# Notebook from Bhajji21/Natural-Language-Processing-with-Python
Path: Chapter-01 Language Processing and Python.ipynb

<code>
#Computing with Language: Text and words
#Getting started with NLTK
#import nltk
#nltk.download()

from nltk.book import**** Introductory Examples for the NLTK Book ***
Loading text1, ..., text9 and sent1, ..., sent9
Type the name of the text or sentence to view it.
Type: 'texts()' or 'sents()' to list the materials.
text1: Moby Dick by Herman Melville 1851
text2: Sense and Sensibility by Jane Austen 1811
text3: The Book of Genesis
text4: Inaugural Address Corpus
text5: Chat Corpus
text6: Monty Python and the Holy Grail
text7: Wall Street Journal
text8: Personals Corpus
text9: The Man Who Was Thursday by G . K . Chesterton 1908
#Searching text
text1.concordance("monstrous")Displaying 11 of 11 matches:
ong the former , one was of a most monstrous size . ... This came towards us ,
ON OF THE PSALMS . " Touching that monstrous bulk of the whale or ork we have r
ll over with a heathenish array of monstrous clubs and spears . Some were thick
d as you gazed , and wondered what monstrous cannibal and savage could ever hav
that has survived the flood ; most monstrous and most mountainous ! That Himmal
they might scout at Moby Dick as a monstrous fable , or still worse and more de
th of Radney .'" CHAPTER 55 Of the Monstrous Pictures of Whales . I shall ere l
ing Scenes . In connexion with the monstrous pictures of whales , I am strongly
ere to enter upon those still more monstrous stories of them which are to be fo
ght have been rummaged out of this monstrous cabinet there is no telling . But
of Whale - Bones ; for Whales of a monstrous size are oftentimes cast up dead u
#concordance permits us to see words in context.
text3.concordance("lived")Displaying 25 of 38 matches:
ay when they were created . And Adam lived an hundred and thirty years , and be
ughters : And all the days that Adam lived were nine hundred and thirty yea and
nd thirty yea and he died . And Seth lived an hundred and five years , and bega
ve years , and begat Enos : And Seth lived after he begat Enos eight hundred an
welve years : and he died . And Enos lived ninety years , and begat Cainan : An
 years , and begat Cainan : And Enos lived after he begat Cainan eight hundred
ive years : and he died . And Cainan lived seventy years and begat Mahalaleel :
rs and begat Mahalaleel : And Cainan lived after he begat Mahalaleel eight hund
years : and he died . And Mahalaleel lived sixty and five years , and begat Jar
s , and begat Jared : And Mahalaleel lived after he begat Jared eight hundred a
and five yea and he died . And Jared lived an hundred sixty and two years , and
o years , and he begat Eno And Jared lived after he begat Enoch eight hundred y
 and two yea and he died . And Enoch lived sixty and five years , and begat Met
 ; for God took him . And Methuselah lived an hundred eighty and seven years ,
 , and begat Lamech . And Methuselah lived after he begat Lamech seven hundred
nd nine yea and he died . And Lamech lived an hundred eighty and two years , an
ch the LORD hath cursed . And Lamech lived after he begat Noah five hundred nin
naan shall be his servant . And Noah lived after the flood three hundred and fi
xad two years after the flo And Shem lived after he begat Arphaxad five hundred
at sons and daughters . And Arphaxad lived five and thirty years , and begat Sa
ars , and begat Salah : And Arphaxad lived after he begat Salah four hundred an
begat sons and daughters . And Salah lived thirty years , and begat Eber : And
y years , and begat Eber : And Salah lived after he begat Eber four hundred and
 begat sons and daughters . And Eber lived four and thirty years , and begat Pe
y years , and begat Peleg : And Eber lived after he begat Peleg four hundred an
#similar used for that words who appear in a similar range of contexts
text1.similar("monstrous")
text2.similar("monstrous")true contemptible christian abundant few part mean careful puzzled
mystifying passing curious loving wise doleful gamesome singular
delightfully perilous fearless
very so exceedingly heartily a as good great extremely remarkably
sweet vast amazingly
#common_contexts: it allows us to examine just the contexts that are shared by two or more words.
text2.common_contexts(["monstrous","very"])
text1.common_contexts(["monstrous","very"])am_glad a_pretty a_lucky is_pretty be_glad
No common contexts were found
#positional information of word in text can be displayed using a dispersion plot
import numpy
import matplotlib
text4.dispersion_plot(["citizens","democracy","freedom","duties","America"])_____no_output_____#counting vocab
len(text3)

#it contains the all tokens_____no_output_____#use SET: since in SET, all duplicates are collapsed together
sorted(set(text3))_____no_output_____len(set(text3))_____no_output_____#calculating a measures of the lexical richness of text, means how many times each word is used on average.

from __future__ import division
len(text3) / len(set(text3))_____no_output_____#Particular word count
text5.count("lol")_____no_output_____text3.count("smote")_____no_output_____# calculating % of word used in text
100*text4.count('A') / len(text4)_____no_output_____#'A' and 'a' both are different
100*text4.count('a') / len(text4)_____no_output_____100*text5.count('lol') / len(text5)_____no_output_____#we can use function for calculating percentage
def lexical_diversity(text):
    return len(text) / len(set(text))
def percentage(count, total):
    return 100* count / total_____no_output_____#using functions
lexical_diversity(text3)_____no_output_____lexical_diversity(text5)_____no_output_____percentage(text5.count('lol'), len(text5))_____no_output_____#lists in python
sent1 = ['Call','me','Bhajji','.']
sent1_____no_output_____len(sent1)_____no_output_____lexical_diversity(sent1)_____no_output_____len(set(sent1))_____no_output_____sent2_____no_output_____sent3 #these are predefined in (from nltk.book import *) library_____no_output_____#exercise for practice
ex1 = ['Monty', 'Python', 'and', 'the', 'Holy', 'Grail']_____no_output_____len(ex1)_____no_output_____sorted(ex1)_____no_output_____len(set(ex1))_____no_output_____ex1.count('the')_____no_output_____sent4_____no_output_____sent1+sent4    #concatenation of two list_____no_output_____#adding single item to list is known as appending
sent1.append("Nickname")_____no_output_____sent1_____no_output_____#indexing
text4[173]_____no_output_____text4.index('awaken')_____no_output_____# slicing means extracting managable pieces of langauge from large texts.
