, 'waters': 4, 'waterspout': 1, 'watery': 2, 'wave': 9, 'waved': 5, 'waves': 5, 'wax': 1, 'way': 180, 'way--"though': 1, 'way--and': 1, 'way--charles': 1, 'way--have': 1, 'way--tend': 1, 'way--the': 1, 'way--to': 1, 'wayfarer': 1, 'waylaid': 1, 'ways': 18, 'wayside': 1, 'we': 177, 'we--since': 1, 'weak': 16, 'weaken': 1, 'weakened': 1, 'weaker': 1, 'weakest': 1, 'weakness': 10, 'weaknesses': 1, 'weapon': 7, 'weapons': 7, 'wear': 9, 'wearer': 2, "wearer's": 2, 'wearied': 1, 'wearing': 1, 'weary': 8, 'weary--worn': 1, 'weather': 8, 'weather-beaten': 1, 'weathers': 3, 'weaving': 1, 'web': 6, 'wednesday': 1, 'weeds': 1, 'week': 14, 'weekly': 1, 'weeks': 6, 'weep': 14, 'weeping': 6, 'weigh': 1, 'weighs': 1, 'weight': 8, 'weird': 2, 'welcome': 3, 'well': 167, 'well--thousands': 1, 'well-directed': 1, 'well-grown': 1, 'well-known': 2, 'well-looking': 1, 'well-made': 1, 'well-remembered': 1, 'well-satisfied': 1, 'well-worn': 1, 'wells': 1, 'wending': 1, 'went': 109, 'wenturs': 1, 'wept': 6, 'were': 657, 'were--charles': 1, "weren't": 1, 'wery': 1, 'west': 5, 'westminster': 2, 'westward': 2, 'wet': 11, 'wet-towelling': 1, 'wetted': 1, 'what': 371, "what's": 9, 'whatever': 16, 'whatsoever': 2, 'wheat': 1, 'wheel': 2, 'wheel--the': 1, 'wheeled': 1, 'wheels': 10, 'when': 434, 'whence': 2, 'whenever': 6, 'where': 158, 'whereas': 4, 'whereat': 1, 'wherein': 3, 'whereof': 1, 'whereunto': 1, 'whereupon': 2, 'wherever': 1, 'whet': 1, 'whether': 43, 'whew': 1, 'which': 409, 'whiffed': 1, 'while': 97, 'whiles': 2, 'whimpering': 1, 'whims': 1, 'whip': 5, 'whip-corrected': 1, 'whipping-post': 2, 'whips': 3, 'whirled': 4, 'whirling': 4, 'whirlings': 1, 'whirlpool': 1, 'whirrs': 1, 'whisper': 17, 'whispered': 14, 'whispering': 6, 'whispers': 4, 'whistled': 1, 'whistling': 1, 'white': 28, 'white-haired': 4, 'white-silk': 1, 'whitefriars': 1, 'whiteness': 2, 'whiter': 1, 'whitewashed': 1, 'who': 375, "who's": 3, 'whole': 37, 'wholesale': 1, 'wholesome': 2, 'wholly': 4, 'whom': 70, 'whoop': 1, 'whose': 45, 'whosoever': 4, 'why': 70, 'wicked': 9, 'wickedly': 1, 'wickedness': 1, 'wicket': 3, 'wicks': 1, 'wide': 13, 'widely': 1, 'wider': 2, 'widest': 2, 'widow': 3, 'widowhood': 1, 'width': 1, 'wielders': 1, 'wife': 93, 'wife!