library(tm)## Warning: package 'tm' was built under R version 4.3.3## Loading required package: NLP## Warning: package 'NLP' was built under R version 4.3.3docs <- Corpus(DirSource("Alice in Wonderland"))
docs## <<SimpleCorpus>>
## Metadata: corpus specific: 1, document level (indexed): 0
## Content: documents: 12#docs[[2]]
content(docs[[2]])[1:3]## [1] "The Mock Turtle sighed deeply and drew the back of one flapper across his eyes. He looked at Alice and tried to speak but for a minute or two sobs choked his voice. <93>Same as if he had a bone in his throat <94> said the Gryphon: and it set to work shaking him and punching him in the back. At last the Mock Turtle recovered his voice and with tears running down his cheeks he went on again:<97> \n<93>You may not have lived much under the sea<97><94> (<93>I haven<92>t <94> said Alice)<97><93>and perhaps you were never even introduced to a lobster<97><94> (Alice began to say <93>I once tasted<97><94> but checked herself hastily and said <93>No never<94>) <93><97>so you can have no idea what a delightful thing a Lobster Quadrille is!<94> \n<93>No indeed <94> said Alice. <93>What sort of a dance is it?<94> \n<93>Why <94> said the Gryphon <93>you first form into a line along the sea-shore<97><94> \n<93>Two lines!<94> cried the Mock Turtle. <93>Seals turtles salmon and so on; then when you<92>ve cleared all the jelly-fish out of the way<97><94> \n<93>That<a0>generally takes some time <94> interrupted the Gryphon. \n<93><97>you advance twice<97><94> \n<93>Each with a lobster as a partner!<94> cried the Gryphon. \n<93>Of course <94> the Mock Turtle said: <93>advance twice set to partners<97><94> \n<93><97>change lobsters and retire in same order <94> continued the Gryphon. \n<93>Then you know <94> the Mock Turtle went on <93>you throw the<97><94> \n<93>The lobsters!<94> shouted the Gryphon with a bound into the air. \n<93><97>as far out to sea as you can<97><94> \n<93>Swim after them!<94> screamed the Gryphon. \n<93>Turn a somersault in the sea!<94> cried the Mock Turtle capering wildly about. \n<93>Change lobsters again!<94> yelled the Gryphon at the top of its voice. \n<93>Back to land again and that<92>s all the first figure <94> said the Mock Turtle suddenly dropping his voice; and the two creatures who had been jumping about like mad things all this time sat down again very sadly and quietly and looked at Alice. \n<93>It must be a very pretty dance <94> said Alice timidly. \n<93>Would you like to see a little of it?<94> said the Mock Turtle. \n<93>Very much indeed <94> said Alice. \n<93>Come let<92>s try the first figure!<94> said the Mock Turtle to the Gryphon. <93>We can do without lobsters you know. Which shall sing?<94> \n<93>Oh <a0>you<a0>sing <94> said the Gryphon. <93>I<92>ve forgotten the words.<94> \nSo they began solemnly dancing round and round Alice every now and then treading on her toes when they passed too close and waving their forepaws to mark the time while the Mock Turtle sang this very slowly and sadly:<97> \n \n<93>Will you walk a little faster?<94> said a whiting to a snail. \n<93>There<92>s a porpoise close behind us and he<92>s treading on my tail. \nSee how eagerly the lobsters and the turtles all advance! \nThey are waiting on the shingle<97>will you come and join the dance? \nWill you won<92>t you will you won<92>t you will you join the dance? \nWill you won<92>t you will you won<92>t you won<92>t you join the dance? \n \n<93>You can really have no notion how delightful it will be \nWhen they take us up and throw us with the lobsters out to sea!<94> \nBut the snail replied <93>Too far too far!<94> and gave a look askance<97> \nSaid he thanked the whiting kindly but he would not join the dance. \nWould not could not would not could not would not join the dance. \nWould not could not would not could not could not join the dance. \n \n<93>What matters it how far we go?<94> his scaly friend replied. \n<93>There is another shore you know upon the other side. \nThe further off from England the nearer is to France<97> \nThen turn not pale beloved snail but come and join the dance. \nWill you won<92>t you will you won<92>t you will you join the dance? \nWill you won<92>t you will you won<92>t you won<92>t you join the dance?<94> \n \n<93>Thank you it<92>s a very interesting dance to watch <94> said Alice feeling very glad that it was over at last: <93>and I do so like that curious song about the whiting!<94> \n<93>Oh as to the whiting <94> said the Mock Turtle <93>they<97>you<92>ve seen them of course?<94> \n<93>Yes <94> said Alice <93>I<92>ve often seen them at dinn<97><94> she checked herself hastily. \n<93>I don<92>t know where Dinn may be <94> said the Mock Turtle <93>but if you<92>ve seen them so often of course you know what they<92>re like.