text5[16715:16735]_____no_output_____text6[1600:1625]_____no_output_____text5[5:8]_____no_output_____#variables
my_sent = ['Bravely', 'bold','Sir','Robin',',','rode','forth','from','Camelot','.']
noun_phrase = my_sent[1:4]
noun_phrase_____no_output_____w0rds = sorted(noun_phrase)_____no_output_____w0rds_____no_output_____# Do not use pyhton reserved word for variable declaration otherwise it will show syntax error
not = 'Camelot'_____no_output_____#String slicing
name = 'Monty'
name[0]_____no_output_____name[:4]_____no_output_____#Multiplication and addition with string
name*3_____no_output_____name+'!!'_____no_output_____#join
' '.join(['Monty', 'Python'])_____no_output_____#split
'Monty Python'.split()_____no_output_____# Computing with Language: Simple statistics
saying = ['After','all','is','said','and','done','more','is','said','than','done']_____no_output_____tokens = set(saying)_____no_output_____tokens = sorted(tokens)_____no_output_____tokens_____no_output_____tokens[-2:] #print last two words_____no_output_____# Frequency Distribution
fdist1 = FreqDist(text1)_____no_output_____fdist1_____no_output_____vocabulary1 = list(fdist1.keys())_____no_output_____vocabulary1[:50]_____no_output_____fdist1["whale"]_____no_output_____fdist2 = FreqDist(text2)_____no_output_____fdist2_____no_output_____vocabulary2 = list(fdist2.keys())_____no_output_____vocabulary2[:50]_____no_output_____fdist2["whale"]_____no_output_____fdist1.plot(50, cumulative = True)_____no_output_____fdist2.plot(25, cumulative = True)_____no_output_____#words that occurs only once
fdist1.hapaxes()_____no_output_____fdist2.hapaxes() # words that occurs only once means unique_____no_output_____# fine grained selection of words w>15
vocab = set(text1)
#long_words = [w for w in V if len(w) > 15]
long_words = [word for word in vocab if len(word) > 15]

sorted(long_words)_____no_output_____V2 = set(text2)
longwords = [word for word in V2 if len(word) > 15]
sorted(longwords)_____no_output_____v5 = set(text5)
longwords5 = [w for w in v5 if len(w) > 15]
sorted(longwords5)_____no_output_____fdist5 = FreqDist(text5)
sorted([w for w in set(text5) if len(w) > 7 and fdist5[w] > 7])_____no_output_____#collocations and bigrams
print(bigrams(['more', 'is', 'said', 'than', 'done']))<generator object bigrams at 0x0000016D49FD3840>
text4.collocations()

'''This is a known bug. See NLTK issue #2299.
You can work around it by using collocation_list()
and then using a string join().
You can eliminate enclosing quotes on output with a print()'''

#print('; '.join(text4.collocation_list()))United States; fellow citizens; four years; years ago; Federal
Government; General Government; American people; Vice President; God
bless; Chief Justice; Old World; Almighty God; Fellow citizens; Chief
Magistrate; every citizen; one another; fellow Americans; Indian
tribes; public debt; foreign nations
text8.collocations()would like; medium build; social drinker; quiet nights; non smoker;
long term; age open; Would like; easy going; financially secure; fun
times; similar interests; Age open; weekends away; poss rship; well
presented; never married; single mum; permanent relationship; slim
build
#counting other things
#length of words occurs
[len(w) for w in text1]_____no_output_____fdist = FreqDist([len(w) for w in text1])
fdist_____no_output_____fdist.keys()_____no_output_____#items
fdist.items()_____no_output_____fdist[3]_____no_output_____fdist.freq(3) #frequency of length of 3 words are nearly 20%_____no_output_____time(300)Wall time: 0 ns
fdist.max()_____no_output_____#defined functions of NLTK's frequency distribution
fdist= FreqDist(text2) #create frequency distribution_____no_output_____#fdist.inc(sample)   ##to increment the count for this sample
fdist["monstrous"] #counts number of times a given word occurred_____no_output_____fdist.freq("monstrous")  #frequency of given sample_____no_output_____fdist.N() # total number of sample_____no_output_____fdist.keys() # sample sorted in order of decreasing frequency_____no_output_____fdist.tabulate()  #tabulate the frequency distribution                ,                to                 .               the                of               and               her                 a                 I                in               was                it                 "                 ;               she                be              that               for               not                as               you              with               had               his                he                 '              have                at                by                is                ."                 s            Elinor                on               all               him                so               but             which             could          Marianne                my               Mrs              from             would              very                no             their              them                --              been              were                me              they              more              said                ,"               any              what              this                 -             every              than              will                or              your                an              such               one                do               But                 !              much            sister              only              must               own                am            Edward              when               who            mother               She           herself          Dashwood                if               The              time              know          Jennings            should               are             might        Willoughby                ?"               did               now             there             think              Miss              some               can            though                He               has            before              well                It               too             other             thing              Lucy             never               how              soon             after                Mr               see           Colonel                we           without           nothing              ever               may              good               .--             being              John               out             first                 ?               say             house            little              most               day             great               ;--               two           however           Brandon             again               And              make               !--              made             about              sure               its           Ferrars               You             heart              then              give             shall            always               man              even              room           thought              into           himself               saw                !"               Sir              away                up              dear             while              felt             young            enough            myself           replied              same         Middleton              last              long              over            moment              Lady              many              left              mind             still                go              less             happy              come              kind         therefore             world             quite              both            seemed              They            cannot           believe                us            Barton              came              upon              hope             place           morning             cried               Her              town               nor             where           present            family            really            almost           brother            indeed              till              tell              like                No         affection            better             heard              love               few            Palmer              down            letter                In               way           another          feelings            rather              wish          together               His              once       immediately              gave              done         something             found            person             least              hear              home           spirits             woman               yet           subject              What              told              whom          pleasure               far               our                Oh              just             whole              feel           between         happiness            hardly      acquaintance         behaviour           against              look           opinion           comfort                My           perhaps               ,--           towards        engagement           friends             visit              knew             speak             three             known           because               ?--            looked                 t              This             since            others              life         attention             leave            within             going           cottage           brought            having              each               off            manner             these              side              eyes         continued              seen             short           general              half           suppose              find            friend                 :            wished              rest           married              year         situation             given            people               end           Norland                To            longer               How            reason          returned              took             often              next              body            passed             under             voice           evening           CHAPTER               ill              does             years              wife           already                 A          possible              Well         certainly           farther              here            regard              went           sisters             those             whose             Fanny              part             party          interest          thousand              THAT              word            matter           minutes           obliged          daughter        determined        particular              able             doubt              else              days             power              When               Yes          business            Street               old          marriage           neither                If           account              glad              lady           husband              take              poor           whether         perfectly          entirely            called              name               put    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        new              five          whatever         