#install.packages("rvest")
#install.packages("magrittr")
library(rvest)
## Warning: package 'rvest' was built under R version 3.5.1
## Loading required package: xml2
## Warning: package 'xml2' was built under R version 3.5.1
library(XML)
##
## Attaching package: 'XML'
## The following object is masked from 'package:rvest':
##
## xml
library(magrittr)
## Warning: package 'magrittr' was built under R version 3.5.1
#install.packages("tm")
library(tm)
## Warning: package 'tm' was built under R version 3.5.1
## Loading required package: NLP
# Amazon Reviews #############################
aurl <- "https://www.amazon.in/Apple-iPhone-X-Silver-256GB/product-reviews/B071P37652/ref=dpx_acr_txt?showViewpoints"
amazon_reviews <- NULL
for (i in 1:20){
murl <- read_html(as.character(paste(aurl,i,sep="=")))
rev <- murl %>%
html_nodes(".review-text") %>%
html_text()
amazon_reviews <- c(amazon_reviews,rev)
}
#Storing into TextFile
write.table(amazon_reviews,"iphoneX.txt")
getwd()
## [1] "D:/DataScience/Working Directory"
#Converting from Vector to Corpus
x <- read.csv("D:\\DataScience\\Assignments\\TextMining\\iphoneX.csv")
str(x)
## 'data.frame': 200 obs. of 1 variable:
## $ x: Factor w/ 200 levels "1 When you are purchasing any Apple's product on Amazon, you are just pushing your luck.Becouse if unfortunatel"| __truncated__,..: 1 112 124 135 146 157 168 179 190 2 ...
x1 <-Corpus(VectorSource(x))
Amazon_pros <- x$x
x1 <-Corpus(VectorSource(Amazon_pros))
inspect(x1[1])
## <<SimpleCorpus>>
## Metadata: corpus specific: 1, document level (indexed): 0
## Content: documents: 1
##
## [1] 1 When you are purchasing any Apple's product on Amazon, you are just pushing your luck.Becouse if unfortunately the device you bought turn out to be defective out of the box (like mine) then you have no other choice then to leave it on any Apple service center and get it REPAIRED!... yes \\repaired\\ not replaced.That \\10 days replacement promise in case of defective product received\\ is there to only misguide customers, this policy does not apply on any Apple's product, you will get to know this only when you read the \\terms and conditions\\ inside.I ordered the iphone X and received a defective phone, it just stuck on Apple logo when I turned it on. Reported this issue immediately to Amazon support, they told me not to worry, just visit Apple service centre, if your phone is defective you will get replacement there, but at apple service centre they offered only repair under warranty not replacement.I took my phone as it was, thinking that I can easily get a replacement on Amazon under the 10 days replacement policy in case of defective product received.But when I tried to create a replacement request, I shocked to see that it just ends on showing Apple customer support information!There was no option for replacement.Now I have no choice other than to accept a repaired iphone X for full price I paid for brand new iPhone X.Very disappointed from Amazon and Apple.
x2 <- tm_map(x1,tolower)
## Warning in tm_map.SimpleCorpus(x1, tolower): transformation drops documents
inspect(x2[1])
## <<SimpleCorpus>>
## Metadata: corpus specific: 1, document level (indexed): 0
## Content: documents: 1
##
## [1] 1 when you are purchasing any apple's product on amazon, you are just pushing your luck.becouse if unfortunately the device you bought turn out to be defective out of the box (like mine) then you have no other choice then to leave it on any apple service center and get it repaired!... yes \\repaired\\ not replaced.that \\10 days replacement promise in case of defective product received\\ is there to only misguide customers, this policy does not apply on any apple's product, you will get to know this only when you read the \\terms and conditions\\ inside.i ordered the iphone x and received a defective phone, it just stuck on apple logo when i turned it on. reported this issue immediately to amazon support, they told me not to worry, just visit apple service centre, if your phone is defective you will get replacement there, but at apple service centre they offered only repair under warranty not replacement.i took my phone as it was, thinking that i can easily get a replacement on amazon under the 10 days replacement policy in case of defective product received.but when i tried to create a replacement request, i shocked to see that it just ends on showing apple customer support information!there was no option for replacement.now i have no choice other than to accept a repaired iphone x for full price i paid for brand new iphone x.very disappointed from amazon and apple.