<94> \n<93>I believe so <94> Alice replied thoughtfully. <93>They have their tails in their mouths<97>and they<92>re all over crumbs.<94> \n<93>You<92>re wrong about the crumbs <94> said the Mock Turtle: <93>crumbs would all wash off in the sea. But they<a0>have<a0>their tails in their mouths; and the reason is<97><94> here the Mock Turtle yawned and shut his eyes.<97><93>Tell her about the reason and all that <94> he said to the Gryphon. \n<93>The reason is <94> said the Gryphon <93>that they<a0>would<a0>go with the lobsters to the dance. So they got thrown out to sea. So they had to fall a long way. So they got their tails fast in their mouths. So they couldn<92>t get them out again. That<92>s all.<94> \n<93>Thank you <94> said Alice <93>it<92>s very interesting. I never knew so much about a whiting before.<94> \n<93>I can tell you more than that if you like <94> said the Gryphon. <93>Do you know why it<92>s called a whiting?<94> \n<93>I never thought about it <94> said Alice. <93>Why?<94> \n<93>It does the boots and shoes <94> the Gryphon replied very solemnly. \nAlice was thoroughly puzzled. <93>Does the boots and shoes!<94> she repeated in a wondering tone. \n<93>Why what are<a0>your<a0>shoes done with?<94> said the Gryphon. <93>I mean what makes them so shiny?<94> \nAlice looked down at them and considered a little before she gave her answer. <93>They<92>re done with blacking I believe.<94> \n<93>Boots and shoes under the sea <94> the Gryphon went on in a deep voice <93>are done with a whiting. Now you know.<94> \n<93>And what are they made of?<94> Alice asked in a tone of great curiosity. \n<93>Soles and eels of course <94> the Gryphon replied rather impatiently: <93>any shrimp could have told you that.<94> \n<93>If I<92>d been the whiting <94> said Alice whose thoughts were still running on the song <93>I<92>d have said to the porpoise <91>Keep back please: we don<92>t want<a0>you<a0>with us!<92><94> \n<93>They were obliged to have him with them <94> the Mock Turtle said: <93>no wise fish would go anywhere without a porpoise.<94> \n<93>Wouldn<92>t it really?<94> said Alice in a tone of great surprise. \n<93>Of course not <94> said the Mock Turtle: <93>why if a fish came to<a0>me and told me he was going a journey I should say <91>With what porpoise?<92><94> \n<93>Don<92>t you mean <91>purpose<92>?<94> said Alice. \n<93>I mean what I say <94> the Mock Turtle replied in an offended tone. And the Gryphon added <93>Come let<92>s hear some of<a0>your<a0>adventures.<94> \n<93>I could tell you my adventures<97>beginning from this morning <94> said Alice a little timidly: <93>but it<92>s no use going back to yesterday because I was a different person then.<94> \n<93>Explain all that <94> said the Mock Turtle. \n<93>No no! The adventures first <94> said the Gryphon in an impatient tone: <93>explanations take such a dreadful time.<94> \nSo Alice began telling them her adventures from the time when she first saw the White Rabbit. She was a little nervous about it just at first the two creatures got so close to her one on each side and opened their eyes and mouths so<a0>very<a0>wide but she gained courage as she went on. Her listeners were perfectly quiet till she got to the part about her repeating <93>You are old Father William <94> to the Caterpillar and the words all coming different and then the Mock Turtle drew a long breath and said <93>That<92>s very curious.<94>\n<93>It<92>s all about as curious as it can be <94> said the Gryphon. \n<93>It all came different!<94> the Mock Turtle repeated thoughtfully. <93>I should like to hear her try and repeat something now. Tell her to begin.<94> He looked at the Gryphon as if he thought it had some kind of authority over Alice. \n<93>Stand up and repeat <91><92>Tis the voice of the sluggard <92><94> said the Gryphon. \n<93>How the creatures order one about and make one repeat lessons!<94> thought Alice; <93>I might as well be at school at once.<94> However she got up and began to repeat it but her head was so full of the Lobster Quadrille that she hardly knew what she was saying and the words came very queer indeed:<97> \n \n<93><92>Tis the voice of the Lobster; I heard him declare \n<93>You have baked me too brown I must sugar my hair.<94> \nAs a duck with its eyelids so he with his nose \nTrims his belt and his buttons and turns out his toes.<94> \n \n[later editions continued as follows \nWhen the sands are all dry he is gay as a lark \nAnd will talk in contemptuous tones of the Shark \nBut when the tide rises and sharks are around \nHis voice has a timid and tremulous sound.] \n \n<93>That<92>s different from what<a0>I<a0>used to say when I was a child <94> said the Gryphon. \n<93>Well I never heard it before <94> said the Mock Turtle; <93>but it sounds uncommon nonsense.