convinced              keep               get           pleased         instantly        confidence          happened            wishes            father       comfortable              stay          judgment            course           natural            wanted          believed                 (              full              park             table                Is             usual          Delaford           Steeles             small          remained               HER             marry             doing             taken           company            easily     circumstances              kept         necessary           anxious            change              self            walked              Lord         gentleman            strong       opportunity         knowledge          resolved            future          question               For          greatest           drawing       countenance             words            likely          repeated           feeling        appearance              Poor            affair         daughters          handsome            notice                So           concern           exactly        considered           talking            expect            turned            favour             taste          declared            misery           hearing               bed             round              past               got          suffered         Cleveland             large          produced          likewise          occasion       expectation             money              best             truth               YOU        understand        acquainted           assured       exceedingly             state        resolution        Devonshire         satisfied               let               low              fear          distress               Had         favourite            latter         advantage               why          anything         otherwise             allow                Do              fine              face         agreeable              pain             event         surprised           meeting              late               ten           society            desire            proper           delight          supposed           Perhaps               Why              idea          answered             seems           painful         curiosity               joy            appear          thoughts               met            dinner             fixed            taking            forced         Charlotte           earnest         immediate              cold            income            regret              true             worth           serious            things               men             weeks             smile          scarcely            afraid         sometimes            formed            effect             tears             After           reached            window       unfortunate          probably               use              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      eager           forward             times         enjoyment        friendship       particulars           inquiry           letters                On          smallest              walk          elegance             above         delighted              seem              soul           unhappy        compassion              thus              used              lost            estate               age         companion          required             quiet        difference         breakfast             early      circumstance           staying      indifference              help       consequence             hoped        difficulty         discourse            stairs           weather        Middletons             among               eye           Nothing         mentioned            secret              Such        tenderness              wait           liberty           capable     understanding         gratitude             style             sight          overcome              none             music              pity            praise       observation           moments        delightful          attended              calm        especially            become          entrance      recollection          followed            unable             hopes             alarm          Allenham               air              Then            honour            second            joined          thinking              hair           writing             Smith            relief         necessity             uncle           amiable               led              need            spirit              mine            Indeed            became              ease            except      intelligence         composure          calmness            simple            warmth           attempt             worse       inclination      difficulties            behind           welcome           cousins          remember            thirty             bring           anxiety           allowed       information             pause          charming             looks             hands      astonishment         agitation          Berkeley            Morton           receive      cheerfulness             girls           quitted        everything        affliction          civility           carried           parties             aware          informed         persuaded          opinions              rich             loved              turn            esteem             grave           laughed       indifferent         influence             Every               yes           declare      disappointed             write           purpose             Combe               don         relations            Harley            engage        alteration         increased            gained      considerable          prospect              ."--            highly       interesting            afford            itself               One               NOT          pleasant           several           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       wishing     encouragement           mention          relation           written        understood               Now            suffer              drew       engagements         supported          marrying         yesterday                 )           meaning             heavy           eagerly              news             clock            during              From         amusement          reproach             proof            judged         concerned          creature             yours               won               NOW             fresh              duty        altogether              ,"--               DID              card             death           invited          intended                By             seven           leisure           selfish     inconvenience           offence         earnestly          sensible           pressed            assist          whenever            parted           consent           trouble              says            secure             forth            horses             merit               All           private       approbation        persuasion       probability           evident              !"--        expression         perceived             burst           calling           expense              post            garden            cousin              evil        comparison              rose        solicitude         extremely             laugh         fortnight            fellow        employment                 o             sweet         recovered         naturally         receiving           walking          grateful               sit            orders             dance         returning            feared               due            health        conscience            proved         important         remaining             terms        affections               lay           illness          promised          increase           besides             spare           sending       resemblance             grief        reflection          mistress           related          restored         Certainly              paid               ONE          material     consideration             twice       unnecessary            couple      acknowledged          superior              warm              fact             enter              mama         beautiful             drawn           smiling            length            warmly       imagination            lively           greatly        astonished            happen        reasonable            sudden         objection             wrote          distance           hastily       explanation            Though        interested            remain             hills           waiting          bringing            vanity              hold          procured               gay          prepared          finished           censure           natured         continual          suddenly            raised              join          intimate           dislike          heartily           sincere        opposition           confess           suspect         ignorance               "--              Here            placed             angry              fell          probable       acknowledge         exclaimed              tone            broken            minute              Have           instead            forgot     communication         miserable          wretched     consciousness             piece       recommended               :--            sooner            tender         eagerness        imprudence         excellent            sorrow           anybody             light             women             spend             raise         inquiries          pleasing          intimacy          contrary           objects       established             ideas          striking           picture           behaved         attempted           removal         explained         concluded              sigh        possession             stand           village        thoroughly          wondered         amazement          employed              rain            caught           hurried           parlour            colour                ,'       remembrance             force            spared            openly            attend              send              pray        profession               bad         uncertain              ?"