x3 <- tm_map(x2,removeNumbers)
## Warning in tm_map.SimpleCorpus(x2, removeNumbers): transformation drops
## documents
inspect(x3[1])
## <<SimpleCorpus>>
## Metadata: corpus specific: 1, document level (indexed): 0
## Content: documents: 1
##
## [1] when you are purchasing any apple's product on amazon, you are just pushing your luck.becouse if unfortunately the device you bought turn out to be defective out of the box (like mine) then you have no other choice then to leave it on any apple service center and get it repaired!... yes \\repaired\\ not replaced.that \\ days replacement promise in case of defective product received\\ is there to only misguide customers, this policy does not apply on any apple's product, you will get to know this only when you read the \\terms and conditions\\ inside.i ordered the iphone x and received a defective phone, it just stuck on apple logo when i turned it on. reported this issue immediately to amazon support, they told me not to worry, just visit apple service centre, if your phone is defective you will get replacement there, but at apple service centre they offered only repair under warranty not replacement.i took my phone as it was, thinking that i can easily get a replacement on amazon under the days replacement policy in case of defective product received.but when i tried to create a replacement request, i shocked to see that it just ends on showing apple customer support information!there was no option for replacement.now i have no choice other than to accept a repaired iphone x for full price i paid for brand new iphone x.very disappointed from amazon and apple.
x4 <- tm_map(x3,removePunctuation)
## Warning in tm_map.SimpleCorpus(x3, removePunctuation): transformation drops
## documents
inspect(x4[1])
## <<SimpleCorpus>>
## Metadata: corpus specific: 1, document level (indexed): 0
## Content: documents: 1
##
## [1] when you are purchasing any apples product on amazon you are just pushing your luckbecouse if unfortunately the device you bought turn out to be defective out of the box like mine then you have no other choice then to leave it on any apple service center and get it repaired yes repaired not replacedthat days replacement promise in case of defective product received is there to only misguide customers this policy does not apply on any apples product you will get to know this only when you read the terms and conditions insidei ordered the iphone x and received a defective phone it just stuck on apple logo when i turned it on reported this issue immediately to amazon support they told me not to worry just visit apple service centre if your phone is defective you will get replacement there but at apple service centre they offered only repair under warranty not replacementi took my phone as it was thinking that i can easily get a replacement on amazon under the days replacement policy in case of defective product receivedbut when i tried to create a replacement request i shocked to see that it just ends on showing apple customer support informationthere was no option for replacementnow i have no choice other than to accept a repaired iphone x for full price i paid for brand new iphone xvery disappointed from amazon and apple
x5 <- tm_map(x4,removeWords,stopwords(kind = "en"))
## Warning in tm_map.SimpleCorpus(x4, removeWords, stopwords(kind = "en")):
## transformation drops documents
x5 <- tm_map(x5,removeWords,"phone")
## Warning in tm_map.SimpleCorpus(x5, removeWords, "phone"): transformation
## drops documents
inspect(x5[1])
## <<SimpleCorpus>>
## Metadata: corpus specific: 1, document level (indexed): 0
## Content: documents: 1
##
## [1] purchasing apples product amazon just pushing luckbecouse unfortunately device bought turn defective box like mine choice leave apple service center get repaired yes repaired replacedthat days replacement promise case defective product received misguide customers policy apply apples product will get know read terms conditions insidei ordered iphone x received defective just stuck apple logo turned reported issue immediately amazon support told worry just visit apple service centre defective will get replacement apple service centre offered repair warranty replacementi took thinking can easily get replacement amazon days replacement policy case defective product receivedbut tried create replacement request shocked see just ends showing apple customer support informationthere option replacementnow choice accept repaired iphone x full price paid brand new iphone xvery disappointed amazon apple
x6 <- tm_map(x5,stripWhitespace)
## Warning in tm_map.SimpleCorpus(x5, stripWhitespace): transformation drops
## documents
inspect(x6[1])
## <<SimpleCorpus>>
## Metadata: corpus specific: 1, document level (indexed): 0
## Content: documents: 1
##
## [1] purchasing apples product amazon just pushing luckbecouse unfortunately device bought turn defective box like mine choice leave apple service center get repaired yes repaired replacedthat days replacement promise case defective product received misguide customers policy apply apples product will get know read terms conditions insidei ordered iphone x received defective just stuck apple logo turned reported issue immediately amazon support told worry just visit apple service centre defective will get replacement apple service centre offered repair warranty replacementi took thinking can easily get replacement amazon days replacement policy case defective product receivedbut tried create replacement request shocked see just ends showing apple customer support informationthere option replacementnow choice accept repaired iphone x full price paid brand new iphone xvery disappointed amazon apple
FinalData <- x6
str(FinalData)
## List of 200
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## ..$ meta :List of 7
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## ..$ meta :List of 7
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## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 72 :List of 2
## ..$ content: chr " fully satisfied product camera great display crispy much better samsung oneplus opt camera average camera ipho"| __truncated__
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "72"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 73 :List of 2
## ..$ content: chr " excellent product well deliveredhighly satisfied amazon service"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "73"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 74 :List of 2
## ..$ content: chr " excellent deal"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "74"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 75 :List of 2
## ..$ content: chr " awesome product equally fast delivery"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "75"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 76 :List of 2
## ..$ content: chr " good yes best well nolets break pros cons discuss whats packagepros one powerful smartphone market apple done "| __truncated__
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "76"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 77 :List of 2