--we': 1, "wife's": 3, 'wife--o': 1, 'wife--so': 1, 'wig': 15, 'wig--lorry--of': 1, 'wigged': 6, 'wigs': 2, 'wild': 25, 'wild-beast': 1, 'wild-looking': 1, 'wilderness': 4, 'wildest': 4, 'wildly': 5, 'wildness': 2, 'wilfully': 1, 'will': 295, 'will--he': 1, 'willing': 4, 'willingly': 6, 'wills': 1, 'wilt': 1, 'win': 1, 'wind': 17, 'winding': 8, 'winding-sheet': 1, 'windmill': 1, 'window': 49, 'window-breaking': 1, 'window-ledges': 1, 'windows': 28, 'winds': 7, 'windy': 3, 'wine': 63, 'wine--but': 1, 'wine-lees--blood': 1, 'wine-rotted': 1, 'wine-shop': 51, 'wine-shops': 2, 'wine-vendor': 1, 'wing': 1, 'wings': 4, 'wink': 1, 'winking': 3, 'winning': 3, 'winnowing': 1, 'winter': 11, 'wintry': 2, 'wipe': 2, 'wiped': 2, 'wiping': 1, 'wiry': 1, 'wisdom': 2, 'wise': 5, 'wisely': 1, 'wiser': 2, 'wisest': 1, 'wish': 26, 'wished': 5, 'wishes': 8, 'wishing': 2, 'wisited': 1, 'wistfully': 1, 'wit': 2, 'wital': 1, 'with': 1351, 'with--had': 1, 'withal': 1, 'withdrawing': 1, 'withdrawn': 1, 'withdraws': 1, 'withdrew': 6, 'wither': 1, 'withered': 2, 'withheld--to': 1, 'within': 68, 'without': 112, 'witness': 25, 'witness-box': 1, 'witnessed': 1, 'witnesses': 8, 'wittles': 3, 'wives': 3, 'wo-ho': 2, 'woe': 3, 'wolf-procession': 1, 'wolfishly': 1, 'woman': 66, "woman's": 5, 'woman--had': 1, 'womanly': 1, 'women': 52, "women's": 3, 'women--who': 1, 'won': 3, "won't": 11, 'wonder': 14, 'wonder!--much': 1, 'wondered': 1, 'wonderful': 11, 'wondering': 4, 'wonders': 2, 'wood': 13, 'wood-ashes': 2, 'wood-sawyer': 12, "wood-sawyer's": 1, 'wooden': 9, 'woodman': 3, 'woods': 3, 'woollen': 3, 'word': 69, 'words': 77, 'wore': 20, 'work': 128, 'work-table': 1, 'work-worn': 1, 'worked': 21, 'workers': 1, 'working': 7, 'workings': 3, 'workman': 3, 'workmen': 3, 'works': 34, 'workshop': 1, 'world': 41, 'world--the': 2, 'world--which': 1, 'worldly': 6, 'worm-eaten': 1, 'wormy': 1, 'worn': 15, 'worn-out': 1, 'worried': 2, 'worse': 19, 'worse--and': 1, 'worshippers': 2, 'worst': 18, 'worth': 22, 'worthier': 1, 'worthless': 2, 'worthlessness': 1, 'worthy': 10, 'wos': 10, 'wot': 18, "wot's": 1, 'would': 341, "wouldn't": 13, 'wouldst': 1, 'wound': 9, 'wounded': 6, 'wounds': 2, 'woven': 1, 'wows': 1, 'wrap': 1, 'wrapped': 6, 'wrapper': 1, 'wrappers': 2, 'wrappings': 1, 'wrath': 1, 'wrath--the': 1, 'wrathfully': 2, 'wreaking': 1, 'wreaths': 2, 'wreck': 2, 'wrecks': 2, 'wrench': 1, 'wrested': 1, 'wretch': 4, 'wretched': 13, 'wretchedest': 1, 'wretchedly': 1, 'wretches': 1, 'wring': 1, 'wringing': 2, 'wrist': 4, 'wrists': 2, 'write': 22, 'write--and': 1, 'writer': 1, "writer's": 1, 'writing': 14, 'written': 21, 'wrong': 20, 'wronged': 1, 'wrongfully': 1, 'wrongs': 2, 'wrote': 13, 'wrought': 2, 'wrung': 5, 'www.gutenberg.org': 2, 'x': 2, 'xi': 2, 'xii': 2, 'xiii': 2, 'xiv': 2, 'xix': 1, 'xv': 2, 'xvi': 