--           variety             reply           stopped            public             Magna         beginning            please              free             dared         monstrous              Good          deceived           injured            forget        reasonably               sum           hearted               act            advice         generally            wholly         condition          visitors     neighbourhood           request            settle           parting              Upon           readily         furniture        absolutely            ceased        partiality         education             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     Palmers              hurt           However             lucky              beau               beg             proud             borne               God              Grey           fancied              THEN            Harris            Sussex          property          advanced            charge           produce       twelvemonth             learn         abilities       sensibility       continuance              hers           observe          servants        unpleasant               pay         described              Some             moved        intentions              spot           doubted         believing        introduced          depended           reserve            merits        separation          frequent           satisfy              seat           matters            direct         concealed          delicate           started            result                ,)               HIM           distant        sufficient              quit               Are           service            around              hard             arose         determine            agreed          humoured              dine          confined            abroad          desirous       encouraging            active             clear          convince            slight     extraordinary             About     unfortunately               ran             chair              sort             today               Has                Ay        complexion     embarrassment          softened               Who             guess          shocking               WAS             sides          listened         conscious            bestow           plainly        uneasiness                ME           actions           telling            resist               odd            motive             ended              laid            struck                Ah             beaux               fit             Pratt        attempting           watched              maid             close            Doctor            single            supply         proceeded          goodness         existence           secured              died             value       improvement          strength          affected          rendered        completely           reflect           prudent            excess             agony           seeking           similar              fair       earnestness           approve             comes           getting             fifty         belonging         impatient          prudence         sincerity             alike            figure          concerns            unlike              gain           elegant              draw          offended           dearest      commendation           venture           explain              deny          laughing          stronger              shew           totally       performance            number           visitor             enjoy           visited           message          ladyship            depend              bred              held          strongly         suspected         listening          regarded           conceal             hurry            learnt              book            ground              stop          carrying           England          catching     Somersetshire          Whatever               aye           setting           perfect            thinks          recovery               HIS            gentle          persuade               buy          imagined            effort             cards             shame              mere          arranged        attentions            escape             horse        comprehend          sentence         presently            credit         sincerely         observing           grounds          complete           changed              .--"           ashamed            nearly          possibly              pass              Tell           leaning            trying          solitude             occur           deserve           instant              road        resentment            reward           whisper               fix               Don         assertion        Longstaple            pardon            calmly            advise          positive           success           forgive            morrow            safely           measure          watching             cruel           triumph             pride         parsonage             Eliza                .'         residence          provided            wealth       independent             arise             noise          addition            source            valued       voluntarily            period          eligible          accepted            begged             claim             Harry          instance             lives           effects      independence          expenses       excessively               owe            remove       reflections         attentive        liberality          afforded     establishment          peculiar          domestic             liked          speedily         seriously               Nay          animated                Of        preference           proceed         supposing          friendly     accommodation            nearer        continuing          removing              show           chiefly         departure           shortly             begin              Dear         elsewhere        insensible             green           offices        impression              size         tolerably      improvements              busy       employments        entreaties          improved              hill            winter               sex        discovered        instrument             chief            lasted         discovery        ridiculous              rate        invariably     indisposition         readiness          farewell            follow               try          restless             habit             walks              shut           partial           passing          declined             youth           thanked          entering           jealous               Aye          personal       picturesque           caution            belief             shewn          bestowed        objections         succeeded             tempt           decided            church               cut             paper      satisfactory              joke            across              Come              blow          hitherto               Can          Williams           happier          coloured            acting       impertinent              hint              nice             Could           poverty          distrust               Our             guilt       possibility        inevitable          syllable             begun           avoided              vain              owed       endeavoured            smiled           altered              ring       forgiveness           founded              grew        materially              idle          patience            lessen          ceremony             chuse             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scale          vicinity                 5        dispatched         incommode        inhabiting           civilly          replying         northward    disapprobation   conscientiously     impracticable         consisted          packages            depart              west         disposing      undoubtingly            feebly             drift             purse       calculation                ye            branch                 6            Valley           fertile            wooded           pasture           demesne            wicket         defective             tiled          shutters      honeysuckles           garrets           cheered      recommending        cultivated             woody        terminated          branched          steepest           parlors         remainder            garret             widen       alterations           savings       endeavoring          unpacked           affixed          landlord          sociable          denoting           detract      Conversation            chatty          differed                 7          screened        projection       hospitality        dissimilar            talent       unconnected           compass            hunted         resources         Continual            piqued        collecting           noisier          juvenile               ham           chicken        unsatiable           females             manor         moonlight           Luckily               fat             witty            hearts         pretended             blush           attacks           adapted         repulsive        boisterous              tore          unlocked             songs              lain          position        celebrated         applauded              sing         forfeited         shameless          amounted          ecstatic        sympathize         estimable        contrasted     insensibility                 8             ample       respectably         promotion         zealously          weddings           blushes        decisively        accusation           protect         Infirmity        rheumatism           miracle            losing        commercial           dooming         rheumatic        waistcoats            cramps       rheumatisms           afflict            feeble          despised           Confess           flushed              Soon             grate        bedchamber     unaccountably          dejected                 9          familiar        occupation           classed         reminding         possessor           stirred          abounded       alternative           valleys         memorable          sunshine          tempting            pencil       threatening             cloud              blue             faces             gales          westerly         resisting             heads         Chagrined          exigence             speed          pointers        apologized      gracefulness             theme         gallantry           lifting              hero           dresses          shooting            jacket          sprained             ankle       indignantly             black             bitch            shades             Court           inherit            adding        incommoded          CATCHING               Men               hop            danced             abhor            odious             gross      construction            deemed         ingenuity           smitten         spraining            ankles                10         preserver         precision            styled              cant          outraged      transparency           hardily      passionately           largest        conformity        Encouraged           convert          passages          idolized        acquiesced         decisions              Pope         exhausted            scanty             roads              jest           irksome           persons       sacrificing         undivided         slighting       desperation            seized              rash        delineated          brighter       speculative          incurred           annexed        successful              mild        gloominess        undervalue         