## ..$ content: chr " received faulty product amazon deny replace"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "77"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 78 :List of 2
## ..$ content: chr " plus iphonex th iphone battery life better small hold screen size bigger compared plus premium"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "78"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 79 :List of 2
## ..$ content: chr " fantastic display amazing overs good performance camera quality also fantasticsuperb prime day offers service "| __truncated__
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "79"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 80 :List of 2
## ..$ content: chr " ufd"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "80"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 81 :List of 2
## ..$ content: chr " purchasing apples product amazon just pushing luckbecouse unfortunately device bought turn defective box like "| __truncated__
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "81"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 82 :List of 2
## ..$ content: chr " fully satisfied product camera great display crispy much better samsung oneplus opt camera average camera ipho"| __truncated__
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
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## .. ..$ heading : chr(0)
## .. ..$ id : chr "82"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 83 :List of 2
## ..$ content: chr " excellent product well deliveredhighly satisfied amazon service"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
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## .. ..$ heading : chr(0)
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## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 84 :List of 2
## ..$ content: chr " excellent deal"
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## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
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## .. ..$ heading : chr(0)
## .. ..$ id : chr "84"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 85 :List of 2
## ..$ content: chr " awesome product equally fast delivery"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "85"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 86 :List of 2
## ..$ content: chr " good yes best well nolets break pros cons discuss whats packagepros one powerful smartphone market apple done "| __truncated__
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "86"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 87 :List of 2
## ..$ content: chr " received faulty product amazon deny replace"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "87"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 88 :List of 2
## ..$ content: chr " plus iphonex th iphone battery life better small hold screen size bigger compared plus premium"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
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## .. ..$ heading : chr(0)
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## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 89 :List of 2
## ..$ content: chr " fantastic display amazing overs good performance camera quality also fantasticsuperb prime day offers service "| __truncated__
## ..$ meta :List of 7
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## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
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## .. ..$ heading : chr(0)
## .. ..$ id : chr "89"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 90 :List of 2
## ..$ content: chr " ufd"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
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## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 91 :List of 2
## ..$ content: chr " purchasing apples product amazon just pushing luckbecouse unfortunately device bought turn defective box like "| __truncated__
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "91"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 92 :List of 2
## ..$ content: chr " fully satisfied product camera great display crispy much better samsung oneplus opt camera average camera ipho"| __truncated__
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
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## .. ..$ heading : chr(0)
## .. ..$ id : chr "92"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 93 :List of 2
## ..$ content: chr " excellent product well deliveredhighly satisfied amazon service"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "93"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 94 :List of 2
## ..$ content: chr " excellent deal"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
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## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 95 :List of 2
## ..$ content: chr " awesome product equally fast delivery"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "95"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 96 :List of 2
## ..$ content: chr " good yes best well nolets break pros cons discuss whats packagepros one powerful smartphone market apple done "| __truncated__
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "96"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 97 :List of 2
## ..$ content: chr " received faulty product amazon deny replace"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "97"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 98 :List of 2
## ..$ content: chr " plus iphonex th iphone battery life better small hold screen size bigger compared plus premium"
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "98"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## $ 99 :List of 2
## ..$ content: chr " fantastic display amazing overs good performance camera quality also fantasticsuperb prime day offers service "| __truncated__
## ..$ meta :List of 7
## .. ..$ author : chr(0)
## .. ..$ datetimestamp: POSIXlt[1:1], format: "2018-08-12 18:42:02"
## .. ..$ description : chr(0)
## .. ..$ heading : chr(0)
## .. ..$ id : chr "99"
## .. ..$ language : chr "en"
## .. ..$ origin : chr(0)
## .. ..- attr(*, "class")= chr "TextDocumentMeta"
## ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
## [list output truncated]
## - attr(*, "class")= chr [1:2] "SimpleCorpus" "Corpus"
tdm <- TermDocumentMatrix(FinalData)
tdm
## <<TermDocumentMatrix (terms: 268, documents: 200)>>
## Non-/sparse entries: 6180/47420
## Sparsity : 88%
## Maximal term length: 16
## Weighting : term frequency (tf)
tdm1 <- as.matrix(tdm)
tdm1