<94> \nAlice said nothing; she had sat down with her face in her hands wondering if anything would<a0>ever<a0>happen in a natural way again. \n<93>I should like to have it explained <94> said the Mock Turtle. \n<93>She can<92>t explain it <94> said the Gryphon hastily. <93>Go on with the next verse.<94> \n<93>But about his toes?<94> the Mock Turtle persisted. <93>How<a0>could<a0>he turn them out with his nose you know?<94> \n<93>It<92>s the first position in dancing.<94> Alice said; but was dreadfully puzzled by the whole thing and longed to change the subject. \n<93>Go on with the next verse <94> the Gryphon repeated impatiently: <93>it begins <91>I passed by his garden.<92><94> \nAlice did not dare to disobey though she felt sure it would all come wrong and she went on in a trembling voice:<97> \n \n<93>I passed by his garden and marked with one eye \nHow the Owl and the Panther were sharing a pie<97><94> \n \n[later editions continued as follows \nThe Panther took pie-crust and gravy and meat \nWhile the Owl had the dish as its share of the treat. \nWhen the pie was all finished the Owl as a boon \nWas kindly permitted to pocket the spoon: \nWhile the Panther received knife and fork with a growl \nAnd concluded the banquet<97>] \n \n<93>What<a0>is<a0>the use of repeating all that stuff <94> the Mock Turtle interrupted <93>if you don<92>t explain it as you go on? It<92>s by far the most confusing thing<a0>I<a0>ever heard!<94> \n<93>Yes I think you<92>d better leave off <94> said the Gryphon: and Alice was only too glad to do so. \n<93>Shall we try another figure of the Lobster Quadrille?<94> the Gryphon went on. <93>Or would you like the Mock Turtle to sing you a song?<94> \n<93>Oh a song please if the Mock Turtle would be so kind <94> Alice replied so eagerly that the Gryphon said in a rather offended tone <93>Hm! No accounting for tastes! Sing her <91>Turtle Soup <92> will you old fellow?<94> \nThe Mock Turtle sighed deeply and began in a voice sometimes choked with sobs to sing this:<97> \n \n<93>Beautiful Soup so rich and green \nWaiting in a hot tureen! \nWho for such dainties would not stoop? \nSoup of the evening beautiful Soup! \nSoup of the evening beautiful Soup! \n<a0><a0><a0><a0>Beau<97>ootiful Soo<97>oop! \n<a0><a0><a0><a0>Beau<97>ootiful Soo<97>oop! \nSoo<97>oop of the e<97>e<97>evening \n<a0><a0><a0><a0>Beautiful beautiful Soup! \n \n<93>Beautiful Soup! Who cares for fish \nGame or any other dish? \nWho would not give all else for two p \nennyworth only of beautiful Soup? \nPennyworth only of beautiful Soup? \n<a0><a0><a0><a0>Beau<97>ootiful Soo<97>oop! \n<a0><a0><a0><a0>Beau<97>ootiful Soo<97>oop! \nSoo<97>oop of the e<97>e<97>evening \n<a0><a0><a0><a0>Beautiful beauti<97>FUL SOUP!<94> \n \n<93>Chorus again!<94> cried the Gryphon and the Mock Turtle had just begun to repeat it when a cry of <93>The trial<92>s beginning!<94> was heard in the distance. \n<93>Come on!<94> cried the Gryphon and taking Alice by the hand it hurried off without waiting for the end of the song. \n<93>What trial is it?<94> Alice panted as she ran; but the Gryphon only answered <93>Come on!<94> and ran the faster while more and more faintly came carried on the breeze that followed them the melancholy words:<97> \n \n<93>Soo<97>oop of the e<97>e<97>evening \n<a0><a0><a0><a0>Beautiful beautiful Soup!<94> "
## [2] NA
## [3] NA#install.packages("magrittr")
library(magrittr)## Warning: package 'magrittr' was built under R version 4.3.3library(tm)
docs <- docs %>%
tm_map(removePunctuation) %>%
tm_map(removeNumbers) %>%
tm_map(removeWords, stopwords("en")) %>%
tm_map(stripWhitespace) %>%
tm_map(stemDocument)
content(docs[[2]])[1:3]## [1] "The Mock Turtl sigh deepli drew back one flapper across eye He look Alice tri speak minut two sob choke voic Same bone throat said Gryphon set work shake punch back At last Mock Turtl recov voic tear run cheek went You may live much sea I havent said Aliceand perhap never even introduc lobster Alice began say I tast check hastili said No never can idea delight thing Lobster Quadrill No inde said Alice What sort danc Whi said Gryphon first form line along seashor Two line cri Mock Turtl Seal turtl salmon youv clear jellyfish way Thatagener take time interrupt Gryphon advanc twice Each lobster partner cri Gryphon Of cours Mock Turtl said advanc twice set partner chang lobster retir order continu Gryphon Then know Mock Turtl went throw The lobster shout Gryphon bound air far sea can Swim scream