remembers        patronised         indignity    contemptuously           climate        mosquitoes            nabobs             mohrs        palanquins             coats               Add        brilliancy     imperfections              mass        possessing            disarm              mare                11            occupy         execution          included        witnessing      excellencies           marking               aim        illaudable      illustration          partners            dances       everlasting            talker           history          sisterly        accidently         contrives             basis            define        prejudices           systems            nought           resumed          criminal          minutiae        pardonable       refinements           connect        disastrous                12           arrives           Imagine            gallop            awaken             dream            truths             Seven        Opposition            appeal      representing          faithful            forego             Queen               Mab         overheard           tempers           clearer              Down        whispering           tumbled            stated            unison          attacked            curate         invention            begins         inelegant           mindful            amidst        proprietor              sail        provisions       undertaking                13        dispersing         hardships              None             trick            Newton      conveniently               pry             stare      consultation             leant         Impudence             WHERE           propose          enquired        pleasanter      pleasantness            evince           bowling             newly       pleasantest                14       termination          wonderer           comings            goings          befallen             wager       speculation      incompatible     contradictory            ending         happening           Improve              inch             local        unemployed         uselessly              pull            smokes     INconvenience           broader            endear           denoted         inhabited        prescience              Must           degrade            Extend                15           pretext         foresight          noticing         Surprised           partook           powered    Disappointment         exercised        dispatches      exhilaration            Almost        confusedly           torment       indubitable           feeding              Gone        quarrelled          suspects       disapproves          transact           dismiss             dares             feels             cavil         blameable      inadvertence         depressed       certainties       unavoidably           Secrecy         practiced               ARE        Concealing            accuse    incautiousness         outweighs           fainter            mighty        concession        Ungracious          stranger     independently      prosperously   representations           swollen                16             risen          headache            potent          oftenest           singing           fetches           mystery         Supposing           inflict    unacknowledged            dearly        revealment      overstrained        witticisms            volume       Shakespeare            Hamlet            Months          Hitherto             stole          climbing       disapproved         seclusion              MIND        controlled           stretch          reaching            riding     particularity         quickened         dispersed      continuation             elect           thickly      transporting           showers          inspired          nuisance             swept         SOMETIMES            equals             rises           bottoms       friendliest         directing         extorting          regulate                17         extending         reanimate           parents              fame            famous         Greatness           Strange          Grandeur          external               TWO        describing        accurately           Hunters              hunt             novel            apiece     insufficiency            vanish       booksellers           sellers           Thomson          disputes             loose              cash        collection              bulk             heirs            ablest             maxim           presume         steadfast          detected          mistakes         ingenious           oneself        deliberate       subservient          confound           conform             Quite         foolishly         negligent       awkwardness           Shyness           fullest                18         inspiring      reservedness         intimated          upstairs               ***          minutely          surfaces           uncouth         irregular            rugged        indistinct            medium              hazy           meadows         scattered           answers            unites           utility             rocks      promontories              grey              moss             brush          believes           affects    discrimination         possesses           scenery          pretends             tries           defined           blasted       flourishing          tattered           nettles          thistles             heath          blossoms             tower             troop              tidy          villages          banditti             plait       conspicuous            darker   inconsiderately         surpassed             casts   instantaneously       conclusions             theft       contrivance      henceforward           newness       significant      instructions     entertainment        contribute        Impossible         Whitakers          blushing          guessing             hunts          archness                19           unequal          environs        disengaged          detested      Disappointed    qualifications         painfully          extorted       consistency         shortness       temporizing         grievance          reformed           renewal            finger          helpless              army          chambers            Temple           circles              gigs          abstruse              navy     solicitations            trades         Columella       fascinating               ere              defy        desponding       judiciously           augment       meritorious              ones            loving          shutting         abundance         forbidden           chained           closing          knocking              turf          casement              Hush         hallooing             plump     prepossessing           briefly         surveying          meantime           nodding           ushered            stared           pitched           ceiling           oftener                20              ours          chaperon            bowing       complaining          Dullness          billiard              vile          Gilberts              whip            abused         genuinely      unaffectedly            soured              bias           blunder      establishing             sneer        canvassing          election         fatiguing        Parliament                 P        irrational              palm            abuses         languages           decline          changing          gathered              ;--"           Somehow          Weymouth           praises          objected                21         entertain    unsuitableness            invite        philosophy         ungenteel     unfashionable         doatingly        Benevolent     philanthropic        playthings          boasting         smartness            actual         judicious         extolling         humouring             whims       importunate          patterns           foibles         rapacious            beings         credulous        exorbitant           swallow         endurance            viewed     encroachments       mischievous            sashes            untied              bags            knives        composedly          claiming            monkey          pinching           playful         caressing          embraces        scratching           pattern           outdone     consternation           surpass         emergency           assuage          sufferer            kisses            bathed           stuffed             sugar             plums            sobbed           lustily            kicked          brothers         soothings       ineffectual           apricot         marmalade      successfully           bruised            remedy           scratch          medicine           trivial              lies             eclat              doat      distractedly           outside          estimate              lief             nasty              Rose             clerk           Simpson           blinded            shrewd       artlessness         niggardly             dealt          consists             Twill       proclaiming             newer      significancy              nods             winks         countless          wittiest          alphabet   inquisitiveness        assertions             petty        unavailing                22        toleration         vulgarity          striving           amusing            mental         rectitude          equality            toward         valueless           curious            manage           amiably           bashful      Astonishment         disbelief            divine            varied       incredulity             swoon        cautiously              date             pupil          OCCASION              puts         detecting          likeness             paces           keeping           Besides            wiping             break            Pardon           provide          sometime        carelessly             sheet           subsist         struggled           Writing       separations        confounded          editions                23         inventing          asserted      indisputable   dissatisfaction          evidence        condemning              dupe          illusion          softener          defended            regain       infatuation         frivolous       supposition         alienated         Supported        extinction          mourning         obstacles       perfections         entrusted       aggravation          unshaken          poignant          renewing         venturing       confessedly            joking        disclosure          mistrust           joining              club           foresaw            fairer        permission         compliant         frightful           novelty       candlelight           candles          reseated            spoilt            Casino          Ladyship           touched             tuned             toned           rolling            labour            singly          