1, 'xvii': 1, 'xviii': 1, 'xx': 1, 'xxi': 1, 'xxii': 1, 'xxiii': 1, 'xxiv': 1, 'yah': 3, 'yaha': 4, 'yard': 6, 'yards': 4, 'yawned': 1, 'ye': 2, 'ye-es': 1, 'year': 36, 'yearned': 1, 'yearning': 1, 'years': 86, 'years--a': 1, 'years--because': 1, 'yellow': 5, 'yells': 1, 'yes': 117, 'yes--i': 2, 'yesterday': 18, 'yet': 108, 'yield': 3, 'yielded': 8, 'yielded:--not': 1, 'yielding': 3, 'yieldings': 1, 'yo': 1, 'yoked': 1, 'yonder': 5, 'yore': 1, 'you': 1455, 'you!--under': 1, "you'd": 3, "you'll": 7, "you're": 10, "you've": 7, 'you--_are': 1, 'you--and': 1, 'you--does': 1, 'you--forgive': 1, 'you--ties': 1, 'you:--does': 1, 'young': 127, 'younger': 9, 'youngest': 1, 'your': 345, "your'n": 1, 'yourn': 1, 'yours': 16, 'yourself': 40, 'yourself--flung': 1, 'yourself--that': 1, 'yourselves': 3, 'youth': 9, 'youthful': 3, 'youthfulness': 1, 'youths': 1, 'zealous': 2}
from toolz import concat
from toolz.curried import drop
pipe('data/tale-of-two-cities.txt', open, drop(112), map(str.split), concat, map(stem), frequencies)
{'': 35, '1': 2, '1.a': 1, '1.b': 1, '1.c': 2, '1.d': 1, '1.e': 2, '1.e.1': 5, '1.e.2': 1, '1.e.3': 1, '1.e.4': 1, '1.e.5': 1, '1.e.6': 1, '1.e.7': 3, '1.e.8': 4, '1.e.9': 3, '1.f': 1, '1.f.1': 1, '1.f.2': 1, '1.f.3': 4, '1.f.4': 1, '1.f.5': 1, '1.f.6': 1, '1500': 1, '1757': 1, '1767': 2, '1792': 1, '2': 1, '20%': 1, '2001': 1, '21': 1, '3': 3, '30': 1, '4': 3, '4557': 1, '5': 1, '5,000': 1, '50': 1, '501(c)(3': 2, '596-1887': 1, '60': 1, '64-6221541': 1, '801': 1, '809': 1, '84116': 1, '90': 2, '98-8.txt': 1, '98-8.zip': 1, '99712': 1, 'a': 2967, 'a--a': 1, 'a-a-a-business': 1, 'a-a-matter': 1, 'a-buzz': 1, 'a-tiptoe': 1, 'aback': 1, 'abandon': 1, 'abandoned': 10, 'abandoning': 1, 'abandonment': 1, 'abashed': 1, 'abate': 1, 'abated': 1, 'abbaye': 4, 'abbaye--in': 1, 'abed': 2, 'abhorrence': 1, 'abide': 1, 'abided': 1, 'abiding': 1, 'abilities': 1, 'ability': 2, 'abject': 1, 'ablaze': 1, 'able': 17, 'aboard': 1, 'abode': 1, 'abolished': 2, 'abolished--expression': 1, 'abolishing': 1, 'abolition': 1, 'abominable': 2, 'abounding': 1, 'about': 169, 'above': 23, 'abreast': 2, 'abridge': 1, 'abroad': 2, 'abrupt': 3, 'abruptly': 1, 'absence': 8, 'absent': 5, 'absolute': 3, 'absolutely': 7, 'absolving': 1, 'absorbed': 4, 'absorption': 1, 'abstractedly': 1, 'abstraction': 3, 'absurd': 1, 'abundance': 1, 'abundant': 4, 'abuse': 1, 'abused': 1, 'abyss': 1, 'abyssinia': 1, 'accent': 2, 'accents': 1, 'accept': 5, 'acceptable': 1, 'acceptation': 1, 'accepted': 3, 'accepting': 1, 