Gryphon Turn somersault sea cri Mock Turtl caper wild Chang lobster yell Gryphon top voic Back land that first figur said Mock Turtl sudden drop voic two creatur jump like mad thing time sat sad quiet look Alice It must pretti danc said Alice timid Would like see littl said Mock Turtl Veri much inde said Alice Come let tri first figur said Mock Turtl Gryphon We can without lobster know Which shall sing Oh ayouas said Gryphon Ive forgotten word So began solemn danc round round Alice everi now tread toe pass close wave forepaw mark time Mock Turtl sang slowli sad Will walk littl faster said white snail There porpois close behind us hes tread tail See eager lobster turtl advanc They wait shinglewil come join danc Will wont will wont will join danc Will wont will wont wont join danc You can realli notion delight will When take us throw us lobster sea But snail repli Too far far gave look askanc Said thank white kind join danc Would join danc Would join danc What matter far go scali friend repli There anoth shore know upon side The England nearer Franc Then turn pale belov snail come join danc Will wont will wont will join danc Will wont will wont wont join danc Thank interest danc watch said Alice feel glad last I like curious song white Oh white said Mock Turtl theyyouv seen cours Yes said Alice Ive often seen dinn check hastili I dont know Dinn may said Mock Turtl youv seen often cours know theyr like I believ Alice repli thought They tail mouthsand theyr crumb Your wrong crumb said Mock Turtl crumb wash sea But theyahaveatheir tail mouth reason Mock Turtl yawn shut eyesTel reason said Gryphon The reason said Gryphon theyawouldago lobster danc So got thrown sea So fall long way So got tail fast mouth So couldnt get That Thank said Alice interest I never knew much white I can tell like said Gryphon Do know call white I never thought said Alice Whi It boot shoe Gryphon repli solemn Alice thorough puzzl Doe boot shoe repeat wonder tone Whi areayourasho done said Gryphon I mean make shini Alice look consid littl gave answer Theyr done black I believ Boot shoe sea Gryphon went deep voic done white Now know And made Alice ask tone great curios Sole eel cours Gryphon repli rather impati shrimp told If Id white said Alice whose thought still run song Id said porpois Keep back pleas dont wantayouawith us They oblig Mock Turtl said wise fish go anywher without porpois Wouldnt realli said Alice tone great surpris Of cours said Mock Turtl fish came toam told go journey I say With porpois Dont mean purpos said Alice I mean I say Mock Turtl repli offend tone And Gryphon ad Come let hear ofayouraadventur I tell adventuresbegin morn said Alice littl timid use go back yesterday I differ person Explain said Mock Turtl No The adventur first said Gryphon impati tone explan take dread time So Alice began tell adventur time first saw White Rabbit She littl nervous just first two creatur got close one side open eye mouth soaveryawid gain courag went Her listen perfect quiet till got part repeat You old Father William Caterpillar word come differ Mock Turtl drew long breath said That curious Its curious can said Gryphon It came differ Mock Turtl repeat thought I like hear tri repeat someth now Tell begin He look Gryphon thought kind author Alice Stand repeat Tis voic sluggard said Gryphon How creatur order one make one repeat lesson thought Alice I might well school Howev got began repeat head full Lobster Quadrill hard knew say word came queer inde Tis voic Lobster I heard declar You bake brown I must sugar hair As duck eyelid nose Trim belt button turn toe later edit continu follow When sand dri gay lark And will talk contemptu tone Shark But tide rise shark around His voic timid tremul sound That differ whataIaus say I child said Gryphon Well I never heard said Mock Turtl sound uncommon nonsens Alice said noth sat face hand wonder anyth wouldaeverahappen natur way I like explain said Mock Turtl She cant explain said Gryphon hastili Go next vers But toe Mock Turtl persist Howacouldah turn nose know Its first posit danc Alice said dread puzzl whole thing long chang subject Go next vers Gryphon repeat impati begin I pass garden Alice dare disobey though felt sure come wrong went trembl voic I pass garden mark one eye How Owl Panther share pie later edit continu follow The Panther took piecrust gravi meat While Owl dish share treat When pie finish Owl boon Was kind permit pocket spoon While Panther receiv knife fork growl And conclud banquet Whataisath use repeat stuff Mock Turtl interrupt dont explain go Its far confus thingaIaev heard Yes I think youd better leav said Gryphon Alice glad Shall tri anoth figur Lobster Quadrill Gryphon