profited         proposals            rivals        forwarding           wrapped                24       undeserving         apologize               ice          Offended       quarrelling           madness              test           lowness            impose           involve            owning        headstrong         frightens disinterestedness          coxcombs         modestest         prettiest               lip           angrily          powerful          concerto            prefer        dissolving             beset       effectually          frighten               Tis             pique            stress            biased            partly          duration        brightened      confidential            induce        confidante     conversations       celebration          festival          proclaim                25          spending        habitation            traded           streets           Portman      unexpectedly            Misses           alleged           refusal                ve           merrier            poking      cautiousness            accrue          bedrooms          motherly         estranged         obviating        impediment        separately          scruples          guidance         abandoned       abridgement              BOTH       nonsensical        anticipate            lifted      counteracted       exhilarated      perturbation       restorative             score           eternal           station                26          unsuited        overlooked            beamed             blank            banish companionableness             wrapt       exclusively            extort        preferring            salmon               cod            boiled             fowls              veal           cutlets        handsomely       mantelpiece             silks      mysteriously            sealed                 W           ringing      neighbouring           seconds        exclaiming         unnoticed          demanded          decently            caused        Cartwright               bee           conjure      commissioned          agreeing          Wherever        abstracted          Restless           dawdled         sorrowful           parcels          negative        permitting        mysterious      interference         backwards                27             holds             souls            Frosts            freeze            eluded        variations            colder              muff        persevered         excepting              city           Pleased        occurrence     strengthening        requesting          Business              ball    unpremeditated        reputation           risking              nine           violins         collation       recognition            nodded         sauntered           Invited         Impatient         awakening              plea                -?           debated            shield                28          altering       destination            string          alighted        splendidly      insufferably           tribute         curtsying            mingle              heat           Cassino            chairs        unobserved            betray           feature             shake            During        struggling           wildest                Go       incessantly      exclamations         hartshorn         undressed     investigation           Absence             pangs             await           deepest            ESTEEM          embitter             final    irreconcilable                29          kneeling            permit               -?"            bursts             sooth       tranquilize      irritability            wander              meal          paleness           tremour           lengths           worsted               rug             imply           wedding            choked          covering             MADAM     unintentional              obey          commands          obedient              JOHN        WILLOUGHBY        impudently        proclaimed          villainy           perusal     disengagement         depravity            unread      unreasonably        Determined      contributing             giddy              food           stomach         faintness           exclaim           torrent        unresisted             Exert             Think              Mine        Engagement            hither          repulsed         insulting       misinformed         insincere          hazarded       unsolicited         warranted          covenant          blackest           cruelly           Dearest        instigated           leagued           whoever              bely           Whoever        detestably             enemy         malignant          supports          laudable           resists       malevolence        discerning             posts        shuddering             Cruel          clearing               '--       barbarously      premeditated            female           regards       constrained             drops                30        abominably            plague          admirers            Parrys        Sandersons            tiptoe         adjusting       abstraction          fondness           tempted        sweetmeats            olives            Misery           grieves          cherries            oddest              !--"           stylish              aunt             Biddy          Henshawe               fly             grows            reform            Walker         guardians              moan             hates             joked            naming          allusion             blown               Law       enforcement          hilarity              Mind               Mid           chuckle          drawback         prenticed              dove              cote              stew             ponds          turnpike           butcher          prettier              meat            mutton            drives            pillow          repaired        Constantia            tasted        compromise         swallowed         reflected           healing          presided              KNEW       elucidation          unfolded      unfathomable         stationer      preparations          identify   proportionately              Till          hardness     instantaneous                31             awoke        acquitting           uniform        refinement        delicacies          polished              Thus      outstretched       explanatory           rushing           inforce          streamed        passionate         referring              page        directions        retreating         esteeming           lightly          desiring              HERS          narrator             SHALL           sighing           diffuse        resembling            orphan           infancy              ages       playfellows        encumbered           blindly           eloping          Scotland         treachery            lament          regiment           divorce            arrive            search         fruitless           seducer               sin          adequate            Regard          spunging             faded             acute          blooming         healthful           endured         beholding       consumption              Life         disgraced             fates         untouched            handle           concise        fourteenth          residing       imprudently         obstinate              clue           ranging       unconcerned         forwarded           availed           seduced           Knowing        irresolute       interfering           reclaim      dishonorable             usage         doubtless          compares          pictures         tormented           Concern        strengthen       afflictions         endeavors         irritates      unworthiness       reluctantly            punish           soldier          presumed          delivery                32        submissive         seduction         desertion              ONCE            preyed          brooding               Bad       humiliating           Against        individual        afflicting           shorten          comprise       occupations             cheat           spurned            Design        foreseeing       alleviation         comforted          militate       carefulness            reaped               dog             Folly           puppies        coachmaker           painter          portrait         warehouse         clamorous     qualification         officious        condolence        assemblies        abundantly      humiliations         augmented         Midsummer           honours             Early           Holburn           Streets      overpowering          emphasis            awhile              TOLD             MONTH         amazingly              WORD         genteelly         simpering            laughs          crossing         cessation           hostile                US         governing                33           yielded       conditioned         Sackville       negotiation            jewels        transacted         ascending           counter          quickest       correctness             shape         ornaments         inventive         comprised             broad            stares           imprint          sterling    insignificance          puppyism           bedroom             ivory            pearls             named            gloves         leisurely            beasts          Exchange              seal         Excellent              duly             pitch             TWICE           secures              hang    encouragements    insurmountable         universal               ALL           PARTIES         vouchsafe               Hon              bank         enclosure            Common             drain           Kingham              Farm            Gibson              More     intrinsically            stocks            banker        bequeathed               Far            repine         undoubted             knoll            walnut             slope            thorns           patches            Having            buying             rings       cheerfuller              dies             saves           Whereas            kinder          destroys      relinquished       compunction           atoning         Abundance      prepossessed         associate                34          mutually       sympathised          demeanor         uncordial        sedulously            flowed         detection      prodigiously        powerfully            nieces        inflicting              Pity            behold           upright          sourness            sallow           rescued      proportioned         pointedly        misapplied         despising         honorably            teazed           bespoke          Mistress            Master          laboured disqualifications              Want          politics         inclosing            coffee           heights           tallest          politely      grandmothers        descendant         enforcing           mounted        ornamented       