Librerís WordCloud

library(NLP)

## Warning: package 'NLP' was built under R version 3.3.2

library(tm)
library(wordcloud)

## Loading required package: RColorBrewer

library(RColorBrewer)

Texto_Fenix <- data.frame("Soy hincha de Fenix, y es un sufrimiento. Voy a la cancha y me las quiero cortar. Pero amo a Fenix, salimos campeones de la liguilla, una copa que no existe más!!! Fenix, Fenix")

Texto <- DataframeSource(Texto_Fenix)
Texto

## $encoding
## [1] ""
## 
## $length
## [1] 1
## 
## $position
## [1] 0
## 
## $reader
## function (elem, language, id) 
## {
##     if (!is.null(elem$uri)) 
##         id <- basename(elem$uri)
##     PlainTextDocument(elem$content, id = id, language = language)
## }
## <environment: namespace:tm>
## 
## $content
##   X.Soy.hincha.de.Fenix..y.es.un.sufrimiento..Voy.a.la.cancha.y.me.las.quiero.cortar..Pero.amo.a.Fenix..salimos.campeones.de.la.liguilla..una.copa.que.no.existe.más....Fenix..Fenix.
## 1    Soy hincha de Fenix, y es un sufrimiento. Voy a la cancha y me las quiero cortar. Pero amo a Fenix, salimos campeones de la liguilla, una copa que no existe más!!! Fenix, Fenix
## 
## attr(,"class")
## [1] "DataframeSource" "SimpleSource"    "Source"

corp <- Corpus(Texto)
corp <- tm_map(corp,removePunctuation)
corp <- tm_map(corp,tolower)
corp <- tm_map(corp,removeNumbers)
corp <- tm_map(corp, removeWords, stopwords("spanish"))
corp <- tm_map(corp, PlainTextDocument)

matriz.terminos <- TermDocumentMatrix(corp)
matriz.terminos <- as.matrix(matriz.terminos)
matriz.terminos

##              Docs
## Terms         character(0)
##   amo                    1
##   campeones              1
##   cancha                 1
##   copa                   1
##   cortar                 1
##   existe                 1
##   fenix                  4
##   hincha                 1
##   liguilla               1
##   quiero                 1
##   salimos                1
##   sufrimiento            1
##   voy                    1

vector.terminos <- sort(rowSums(matriz.terminos),decreasing=TRUE)
vector.terminos

##       fenix         amo   campeones      cancha        copa      cortar 
##           4           1           1           1           1           1 
##      existe      hincha    liguilla      quiero     salimos sufrimiento 
##           1           1           1           1           1           1 
##         voy 
##           1

dataframe.terminos <- data.frame(word = names(vector.terminos),freq=vector.terminos)
dataframe.terminos

##                    word freq
## fenix             fenix    4
## amo                 amo    1
## campeones     campeones    1
## cancha           cancha    1
## copa               copa    1
## cortar           cortar    1
## existe           existe    1
## hincha           hincha    1
## liguilla       liguilla    1
## quiero           quiero    1
## salimos         salimos    1
## sufrimiento sufrimiento    1
## voy                 voy    1

wordcloud(dataframe.terminos$word,dataframe.terminos$freq, scale=c(4,.2),min.freq=1, max.words=Inf, random.order=FALSE, rot.per=.15, colors=brewer.pal(8,"Dark2"))

Ejemplo real con estudio de ANTEL

setwd("C:/Users/Acer/Desktop/EP_R")
Antel <- suppressWarnings(paste(readLines("Necesidades Antel.txt"), collapse=" "))

tmpText <- data.frame(c(Antel))
ds <- DataframeSource(tmpText)
corp <- Corpus(ds)
corp <- tm_map(corp,removePunctuation)
corp <- tm_map(corp,tolower)
corp <- tm_map(corp,removeNumbers)
corp <- tm_map(corp, removeWords, stopwords("spanish"))
corp <- tm_map(corp, PlainTextDocument)
term.matrix <- TermDocumentMatrix(corp)
term.matrix <- as.matrix(term.matrix)
term.v <- sort(rowSums(term.matrix),decreasing=TRUE)
term.d <- data.frame(word = names(term.v),freq=term.v)

wordcloud(term.d$word,term.d$freq, scale=c(3,.2),min.freq=3, max.words=Inf, random.order=FALSE, rot.per=.15, colors=brewer.pal(8,"Dark2"))

Ejemplo de comparación de varios textos

suppressWarnings(suppressMessages(library(wordcloud)))

Discurso_Mujica_ONU <- suppressWarnings(paste(readLines("Discurso Mujica ONU.txt"), collapse=" "))
Discurso_Mujica_Casa_Blanca <- suppressWarnings(paste(readLines("Discurso Mujica Casa Blanca.txt"), collapse=" "))
Discurso_Despedida <- suppressWarnings(paste(readLines("Discurso Mujica Despedida Mando.txt"), collapse=" "))

tmpText <- data.frame(c(Discurso_Mujica_ONU, Discurso_Mujica_Casa_Blanca, Discurso_Despedida))
ds <- DataframeSource(tmpText)
corp <- Corpus(ds)
corp <- tm_map(corp,removePunctuation)
corp <- tm_map(corp,tolower)
corp <- tm_map(corp,removeNumbers)
corp <- tm_map(corp, removeWords, stopwords("spanish"))
corp <- tm_map(corp, PlainTextDocument)
term.matrix <- TermDocumentMatrix(corp)
term.matrix <- as.matrix(term.matrix)
dim(term.matrix)