'access': 14, 'accessed': 1, 'accessible': 2, 'accessories': 1, 'accident': 2, 'accident--a': 1, 'accidental': 3, 'accidentally': 3, 'acclamation': 1, 'acclamations': 2, 'accommodation': 1, 'accompanied': 4, 'accompaniment': 2, 'accompany': 4, 'accompanying': 1, 'accomplices': 1, 'accomplished': 5, 'accomplishing': 1, 'accomplishments': 2, 'accord': 1, 'accordance': 4, 'accorded': 1, 'according': 10, 'accordingly': 6, 'accost': 1, 'accosted': 1, 'account': 19, 'account--it': 1, 'account--was': 1, 'accounts': 2, 'accoutred': 1, 'accumulated': 1, 'accumulating': 1, 'accurate': 1, 'accurately': 1, 'accursed': 5, 'accusation': 2, 'accused': 13, 'accustomed': 7, 'ace': 3, 'achieve': 1, 'achieved': 1, 'achievement': 1, 'achievements': 1, 'achieving': 1, 'acknowledge': 1, 'acknowledged': 5, 'acknowledgment': 2, 'acknowledgments': 1, 'acoustical': 1, 'acquaintance': 1, 'acquainted': 2, 'acquiesced': 1, 'acquiescence': 1, 'acquired': 2, 'acquirements--a': 1, 'acquisition': 1, 'acquit': 1, 'acquittal': 1, 'acquitted': 3, 'acres': 1, 'across': 36, 'act': 11, 'acted': 9, 'action': 20, 'action--not': 1, 'actions': 1, 'active': 6, 'actively': 2, 'actor': 1, 'actual': 4, 'actually': 5, 'acute': 1, 'acuteness': 1, 'adam': 1, 'add': 7, 'added': 32, 'addition': 3, 'additional': 8, 'additionally': 2, 'additions': 3, 'address': 8, 'addressed': 8, 'addresses': 2, 'addressing': 5, 'adequately': 1, 'adieu': 3, 'adjacent': 5, 'adjective': 1, 'adjoining': 4, 'adjourned': 1, 'adjuration': 1, 'adjure': 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'vexation': 1, 'vexed': 3, 'vi': 3, 'viands': 1, 'vice': 1, 'vices': 1, 'vicious': 1, 'victim': 5, 'victims': 5, 'victorious': 1, 'victory': 1, 'vied': 1, 'view': 7, 'view--it': 1, 'viewed': 2, 'viewing': 1, 'views': 1, 'vigilance': 1, 'vigilant': 1, 'vigorous': 2, 'vigour': 1, 'vigourous': 1, 'vii': 2, 'viii': 2, 'vile': 4, 'vilest': 1, 'village': 50, 'village--had': 1, 'villagers': 1, 'villages': 1, 'villain': 2, 'villainy': 1, 'ville': 4, 'vindicating': 1, 'vinegar': 2, 'vineyards': 1, 'vinous': 1, 'violates': 1, 'violence': 1, 'violent': 6, 'violently': 4, 'virtually': 1, 'virtue': 6, 'virtues': 2, 'virtuous': 3, 'virus': 1, 'visage': 5, 'visages': 1, 'visible': 8, 'visibly': 2, 'vision': 3, 'visit': 4, 'visitation': 1, 'visited': 1, 'visitor': 8, 'visitors': 2, 'vista': 1, 'vivacious': 1, 'vivacity': 1, 'vivid': 3, 'vividly': 2, 'vociferating': 1, 'vogue': 2, 'voice': 83, 'voice--i': 1, 'voices': 13, 'voices--among': 1, 'voices--voices': 1, 'void': 1, 