officiously       disclaiming   connoisseurship     considerately               Hum             paint      delightfully       beautifully       Beautifully           stiffly         philippic          audacity          foretell           wounded       intelligent             salts           enraged            author              BEEN                35       undesirable          retarded               OWN          creation           caprice            ELINOR            derive             Civil           hauteur            spends          courtesy     unpleasantest              LOOK             deter          exceeded              rare            demure      contribution         volunteer        heroically          loitered         witnesses        conciliate         benignant          muttered         admirable         relatives             sting        scrupulous        performing            thirds          auditors    unexhilarating             Going          outstaid           teazing          steadily           tricked                36            Within        newspapers               Esq              heir         intruding        monopolize        administer       discomposed         reconcile      conciliation           lighter           anymore       unsuspected     congratulated        unfatherly           infants       proposition      imaginations            outrun   misconstruction      mechanically            toilet             gowns           washing        scrutinies           douceur        undergoing       punctuality          preceded          coachman              harp       violoncello         excursive           glances             group           lecture            stroke         emptiness         lamenting         GAUCHERIE          candidly        generously           tuition       Westminster        surprising            hearty            Bonomi    accommodations          Dartford            tables      refreshments            saloon          measured          Dennison   enfranchisement             shews             vigor          pacified             slyly        cherishing           precise             shown        vouchsafed             entry          emigrant           edtions                II                37            resume         resettled              fuss           fretted           pimples           stepped           smirked          simpered          conjurer              popt                ;'           steward          dreaming              fury          fainting            packed            uproar             hears        scornfully            bigger      impartiality       undeceiving                ,-             dwell         practised       practicable          belonged            hearer         comforter         unamiable           mankind        regularity            alarms          November         undeceive           harbour             cries          caresses         obtaining        bitterness        reparation          discreet        unchanging         dissented             spasm           heroism       complicated             storm         weathered       apprehended          harmless               ANY             THERE              Duty           Norfolk               tax            penury         protested           clapped          Gracious         obstinacy           forbore             blunt          deserves   disrespectfully        throughout             wrung           braving           threats              Born        deplorable           taverns           forbear        conditions            lawyer         Everybody           galling          critique                38       disobedient           gloried          offences            Sunday          accosted               Get            Clarke           WITHOUT              rage             vowed              trim            bonnet           feather              pink           ribbons          plaguing      triumphantly           reports             Godby           Richard          Saturday              Once             shift              oath             below              silk      interrupting          Laughing              .)--            Martha            Sharpe             bones           chimney         uppermost           lodging               --,          huswifes            Bishop          giggling               !'"              bout           spotted            muslin           claimed       foreplanned                ay                em        furnishing          Building         apologies            trials      persecutions        thankfully            bright            twould           reminds      respectfully          comments                39          effected           hostess         detaining            Easter        auspicious            gently              ..."             argue           Bristol       concurrence         statement              ;"--              gape              cats             ennui         honorable            intent            pursue             Still            lesson           badness         etiquette            motion         commended        Astonished           unlover            hinder       ejaculation             older             froid            suitor       persevering           rightly         impolitic     circumstanced          nonsense               200                 L             annum        presenting             minor         patronage        unforeseen     misunderstood            worded                40       sagaciously         withdrawn             TRIED          sensibly       Opportunity           Holborn                ho            goodby              band    congratulating           Whether       determining          intruded           charged         breathing            faster             Allow            LOOKED         gathering      solicitation             Truth      benefactress          recently    respectability            lodges                St             James            befall      anticipation        reconsider          reverted           marries         exchanged        forfeiting        ebullition              beds             ninny               sha                nt                41           worship            verbal              :--"           livings            vacate       improvident             bears           refrain      impoverished           befalls         reasoning         discarded        accelerate                 S          decisive            Choice           intents          purposes           agitate        uninformed            unfair          division       inquisitive      immoderately         clergyman          fanciful           imagery           prayers          surplice        publishing             banns             Brown         immovable      considerably           kingdom            intend           frantic              Just         captivate         interfere               hit      disapproving         enamoured           accents                42         completed       intercourse       promptitude             April        respective             homes      extinguished       persecution            unseen       tranquility         restoring          Somerset           sloping            closer        plantation            dotted               fir          mountain               ash            acacia             thick      interspersed          Lombardy           poplars          swelling            eighty          stealing          eminence              wide             tract              east             ridge           horizon        invaluable           circuit         luxurious          premises            whiled          lounging          gardener           blights          dawdling            plants          unwarily            nipped              yard             dairy              hens         forsaking             nests               fox          decrease             brood         merriment          deterred           Reading             knack        heartiness            atoned         conceited       enlargement          aptitude            traits             idled          mornings         billiards         Epicurism         confidant        suggestion          observer       unexpressed         delighful            oldest             grass           wettest          ailments     Prescriptions            poured             cough              sore          simplest          remedies                43         shivering              sofa          efficacy        persisting          disorder            infant       importunity          helpmate            malady       lamentation        acceptably            piquet             demur          seconded         emergence            owners            boldly           seizure         admission             expel     anticipations      auspiciously     administering          cordials        beneficial         unusually            nurses        recreating       unremitting      inarticulate            sounds        accidental         assisting       despatching         effecting              rung       despondence          obviated             guide           summons         meanwhile         exactness              Hour          delirium          tortured      incoherently          pictured         attendant        reproaches          punctual          unabated            stupor             image          scrupled    reasonableness              bury         foregoing           revival           conning              Hope              Half            Others             signs              gaze           Anxiety     felicitations         unfeigned       unequivocal            expand    demonstrations            breast           calming         enfeebled         supplying           succour           relapse            remind           sweetly       refreshment        capability           retired            stormy            roared              beat             blast             store            ALMOST           shutter           flaring             lamps           discern         vestibule             inner            rushed                44            obeyed               Sit          dispatch          opposite        abruptness                AM              mood              glow     overspreading             knave            liquor       strangeness      intelligible             drunk              pint              beef          nuncheon      intoxication         blockhead              LONG         accounted        diabolical          Careless            insist       associating             debts         reprobate         blameless         addresses        improperly         expatiate         scrupling    circumspection      contemptible         hardening          passions          creating               --(                ?)         