went Or like Mock Turtl sing song Oh song pleas Mock Turtl kind Alice repli eager Gryphon said rather offend tone Hm No account tast Sing Turtl Soup will old fellow The Mock Turtl sigh deepli began voic sometim choke sob sing Beauti Soup rich green Wait hot tureen Who dainti stoop Soup even beauti Soup Soup even beauti Soup aaaaBeauooti Soooop aaaaBeauooti Soooop Soooop eeeven aaaaBeauti beauti Soup Beauti Soup Who care fish Game dish Who give els two p ennyworth beauti Soup Pennyworth beauti Soup aaaaBeauooti Soooop aaaaBeauooti Soooop Soooop eeeven aaaaBeauti beautiFUL SOUP Chorus cri Gryphon Mock Turtl just begun repeat cri The trial begin heard distanc Come cri Gryphon take Alice hand hurri without wait end song What trial Alice pant ran Gryphon answer Come ran faster faint came carri breez follow melancholi word Soooop eeeven aaaaBeauti beauti Soup"
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## Chapter 10.csv 0.000000000 0.001897533 0.000000000 0.000000000 0.000000000findFreqTerms(data,0.1)## [1] "mock"
## [2] "turtl"
## [3] "hatter"
## [4] "aaaahowneatlyspreadhisclaw"
## [5] "aaaaimprovehisshiningtail"
## [6] "aaaaoneverygoldenscal"
## [7] "aaaawithgentlysmilingjaw"
## [8] "afteratimesheheardalittlepatteringoffeetinthedistanceandshehastilydriedhereyestoseewhatwascomingitwasthewhiterabbitreturningsplendidlydressedwithapairofwhitekidglovesinonehandandalargefanintheotherhecametrottingalonginagreathurrymutteringtohimselfashecameohtheduchesstheduchessohwontshebesavageifivekeptherwaitingalicefeltsodesperatethatshewasreadytoaskhelpofanyonesowhentherabbitcamenearhershebeganinalowtimidvoiceifyoupleasesirtherabbitstartedviolentlydroppedthewhitekidglovesandthefanandskurriedawayintothedarknessashardashecouldgo"
## [9] "alicesrightfootesq"
## [10] "alicetookupthefanandglovesandasthehallwasveryhotshekeptfanningherselfallthetimeshewentontalkingdeardearhowqueereverythingistodayandyesterdaythingswentonjustasusualiwonderifivebeenchangedinthenightletmethinkwasithesamewhenigotupthismorningialmostthinkicanrememberfeelingalittledifferentbutifimnotthesamethenextquestioniswhointheworldamiahathatsathegreatpuzzleandshebeganthinkingoverallthechildrensheknewthatwereofthesameageasherselftoseeifshecouldhavebeenchangedforanyofthem"
## [11] "andpourthewatersofthenil"
## [12] "andshewentonplanningtoherselfhowshewouldmanageittheymustgobythecarriershethoughtandhowfunnyitllseemsendingpresentstoonesownfeetandhowoddthedirectionswilllook"
## [13] "andwelcomelittlefishesin"
## [14] "asshesaidthesewordsherfootslippedandinanothermomentsplashshewasuptoherchininsaltwaterherfirstideawasthatshehadsomehowfallenintotheseaandinthatcaseicangobackbyrailwayshesaidtoherselfalicehadbeentotheseasideonceinherlifeandhadcometothegeneralconclusionthatwhereveryougotoontheenglishcoastyoufindanumberofbathingmachinesintheseasomechildrendigginginthesandwithwoodenspadesthenarowoflodginghousesandbehindthemarailwaystationhowevershesoonmadeoutthatshewasinthepooloftearswhichshehadweptwhenshewasninefeethigh"
## [15] "asshesaidthisshelookeddownatherhandsandwassurprisedtoseethatshehadputononeoftherabbitslittlewhitekidgloveswhileshewastalkinghowacanaihavedonethatshethoughtimustbegrowingsmallagainshegotupandwenttothetabletomeasureherselfbyitandfoundthatasnearlyasshecouldguessshewasnowabouttwofeethighandwasgoingonshrinkingrapidlyshesoonfoundoutthatthecauseofthiswasthefanshewasholdingandshedroppedithastilyjustintimetoavoidshrinkingawayaltogeth"
## [16] "curiouserandcuriousercriedaliceshewassomuchsurprisedthatforthemomentshequiteforgothowtospeakgoodenglishnowimopeningoutlikethelargesttelescopethateverwasgoodbyefeetforwhenshelookeddownatherfeettheyseemedtobealmostoutofsighttheyweregettingsofaroffohmypoorlittlefeetiwonderwhowillputonyourshoesandstockingsforyounowdearsimsureaiashantbeableishallbeagreatdealtoofarofftotroublemyselfaboutyouyoumustmanagethebestwayyoucanbutimustbekindtothemthoughtaliceorperhapstheywontwalkthewayiwanttogoletmeseeillgivethemanewpairofbootseverychristma"
## [17] "hearthrug"
## [18] "howcheerfullyheseemstogrin"
## [19] "howdoththelittlecrocodil"
## [20] "imsureimnotadashesaidforherhairgoesinsuchlongringletsandminedoesntgoinringletsatallandimsureicantbemabelforiknowallsortsofthingsandsheohsheknowssuchaverylittlebesidesashesasheandaimaiandohdearhowpuzzlingitallisilltryifiknowallthethingsiusedtoknowletmeseefourtimesfiveistwelveandfourtimessixisthirteenandfourtimessevenisohdearishallnevergettotwentyatthatratehoweverthemultiplicationtabledoesntsignifyletstrygeographylondonisthecapitalofparisandparisisthecapitalofromeandromenoathatsaallwrongimcertainimusthavebeenchangedformabelilltryandsayhowdoththelittleandshecrossedherhandsonherlapasifsheweresayinglessonsandbegantorepeatitbuthervoicesoundedhoarseandstrangeandthewordsdidnotcomethesameastheyusedtodo"