'volleys': 1, 'voluble': 2, 'voluntarily': 3, 'voluntary': 1, 'volunteer': 1, 'volunteers': 7, 'voluptuous': 1, 'vortex': 1, 'vote': 2, 'voted': 2, 'votes': 1, 'vow': 1, 'voyage': 2, 'vulgar': 3, 'wager': 1, 'wages': 1, 'waggonloads': 1, 'waifs': 1, 'wail': 1, 'wailing': 2, 'waist': 8, 'waist-coat': 1, 'waistband': 3, 'waistcoat': 3, 'wait': 14, 'waited': 12, 'waiter': 3, 'waiters': 1, 'waiting': 17, 'wake': 5, 'wakened': 1, 'waking': 2, 'wales': 1, 'walk': 10, 'walked': 43, 'walking': 22, 'walking-shoe': 1, 'walks': 1, 'wall': 43, 'wall--there': 1, 'walls': 18, 'walnut-shell': 1, 'walton': 1, 'wander': 1, 'wandered': 6, 'wanderer': 1, 'wandering': 8, 'waning': 1, 'want': 36, 'wanted': 16, 'wanting': 3, 'wantonly': 1, 'wants': 2, 'war': 1, 'warbled': 1, 'ward': 3, 'warehouses': 1, 'warm': 6, 'warmed': 2, 'warmer': 1, 'warming': 1, 'warmly': 3, 'warmth': 2, "warn't": 3, 'warned': 2, 'warning': 5, 'warnings': 1, 'warped': 2, 'warranties': 3, 'warranty': 2, 'wars': 1, 'warwickshire': 1, 'wary': 2, 'was': 1764, 'was--and': 1, 'was--before': 1, 'was--or': 1, 'was--quite': 1, 'was--without': 1, 'washed': 2, 'washing': 1, 'washington': 4, "wasn't": 2, 'waste': 6, 'wasted': 9, 'watch': 13, 'watch-fire': 1, 'watched': 13, 'watches': 5, 'watchful': 6, 'watchfully': 1, 'watchfulness': 4, 'watching': 12, 'watchman': 1, 'watchmen': 2, 'watchtower': 1, 'water': 37, 'water-colours': 1, 'waterfalls': 1, 'waters': 4, 'waterspout': 1, 'watery': 2, 'wave': 9, 'waved': 5, 'waves': 5, 'wax': 1, 'way': 180, 'way--"though': 1, 'way--and': 1, 'way--charles': 1, 'way--have': 1, 'way--tend': 1, 'way--the': 1, 'way--to': 1, 'wayfarer': 1, 'waylaid': 1, 'ways': 18, 'wayside': 1, 'we': 177, 'we--since': 1, 'weak': 16, 'weaken': 1, 'weakened': 1, 'weaker': 1, 'weakest': 1, 'weakness': 10, 'weaknesses': 1, 'weapon': 7, 'weapons': 7, 'wear': 9, 'wearer': 2, "wearer's": 2, 'wearied': 1, 'wearing': 1, 'weary': 8, 'weary--worn': 1, 'weather': 8, 'weather-beaten': 1, 'weathers': 3, 'weaving': 1, 'web': 6, 'wednesday': 1, 'weeds': 1, 'week': 14, 'weekly': 1, 'weeks': 6, 'weep': 14, 'weeping': 6, 'weigh': 1, 'weighs': 1, 'weight': 8, 'weird': 2, 'welcome': 3, 'well': 167, 'well--thousands': 1, 'well-directed': 1, 'well-grown': 1, 'well-known': 2, 'well-looking': 1, 'well-made': 1, 'well-remembered': 1, 'well-satisfied': 1, 'well-worn': 1, 'wells': 1, 'wending': 1, 'went': 109, 'wenturs': 1, 'wept': 6, 'were': 657, 'were--charles': 1, "weren't": 1, 'wery': 1, 'west': 5, 'westminster': 2, 'westward': 2, 'wet': 11, 'wet-towelling': 