extremest           omitted             taxed            purity      discontented          formally           awaited           deliver            debate       undervalued       magnanimity     reproachfully       dissembling          reliance             gives            grudge          rascally         tediously          infamous          metaphor            forbid            dagger       thunderbolt      Thunderbolts           daggers         undergone           changes            Relate           remorse         shrugging         silencing              .'--        infamously           retreat             wiser              cool           Watched           Lodging         blundered           artless         confiding           hateful             Those           holding               hue      breakfasting             vague         Affecting       playfulness         impudence          appeased          feminine         servilely           copying          original           diction       Preparation           couched           bluster        blackguard        reasonings            copied            relics        pocketbook           hoarded      ingratiating         virulence           memento       slightingly         inflicted         lightened       spontaneous        inconstant             Drury              Lane               vex          horridly           bluntly          imminent             puppy          scorning            hating            latest          projects       irreparable      Extravagance            Vanity              Each         outwardly         incurable           letting        forgetting               rub          Domestic                45            widely         differing     commiseration           awaking         refreshed             Short             Eager              save              hall          embraced             bliss             stake           wearing        irritation            blamed           widower          reproved              mend         temperate        exuberance          imparted          unawares      undesignedly          equalled    embellishments           warning         worthiest          acquired              Time            rooted           solidly         unstudied         accordant        liveliness        artificial           dissent                46         weakening          smoothly        recurrence         reclining            dawned       determinate        hospitable            redeem           bidding          dullness            bodily             field   unobtrusiveness          entitled        subsequent            traced          accustom             opera        containing             duets              keys         abatement      anticipating              edge             Cross         Abbeyland             ruins            Priory       foundations          resorted        production            borrow         indolence          repining          virtuous           control       unfulfilled          unsettle           Willing         appointed           invalid            genial           untried             mound         treasured            doubly        shamefully         unguarded        postponing             crept       destruction           fretful        murmurings           failing            repaid           imitate        restraints          deserted         professed         unbounded         reproving          adhering             worry            solely        henceforth                 >        incitement           humbled           amended         regulated          religion         hazarding          listener     protestations            whiter           panting       unknowingly           closely          dreading      conjecturing        minuteness        articulate                47           unmoved          unbroken       unblemished           replace            injure         interests          retailed        Reflection           sobered             facts     embellishment            astray           unquiet          unsteady          unbiased         sensitive            poorly     expensiveness      inexperience              LESS           economy        retrenched        management           abridge        enjoyments          quivered           Selfish            ruling             finds     unembarrassed           suffers         pecuniary           reckons       necessitous       innumerable            Rather            fairly       enumeration          unitedly         unsubdued           studies            vigour       prosecution             start       intuitively        disordered          stopping               New               Inn             Sally          howsever          westward        recognised        tablecloth         appetites             meals           dessert        similarity            hazard            misled          slighter              wont       inattentive                48           lurking         provident         conspired        contriving           manager        economical       thoughtless          indolent         utterance         footsteps              path           merited        conforming         stammered    unintelligible            shaken         retreated           dryness       affirmative           fearing            EDWARD        doubtingly          spoiling            sheath           cutting            echoed       unspeakable         penetrate         lessening                49     Unaccountable           failure        exercising          commonly             swell      entanglement           flowing        weaknesses            errors            boyish       philosophic     unconquerable          outgrown            chosen           nominal        university       Considering           wrought             minds       Comparisons        justifying          compared        honourably         profiting      familiarized        sedateness             labor         incessant       discussions            puzzle            worked         afterward         stupified               SIR             Being             scorn         Sincerely            wisher              LUCY           FERRARS             burnt            Please           destroy           scrawls           comment       composition            worlds             pages         substance       appropriate           bribing      disinherited          jealousy          flourish       enlightened          disquiet            option         renounced            relent              WHAT             plead             FAITH          plighted            sacred        expediency          resented             Which      ungraciously             glebe           warmest           residue            enrich             comer         calculate     disproportion            rumour             unite             nerve            thrill         transport              tale           jilting             hussy          borrowed           Burgess         crossness           strains        enormously             amiss          penitent            patron                50       fluctuating     resuscitation       publication          nobleman             THREE            decree        augmenting         shuffling           excuses        completion            delays      dilatoriness           workmen           Mansion       superintend           project            invent             sweep        prophecies           jumbled           couples         pasturage           inspect             gates            Hanger          insulted            scrape         assiduous           crowned        obstructed        interviews              TIME          lingered        supplanted          tricking     acquaintances       instigation           adopted      transgressed        unpardoned          messages           haughty             birth          intruder       continually        subsisting     disagreements            exceed         rendering           useless            policy         frequency          Precious       obligations       confederacy        observable            maxims    constitutional         safeguard             sober        submitting         patroness            halves           stating          clemency      inconsolable              fled          habitual             breed              dogs         surviving          standard            ranked      disagreement         producing               THE               END
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fdist.plot()_____no_output_____fdist.plot(cumulative=True)_____no_output_____fdist1<fdist2_____no_output_____sent7_____no_output_____#relational operators
[w for w in sent7 if len(w) < 4]_____no_output_____[w for w in sent7 if len(w) <= 4]_____no_output_____[w for w in sent7 if len(w) == 4]_____no_output_____[w for w in sent7 if len(w) != 4]_____no_output_____#properties of words
sent7[0].startswith("t")_____no_output_____sent7[1].endswith("t")_____no_output_____news = "harbhajan"
news.islower()_____no_output_____news = "HARBHAJAN"
news.isupper()_____no_output_____news.isalpha()_____no_output_____news.isalnum()_____no_output_____news.isdigit()_____no_output_____news.istitle()_____no_output_____sorted([w for w in set(text1) if w.endswith('ableness')])_____no_output_____sorted([term for term in set(text4) if 'gnt' in term])_____no_output_____sorted([item for item in set(text6) if item.istitle()])_____no_output_____sorted([item for item in set(sent7) if item.isdigit()])_____no_output_____#using conjuction and disjunction in relational operator
sorted([w for w in set(text7) if '-' in w and 'index' in w])_____no_output_____sorted([wd for wd in set(text3) if wd.istitle() and len(wd) > 10])_____no_output_____sorted([ w for w in set(sent7) if not w.islower()])_____no_output_____sorted([w for w in set(text2) if 'cie' in w or 'cei' in w])_____no_output_____#checking reoccuring words
len(set(text1))_____no_output_____len(set([word.lower() for word in text1]))_____no_output_____#checking alphabetic word only
len(set([word.lower() for word in text1 if word.isalpha()]))_____no_output_____#nested code blocks
word = 'cat'
if len(word) < 5:
    print('word length is less than 5')word length is less than 5
#looping with conditions
sent1 = ['call', 'me', 'Ishmael','.']
for xyz in sent1:
    if xyz.endswith('l'):
        print(xyz)call
Ishmael
for token in sent1:
    if token.islower():
        print(token, "is a lowercase word")
    elif token.istitle():
        print(token, "is a titlecase word")
    else:
        print(token, "is punctuation")call is a lowercase word
me is a lowercase word
Ishmael is a titlecase word
. is punctuation
tricky = sorted([w for w in set(text2) if 'cie' in w or 'cei' in w])
for word in tricky:
    print(word);ancient
ceiling
conceit
conceited
conceive
conscience
conscientious
conscientiously
deceitful
deceive
deceived
deceiving
deficiencies
deficiency
deficient
delicacies
excellencies
fancied
insufficiency
insufficient
legacies
perceive
perceived
perceiving
prescience
prophecies
receipt
receive
received
receiving
society
species
sufficient
sufficiently
undeceive
undeceiving

</code>