## [21] "imsurethosearenottherightwordssaidpooraliceandhereyesfilledwithtearsagainasshewentonimustbemabelafterallandishallhavetogoandliveinthatpokylittlehouseandhavenexttonotoystoplaywithandoheversomanylessonstolearnnoivemadeupmymindaboutitifimmabelillstaydownhereitllbenousetheirputtingtheirheadsdownandsayingcomeupagaindearishallonlylookupandsaywhoamithentellmethatfirstandthenifilikebeingthatpersonillcomeupifnotillstaydownheretillimsomebodyelsebutohdearcriedalicewithasuddenburstoftearsidowishtheyawouldaputtheirheadsdowniamsoaveryatiredofbeingallaloneher"
## [22] "itwashightimetogoforthepoolwasgettingquitecrowdedwiththebirdsandanimalsthathadfallenintoittherewereaduckandadodoaloryandaneagletandseveralothercuriouscreaturesaliceledthewayandthewholepartyswamtotheshor"
## [23] "iwishihadntcriedsomuchsaidaliceassheswamabouttryingtofindherwayoutishallbepunishedforitnowisupposebybeingdrownedinmyowntearsthatawillabeaqueerthingtobesurehowevereverythingisqueertoday"
## [24] "iwontindeedsaidaliceinagreathurrytochangethesubjectofconversationareyouareyoufondofofdogsthemousedidnotanswersoalicewentoneagerlythereissuchanicelittledognearourhouseishouldliketoshowyoualittlebrighteyedterrieryouknowwithohsuchlongcurlybrownhairanditllfetchthingswhenyouthrowthemanditllsitupandbegforitsdinnerandallsortsofthingsicantrememberhalfofthemanditbelongstoafarmeryouknowandhesaysitssousefulitsworthahundredpoundshesaysitkillsalltheratsandohdearcriedaliceinasorrowfultoneimafraidiveoffendeditagainforthemousewasswimmingawayfromherashardasitcouldgoandmakingquiteacommotioninthepoolasitw"
## [25] "justthenherheadstruckagainsttheroofofthehallinfactshewasnowmorethanninefeethighandsheatoncetookupthelittlegoldenkeyandhurriedofftothegardendoor"
## [26] "justthensheheardsomethingsplashingaboutinthepoolalittlewayoffandsheswamnearertomakeoutwhatitwasatfirstshethoughtitmustbeawalrusorhippopotamusbutthensherememberedhowsmallshewasnowandshesoonmadeoutthatitwasonlyamousethathadslippedinlikeherself"
## [27] "nearthefend"
## [28] "notlikecatscriedthemouseinashrillpassionatevoicewouldayoualikecatsifyouwerem"
## [29] "ohdearwhatnonsenseimtalk"
## [30] "perhapsitdoesntunderstandenglishthoughtaliceidaresayitsafrenchmousecomeoverwithwilliamtheconquerorforwithallherknowledgeofhistoryalicehadnoveryclearnotionhowlongagoanythinghadhappenedsoshebeganagainofestmachattewhichwasthefirstsentenceinherfrenchlessonbookthemousegaveasuddenleapoutofthewaterandseemedtoquiveralloverwithfrightohibegyourpardoncriedalicehastilyafraidthatshehadhurtthepooranimalsfeelingsiquiteforgotyoudidntlikecat"
## [31] "pooraliceitwasasmuchasshecoulddolyingdownononesidetolookthroughintothegardenwithoneeyebuttogetthroughwasmorehopelessthanevershesatdownandbegantocryagain"
## [32] "soshecalledsoftlyafteritmousedeardocomebackagainandwewonttalkaboutcatsordogseitherifyoudontlikethemwhenthemouseheardthisitturnedroundandswamslowlybacktoheritsfacewasquitepalewithpassionalicethoughtanditsaidinalowtremblingvoiceletusgettotheshoreandthenilltellyoumyhistoryandyoullunderstandwhyitisihatecatsanddog"
## [33] "thatawasaanarrowescapesaidaliceagooddealfrightenedatthesuddenchangebutverygladtofindherselfstillinexistenceandnowforthegardenandsheranwithallspeedbacktothelittledoorbutalasthelittledoorwasshutagainandthelittlegoldenkeywaslyingontheglasstableasbeforeandthingsareworsethaneverthoughtthepoorchildforineverwassosmallasthisbeforeneverandideclareitstoobadthat"
## [34] "weindeedcriedthemousewhowastremblingdowntotheendofhistailasifaiawouldtalkonsuchasubjectourfamilyalwaysahatedacatsnastylowvulgarthingsdontletmehearthenameagain"
## [35] "wellperhapsnotsaidaliceinasoothingtonedontbeangryaboutitandyetiwishicouldshowyouourcatdinahithinkyoudtakeafancytocatsifyoucouldonlyseehersheissuchadearquietthingalicewentonhalftoherselfassheswamlazilyaboutinthepoolandshesitspurringsonicelybythefirelickingherpawsandwashingherfaceandsheissuchanicesoftthingtonurseandshessuchacapitaloneforcatchingmiceohibegyourpardoncriedaliceagainforthistimethemousewasbristlingalloverandshefeltcertainitmustbereallyoffendedwewonttalkaboutheranymoreifyoudrathernot"
## [36] "withaliceslov"
## [37] "woulditbeofanyusenowthoughtalicetospeaktothismouseeverythingissooutofthewaydownherethatishouldthinkverylikelyitcantalkatanyratetheresnoharmintryingsoshebeganomousedoyouknowthewayoutofthispooliamverytiredofswimmingabouthereomousealicethoughtthismustbetherightwayofspeakingtoamouseshehadneverdonesuchathingbeforebutsherememberedhavingseeninherbrotherslatingrammaramouseofamousetoamouseamouseomousethemouselookedatherratherinquisitivelyandseemedtohertowinkwithoneofitslittleeyesbutitsaidnoth"