1, 'wetted': 1, 'what': 371, "what's": 9, 'whatever': 16, 'whatsoever': 2, 'wheat': 1, 'wheel': 2, 'wheel--the': 1, 'wheeled': 1, 'wheels': 10, 'when': 434, 'whence': 2, 'whenever': 6, 'where': 158, 'whereas': 4, 'whereat': 1, 'wherein': 3, 'whereof': 1, 'whereunto': 1, 'whereupon': 2, 'wherever': 1, 'whet': 1, 'whether': 43, 'whew': 1, 'which': 409, 'whiffed': 1, 'while': 97, 'whiles': 2, 'whimpering': 1, 'whims': 1, 'whip': 5, 'whip-corrected': 1, 'whipping-post': 2, 'whips': 3, 'whirled': 4, 'whirling': 4, 'whirlings': 1, 'whirlpool': 1, 'whirrs': 1, 'whisper': 17, 'whispered': 14, 'whispering': 6, 'whispers': 4, 'whistled': 1, 'whistling': 1, 'white': 28, 'white-haired': 4, 'white-silk': 1, 'whitefriars': 1, 'whiteness': 2, 'whiter': 1, 'whitewashed': 1, 'who': 375, "who's": 3, 'whole': 37, 'wholesale': 1, 'wholesome': 2, 'wholly': 4, 'whom': 70, 'whoop': 1, 'whose': 45, 'whosoever': 4, 'why': 70, 'wicked': 9, 'wickedly': 1, 'wickedness': 1, 'wicket': 3, 'wicks': 1, 'wide': 13, 'widely': 1, 'wider': 2, 'widest': 2, 'widow': 3, 'widowhood': 1, 'width': 1, 'wielders': 1, 'wife': 93, 'wife!--we': 1, "wife's": 3, 'wife--o': 1, 'wife--so': 1, 'wig': 15, 'wig--lorry--of': 1, 'wigged': 6, 'wigs': 2, 'wild': 25, 'wild-beast': 1, 'wild-looking': 1, 'wilderness': 4, 'wildest': 4, 'wildly': 5, 'wildness': 2, 'wilfully': 1, 'will': 295, 'will--he': 1, 'willing': 4, 'willingly': 6, 'wills': 1, 'wilt': 1, 'win': 1, 'wind': 17, 'winding': 8, 'winding-sheet': 1, 'windmill': 1, 'window': 49, 'window-breaking': 1, 'window-ledges': 1, 'windows': 28, 'winds': 7, 'windy': 3, 'wine': 63, 'wine--but': 1, 'wine-lees--blood': 1, 'wine-rotted': 1, 'wine-shop': 51, 'wine-shops': 2, 'wine-vendor': 1, 'wing': 1, 'wings': 4, 'wink': 1, 'winking': 3, 'winning': 3, 'winnowing': 1, 'winter': 11, 'wintry': 2, 'wipe': 2, 'wiped': 2, 'wiping': 1, 'wiry': 1, 'wisdom': 2, 'wise': 5, 'wisely': 1, 'wiser': 2, 'wisest': 1, 'wish': 26, 'wished': 5, 'wishes': 8, 'wishing': 2, 'wisited': 1, 'wistfully': 1, 'wit': 2, 'wital': 1, 'with': 1351, 'with--had': 1, 'withal': 1, 'withdrawing': 1, 'withdrawn': 1, 'withdraws': 1, 'withdrew': 6, 'wither': 1, 'withered': 2, 'withheld--to': 1, 'within': 68, 'without': 112, 'witness': 25, 'witness-box': 1, 'witnessed': 1, 'witnesses': 8, 'wittles': 3, 'wives': 3, 'wo-ho': 2, 'woe': 3, 'wolf-procession': 1, 'wolfishly': 1, 'woman': 66, "woman's": 5, 'woman--had': 1, 'womanly': 1, 'women': 52, "women's": 3, 'women--who': 1, 'won': 3, "won't": 11, 'wonder': 14, 'wonder!