## [1] 1373    3

colnames(term.matrix) <- c("Mujica ONU","Mujica Casa Blanca","Mujica Despedida")
head(term.matrix)

##                 Docs
## Terms            Mujica ONU Mujica Casa Blanca Mujica Despedida
##   <U+0093>civilización<U+0094>          1                  0                0
##   <U+0093>querido                0                  0                1
##   <U+0093>reclamables<U+0094>           1                  0                0
##   abandona                0                  0                1
##   abismo                  1                  0                0
##   abolir                  1                  0                0

commonality.cloud(term.matrix,comonality.measure=min,max.words=Inf)

comparison.cloud(term.matrix,max.words=Inf,random.order=FALSE,colors=brewer.pal(8,"Dark2"),scale=c(4,1),title.size = 1.5)

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## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : sacrificado could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : sacrificios could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
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## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
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## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : secretarias could not be fit on page. It will not be plotted.

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## FALSE, : según could not be fit on page. It will not be plotted.

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## FALSE, : seis could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : selva could not be fit on page. It will not be plotted.

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## FALSE, : sencillo could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : servir could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : significa could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : simplemente could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : sirven could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : sobra could not be fit on page. It will not be plotted.

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## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : socavan could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : socavones could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : socialdemocracia could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : sociedad could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
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## FALSE, : soldados could not be fit on page. It will not be plotted.

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## FALSE, : soledad could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : solos could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : sombra could not be fit on page. It will not be plotted.

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## FALSE, : sostiene could not be fit on page. It will not be plotted.

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## FALSE, : suave could not be fit on page. It will not be plotted.

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## FALSE, : sucia could not be fit on page. It will not be plotted.

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## FALSE, : sucumbió could not be fit on page. It will not be plotted.

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## FALSE, : sucumbiremos could not be fit on page. It will not be plotted.

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## FALSE, : superar could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : supere could not be fit on page. It will not be plotted.

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## FALSE, : suplantamos could not be fit on page. It will not be plotted.

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## FALSE, : supone could not be fit on page. It will not be plotted.

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## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : talento could not be fit on page. It will not be plotted.

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## FALSE, : tallar could not be fit on page. It will not be plotted.

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## FALSE, : tarjetas could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : tasa could not be fit on page. It will not be plotted.

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## FALSE, : tecnologías could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : tedio could not be fit on page. It will not be plotted.

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## FALSE, : templada could not be fit on page. It will not be plotted.

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## FALSE, : templo could not be fit on page. It will not be plotted.

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## FALSE, : terminar could not be fit on page. It will not be plotted.

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## FALSE, : territorio could not be fit on page. It will not be plotted.

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## FALSE, : tirando could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : tobi could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : trabajamos could not be fit on page. It will not be plotted.

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## FALSE, : transformándonos could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : transformar could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : transformarla could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : transnacionales could not be fit on page. It will not be plotted.

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## FALSE, : trascendente could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : tres could not be fit on page. It will not be plotted.

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## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : últimos could not be fit on page. It will not be plotted.

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## FALSE, : único could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : usarla could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
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## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : utilizamos could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vanguardia could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vaya could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vegetales could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vegetan could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vegetar could not be fit on page. It will not be plotted.

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## FALSE, : veinte could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vela could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : velocidad could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vemos could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vendiendo could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : venideras could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : ver could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : verdaderamente could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : verdaderas could not be fit on page. It will not be plotted.

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## FALSE, : verde could not be fit on page. It will not be plotted.

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## FALSE, : veré could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vigilancia could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vio could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : visión could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : viva could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vivan could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vivo could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : volcar could not be fit on page. It will not be plotted.

## Warning in comparison.cloud(term.matrix, max.words = Inf, random.order =
## FALSE, : vuelvo could not be fit on page. It will not be plotted.

#Solo con dos discursos

Discurso_Mujica_Casa_Blanca <- suppressWarnings(paste(readLines("Discurso Mujica Casa Blanca.txt"), collapse=" "))
Discurso_Despedida <- suppressWarnings(paste(readLines("Discurso Mujica Despedida Mando.txt"), collapse=" "))

tmpText <- data.frame(c(Discurso_Mujica_Casa_Blanca, Discurso_Despedida))
ds <- DataframeSource(tmpText)
corp <- Corpus(ds)
corp <- tm_map(corp,removePunctuation)
corp <- tm_map(corp,tolower)
corp <- tm_map(corp,removeNumbers)
corp <- tm_map(corp, removeWords, stopwords("spanish"))
corp <- tm_map(corp, PlainTextDocument)
term.matrix <- TermDocumentMatrix(corp)
term.matrix <- as.matrix(term.matrix)
dim(term.matrix)

## [1] 440   2

colnames(term.matrix) <- c("Mujica Casa Blanca","Mujica Despedida")
head(term.matrix)

##            Docs
## Terms       Mujica Casa Blanca Mujica Despedida
##   <U+0093>querido                   0                1
##   abandona                   0                1
##   abrazo                     1                0
##   abrazos                    0                1
##   aburrirte                  0                1
##   acá                        2                0

commonality.cloud(term.matrix,comonality.measure=min,max.words=Inf)

comparison.cloud(term.matrix,max.words=50,random.order=FALSE,colors=brewer.pal(8,"Dark2"),scale=c(1,1),title.size = 1.5)