## [38] "yououghttobeashamedofyourselfsaidaliceagreatgirllikeyoushemightwellsaythistogooncryinginthiswaystopthismomentitellyoubutshewentonallthesamesheddinggallonsoftearsuntiltherewasalargepoolallroundheraboutfourinchesdeepandreachinghalfdownthehal"findAssocs(data,"alice",0.3)## $alice
## dont might
## 0.83 0.77
## remark took
## 0.71 0.67
## wasnt what
## 0.67 0.66
## ask you
## 0.65 0.64
## want taken
## 0.63 0.63
## eye now
## 0.61 0.61
## say well
## 0.61 0.61
## advantag day
## 0.61 0.60
## time answer
## 0.59 0.58
## break front
## 0.58 0.58
## nine said
## 0.58 0.57
## live make
## 0.57 0.56
## use went
## 0.56 0.56
## subject tone
## 0.56 0.56
## angrili fun
## 0.56 0.56
## ladi music
## 0.56 0.56
## savag and
## 0.56 0.55
## begin come
## 0.55 0.55
## much shoulder
## 0.55 0.55
## but keep
## 0.54 0.54
## rest stori
## 0.54 0.54
## least cautious
## 0.54 0.54
## have once
## 0.54 0.54
## rude understand
## 0.54 0.54
## mani perhap
## 0.53 0.53
## thing togeth
## 0.53 0.53
## temper like
## 0.53 0.52
## thought learn
## 0.52 0.52
## right saw
## 0.51 0.51
## talk sigh
## 0.51 0.51
## indign new
## 0.51 0.50
## think yes
## 0.50 0.50
## life polit
## 0.50 0.50
## bottom convers
## 0.50 0.49
## slowli yawn
## 0.49 0.49
## ive last
## 0.48 0.48
## young youll
## 0.48 0.48
## everi whi
## 0.47 0.47
## its wash
## 0.47 0.47
## tree though
## 0.47 0.46
## ventur cant
## 0.46 0.46
## minut chose
## 0.46 0.46
## patient question
## 0.46 0.45
## troubl duchess
## 0.45 0.45
## otherwis end
## 0.45 0.44
## felt clear
## 0.44 0.44
## dare reason
## 0.44 0.44
## repli someth
## 0.44 0.44
## encourag not
## 0.44 0.44
## idea tell
## 0.43 0.43
## walk old
## 0.43 0.43
## speak alway
## 0.43 0.43
## branch constant
## 0.43 0.43
## drive iathink
## 0.43 0.43
## occasion startl
## 0.43 0.43
## quarrel contemptu
## 0.43 0.42
## veri alon
## 0.42 0.42
## hour height
## 0.42 0.42
## less silent
## 0.42 0.42
## glad never
## 0.41 0.41
## nose plead
## 0.41 0.41
## promis sinc
## 0.41 0.41
## aand absenc
## 0.41 0.41
## affection afford
## 0.41 0.41
## agre aheawa
## 0.41 0.41
## ancient arithmeticambit
## 0.41 0.41
## asham ataoursathey
## 0.41 0.41
## athatsaa barleysugar
## 0.41 0.41
## beautifi beor
## 0.41 0.41
## birthday bite
## 0.41 0.41
## bitterandand bore
## 0.41 0.41
## calm camomil
## 0.41 0.41
## canaeverafinish cheap
## 0.41 0.41
## chin choic
## 0.41 0.41
## chuckl classic
## 0.41 0.41
## closer coil
## 0.41 0.41
## compani congereel
## 0.41 0.41
## cost count
## 0.41 0.41
## custodi dayschool
## 0.41 0.41
## delay deris
## 0.41 0.41
## distract drawl
## 0.41 0.41
## drawlingmast drawlingth
## 0.41 0.41
## educationsin eleventh
## 0.41 0.41
## exclam experi
## 0.41 0.41
## extra favourit
## 0.41 0.41
## flock french
## 0.41 0.41
## grief hasnt
## 0.41 0.41
## hid hjckrrh
## 0.41 0.41
## holiday hollow
## 0.41 0.41
## hottemp inquir
## 0.41 0.41
## isb isbird
## 0.41 0.41
## isoh isth
## 0.41 0.41
## iveabeen kitchenaat
## 0.41 0.41
## knewathat lazi
## 0.41 0.41
## ledg lessen
## 0.41 0.41
## lift link
## 0.41 0.41
## maynt meanstomakeanythingpretti
## 0.41 0.41
## mere miner
## 0.41 0.41
## modern moral
## 0.41 0.41
## mustard mustardmin
## 0.41 0.41
## mysteri ofathataistak
## 0.41 0.41
## pray reel
## 0.41 0.41
## rock seaographi
## 0.41 0.41
## shade simpleton
## 0.41 0.41
## simplynev sink
## 0.41 0.41
## sourand stiff
## 0.41 0.41
## stingi sweettemp
## 0.41 0.41
## thereamustab those
## 0.41 0.41
## thunderstorm tortois
## 0.41 0.41
## turtlew tut
## 0.41 0.41
## twelfth uglifi
## 0.41 0.41
## uglific veget
## 0.41 0.41
## vinegar waist
## 0.41 0.41
## warn wasathatalik
## 0.41 0.41
## wasaveryaug washingextra
## 0.41 0.41
## weak weekaheataught
## 0.41 0.41
## whenaimaa withoutmayb
## 0.41 0.41
## writh youaareaa
## 0.41 0.41
## good hair
## 0.40 0.40
## school exact
## 0.40 0.40
## wood couldnt
## 0.40 0.39
## lesson which
## 0.39 0.39
## youd this
## 0.39 0.39
## alarm extraordinari
## 0.39 0.39
## hint instanc
## 0.39 0.39
## manner murder
## 0.39 0.39
## neither nibbl
## 0.39 0.39
## today better
## 0.39 0.38
## asleep fli
## 0.38 0.38
## case uncomfort
## 0.38 0.38
## mushroom croquetground
## 0.38 0.38
## fair fine
## 0.38 0.38
## fond player
## 0.38 0.38
## stamp back
## 0.38 0.37
## littl puzzl
## 0.37 0.37
## then annoy
## 0.37 0.37
## argu aaaaaaaaaaaaaaaaaaaatwinkl
## 0.37 0.37
## andathensh armchair
## 0.37 0.37
## askedayouraopinion bawl
## 0.37 0.37
## beaon bear
## 0.37 0.37
## beforeaheaw breadknif
## 0.37 0.37
## choos civil
## 0.37 0.37
## clean clock
## 0.37 0.37
## consent cup
## 0.37 0.37
## dinner disgust
## 0.37 0.37
## doesayourawatch draw
## 0.37 0.37
## elsie flowerb
## 0.37 