--much': 1, 'wondered': 1, 'wonderful': 11, 'wondering': 4, 'wonders': 2, 'wood': 13, 'wood-ashes': 2, 'wood-sawyer': 12, "wood-sawyer's": 1, 'wooden': 9, 'woodman': 3, 'woods': 3, 'woollen': 3, 'word': 69, 'words': 77, 'wore': 20, 'work': 128, 'work-table': 1, 'work-worn': 1, 'worked': 21, 'workers': 1, 'working': 7, 'workings': 3, 'workman': 3, 'workmen': 3, 'works': 34, 'workshop': 1, 'world': 41, 'world--the': 2, 'world--which': 1, 'worldly': 6, 'worm-eaten': 1, 'wormy': 1, 'worn': 15, 'worn-out': 1, 'worried': 2, 'worse': 19, 'worse--and': 1, 'worshippers': 2, 'worst': 18, 'worth': 22, 'worthier': 1, 'worthless': 2, 'worthlessness': 1, 'worthy': 10, 'wos': 10, 'wot': 18, "wot's": 1, 'would': 341, "wouldn't": 13, 'wouldst': 1, 'wound': 9, 'wounded': 6, 'wounds': 2, 'woven': 1, 'wows': 1, 'wrap': 1, 'wrapped': 6, 'wrapper': 1, 'wrappers': 2, 'wrappings': 1, 'wrath': 1, 'wrath--the': 1, 'wrathfully': 2, 'wreaking': 1, 'wreaths': 2, 'wreck': 2, 'wrecks': 2, 'wrench': 1, 'wrested': 1, 'wretch': 4, 'wretched': 13, 'wretchedest': 1, 'wretchedly': 1, 'wretches': 1, 'wring': 1, 'wringing': 2, 'wrist': 4, 'wrists': 2, 'write': 22, 'write--and': 1, 'writer': 1, "writer's": 1, 'writing': 14, 'written': 21, 'wrong': 20, 'wronged': 1, 'wrongfully': 1, 'wrongs': 2, 'wrote': 13, 'wrought': 2, 'wrung': 5, 'www.gutenberg.org': 2, 'x': 2, 'xi': 2, 'xii': 2, 'xiii': 2, 'xiv': 2, 'xix': 1, 'xv': 2, 'xvi': 1, 'xvii': 1, 'xviii': 1, 'xx': 1, 'xxi': 1, 'xxii': 1, 'xxiii': 1, 'xxiv': 1, 'yah': 3, 'yaha': 4, 'yard': 6, 'yards': 4, 'yawned': 1, 'ye': 2, 'ye-es': 1, 'year': 36, 'yearned': 1, 'yearning': 1, 'years': 86, 'years--a': 1, 'years--because': 1, 'yellow': 5, 'yells': 1, 'yes': 117, 'yes--i': 2, 'yesterday': 18, 'yet': 108, 'yield': 3, 'yielded': 8, 'yielded:--not': 1, 'yielding': 3, 'yieldings': 1, 'yo': 1, 'yoked': 1, 'yonder': 5, 'yore': 1, 'you': 1455, 'you!--under': 1, "you'd": 3, "you'll": 7, "you're": 10, "you've": 7, 'you--_are': 1, 'you--and': 1, 'you--does': 1, 'you--forgive': 1, 'you--ties': 1, 'you:--does': 1, 'young': 127, 'younger': 9, 'youngest': 1, 'your': 345, "your'n": 1, 'yourn': 1, 'yours': 16, 'yourself': 40, 'yourself--flung': 1, 'yourself--that': 1, 'yourselves': 3, 'youth': 9, 'youthful': 3, 'youthfulness': 1, 'youths': 1, 'zealous': 2}
timeit pipe('data/tale-of-two-cities.txt', open, drop(112), map(str.split), concat, map(stem), frequencies)
10 loops, best of 3: 141 ms per loop
timeit with open('data/tale-of-two-cities.txt') as f: wordcount(f)
10 loops, best of 3: 139 ms per loop