0.37
## fourth given
## 0.37 0.37
## gloomili goathereaagain
## 0.37 0.37
## grumbl halfpast
## 0.37 0.37
## heasaidawa hed
## 0.37 0.37
## itaisath itsahim
## 0.37 0.37
## laci lead
## 0.37 0.37
## leastat marchjust
## 0.37 0.37
## memori milkjug
## 0.37 0.37
## month moon
## 0.37 0.37
## mourn mousetrap
## 0.37 0.37
## muchnessdid muchnessyou
## 0.37 0.37
## nor oclock
## 0.37 0.37
## pour propos
## 0.37 0.37
## raven readili
## 0.37 0.37
## riddl riddlesi
## 0.37 0.37
## saythat sistersthey
## 0.37 0.37
## six slightest
## 0.37 0.37
## stupidest takealess
## 0.37 0.37
## takeamoreathan teaparti
## 0.37 0.37
## teapot teath
## 0.37 0.37
## teatray term
## 0.37 0.37
## theabestabutt theni
## 0.37 0.37
## theresaplentyaof theyv
## 0.37 0.37
## thingseveryth tilli
## 0.37 0.37
## treaclewel treaclewelleh
## 0.37 0.37
## unlock unwil
## 0.37 0.37
## veryail vote
## 0.37 0.37
## wasayourat wastingait
## 0.37 0.37
## waterwel wayayouamanag
## 0.37 0.37
## wearili wereainath
## 0.37 0.37
## whos wide
## 0.37 0.37
## wine withamin
## 0.37 0.37
## woke writingdesk
## 0.37 0.37
## afraid close
## 0.36 0.36
## ear tri
## 0.36 0.36
## nearer wrong
## 0.36 0.36
## rub bit
## 0.36 0.35
## inde see
## 0.35 0.35
## twice your
## 0.35 0.35
## chang interest
## 0.35 0.35
## yet spoke
## 0.35 0.35
## stay master
## 0.35 0.35
## aaaai areayou
## 0.35 0.35
## brought coupl
## 0.35 0.35
## ever know
## 0.34 0.34
## side taught
## 0.34 0.34
## wait wouldnt
## 0.34 0.34
## pepper suppos
## 0.34 0.34
## doubt shouldnt
## 0.34 0.34
## kitchen cushion
## 0.34 0.34
## laid open
## 0.34 0.33
## present that
## 0.33 0.33
## caterpillar dread
## 0.33 0.33
## tis exclaim
## 0.33 0.33
## frighten aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
## 0.33 0.33
## aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa aaaaallow
## 0.33 0.33
## aaaab aaaado
## 0.33 0.33
## aaaaha aaaapray
## 0.33 0.33
## aaaasaid aaaathat
## 0.33 0.33
## aaaawhi backsomersault
## 0.33 0.33
## balanc brain
## 0.33 0.33
## contempt content
## 0.33 0.33
## contradict deepest
## 0.33 0.33
## egg explainamyself
## 0.33 0.33
## fat hatch
## 0.33 0.33
## highest iadontaknow
## 0.33 0.33
## iahaveatast iim
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## imanotaa incess
## 0.33 0.33
## injur irrit
## 0.33 0.33
## limb muscular
## 0.33 0.33
## notaquitearight ofawhatath
## 0.33 0.33
## ointmenton pigeon
## 0.33 0.33
## piteous rememberawhatath
## 0.33 0.33
## root serpent
## 0.33 0.33
## sorri steadi
## 0.33 0.33
## stern strength
## 0.33 0.33
## suchaveryashort suet
## 0.33 0.33
## suppl tougher
## 0.33 0.33
## wellawhataar whatacanaal
## 0.33 0.33
## whereahaveami wife
## 0.33 0.33
## youth ground
## 0.33 0.33
## just the
## 0.32 0.32
## doesnt sleep
## 0.32 0.32
## attend box
## 0.32 0.32
## hookah sky
## 0.32 0.32
## arch curios
## 0.32 0.31
## care eel
## 0.31 0.31
## father green
## 0.31 0.31
## tear toam
## 0.31 0.31
## uncommon paw
## 0.31 0.31
## real sens
## 0.31 0.31
## sharp head
## 0.31 0.30
## world can
## 0.30 0.30
## hes shake
## 0.30 0.30
## fold hare
## 0.30 0.30
## beat
## 0.30newData <- removeSparseTerms(data,0.1)
newData## <<DocumentTermMatrix (documents: 12, terms: 26)>>
## Non-/sparse entries: 286/26
## Sparsity : 8%
## Maximal term length: 7
## Weighting : term frequency - inverse document frequency (normalized) (tf-idf)library(tibble)
as_tibble(as.matrix(newData))## # A tibble: 12 × 26
## alice and come eye first get got head ive
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 0.00354 0.000337 0.000337 0.000169 0.000506 0.00152 0.000337 5.06e-4 3.37e-4
## 2 0.00345 0.000476 0.000953 0.000357 0.000834 0.000119 0.000595 1.19e-4 2.38e-4
## 3 0.00219 0.000410 0.000273 0.000137 0.000683 0.000820 0.000546 2.73e-4 4.10e-4
## 4 0.00269 0.000122 0.000244 0.000367 0.000367 0.000244 0.000244 9.78e-4 1.22e-4
## 5 0 0 0 0 0 0 0 0 0
## 6 0.00340 0.00104 0.000444 0.000148 0.000444 0.000888 0.000444 2.96e-4 1.48e-4
## 7 0.00311 0.000601 0.000701 0.000401 0.000301 0.000902 0.000601 6.01e-4 3.01e-4
## 8 0.00523 0.00229 0.000654 0.000327 0.000327 0.000654 0.000327 6.54e-4 9.81e-4
## 9 0.00434 0.000505 0.000303 0.000404 0.000505 0.00101 0.000202 4.04e-4 2.02e-4
## 10 0.00545 0.000535 0.000321 0.000535 0.000535 0.000535 0.000321 6.42e-4 2.14e-4
## 11 0.00400 0.000411 0.000513 0.000205 0.000411 0.000616 0.000616 1.64e-3 2.05e-4
## 12 0.00565 0.000761 0.000761 0.000217 0.000217 0.000109 0.000217 3.26e-4 3.26e-4
## # ℹ 17 more variables: like <dbl>, littl <dbl>, look <dbl>, make <dbl>,
## # much <dbl>, never <dbl>, now <dbl>, one <dbl>, said <dbl>, see <dbl>,
## # that <dbl>, the <dbl>, thought <dbl>, time <dbl>, turn <dbl>, use <dbl>,
## # well <dbl>