## Docs
## Terms 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
## accept 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1
## amazon 4 0 1 0 0 0 1 0 2 0 4 0 1 0 0 0 1 0 2 0 4
## apple 6 0 0 0 0 7 0 0 0 0 6 0 0 0 0 7 0 0 0 0 6
## apples 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2
## apply 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## bought 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## box 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1
## brand 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## can 1 0 0 0 0 2 0 0 0 0 1 0 0 0 0 2 0 0 0 0 1
## case 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2
## center 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## centre 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2
## choice 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2
## conditions 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## create 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## customer 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1
## customers 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## days 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2
## defective 5 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 5
## device 1 0 0 0 0 2 0 0 0 0 1 0 0 0 0 2 0 0 0 0 1
## disappointed 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## easily 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## ends 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## full 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## get 4 0 0 0 0 1 0 0 0 0 4 0 0 0 0 1 0 0 0 0 4
## immediately 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## informationthere 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## insidei 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## iphone 3 1 0 0 0 0 0 1 0 0 3 1 0 0 0 0 0 1 0 0 3
## issue 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## just 4 0 0 0 0 5 0 0 0 0 4 0 0 0 0 5 0 0 0 0 4
## know 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## leave 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## like 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## logo 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## luckbecouse 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## mine 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## misguide 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## new 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## offered 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## option 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## ordered 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## paid 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## policy 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2
## price 1 0 0 0 0 4 0 0 0 0 1 0 0 0 0 4 0 0 0 0 1
## product 4 1 1 0 1 0 1 0 0 0 4 1 1 0 1 0 1 0 0 0 4
## promise 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## purchasing 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## pushing 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## read 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## received 2 0 0 0 0 0 1 0 0 0 2 0 0 0 0 0 1 0 0 0 2
## receivedbut 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## repair 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## repaired 3 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 3
## replacedthat 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## replacement 5 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0 5
## replacementi 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## replacementnow 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## reported 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## request 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## see 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## service 3 0 1 0 0 2 0 0 1 0 3 0 1 0 0 2 0 0 1 0 3
## shocked 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## showing 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## stuck 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## support 2 0 0 0 0 1 0 0 0 0 2 0 0 0 0 1 0 0 0 0 2
## terms 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## thinking 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## told 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## took 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## tried 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## turn 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## turned 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## unfortunately 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## visit 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## warranty 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## will 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 2
## worry 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## xvery 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1
## yes 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1
## average 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## better 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0
## camera 0 3 0 0 0 1 0 0 1 0 0 3 0 0 0 1 0 0 1 0 0
## charger 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## charging 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## con 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## crispy 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## display 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0
## fast 0 1 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0
## fully 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## great 0 2 0 0 0 3 0 0 0 0 0 2 0 0 0 3 0 0 0 0 0
## hour 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## included 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## mins 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## much 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## oneplus 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
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## love 0 0 0 1 0 0 0 0
## makes 0 0 0 1 0 0 0 0
## market 0 0 0 1 0 0 0 0
## mean 0 0 0 1 0 0 0 0
## meaning 0 0 0 1 0 0 0 0
## mind 0 0 0 1 0 0 0 0
## natural 0 0 0 1 0 0 0 0
## nobody 0 0 0 1 0 0 0 0
## nolets 0 0 0 1 0 0 0 0
## notch 0 0 0 2 0 0 0 0
## notifications 0 0 0 1 0 0 0 0
## one 0 0 0 1 0 0 0 0
## optimized 0 0 0 1 0 0 0 0
## overshadows 0 0 0 1 0 0 0 0
## packagepros 0 0 0 1 0 0 0 0
## packed 0 0 0 1 0 0 0 0
## par 0 0 0 1 0 0 0 0
## phones 0 0 0 1 0 0 0 0
## phonesconclusion 0 0 0 1 0 0 0 0
## point 0 0 0 1 0 0 0 0
## powerful 0 0 0 1 0 0 0 0
## present 0 0 0 1 0 0 0 0
## pro 0 0 0 1 0 0 0 0
## process 0 0 0 1 0 0 0 0
## projection 0 0 0 1 0 0 0 0
## pros 0 0 0 1 0 0 0 0
## provides 0 0 0 2 0 0 0 0
## purchase 0 0 0 1 0 0 0 0
## quality 0 0 0 1 0 0 1 0
## released 0 0 0 1 0 0 0 0
## rupees 0 0 0 1 0 0 0 0
## sales 0 0 0 1 0 0 0 0
## screen 0 0 0 1 0 1 0 0
## secure 0 0 0 1 0 0 0 0
## selling 0 0 0 1 0 0 0 0
## significantly 0 0 0 1 0 0 0 0
## simplistic 0 0 0 1 0 0 0 0
## size 0 0 0 1 0 1 0 0
## slow 0 0 0 1 0 0 0 0
## smaller 0 0 0 1 0 0 0 0
## smartphone 0 0 0 3 0 0 0 0
## smartphones 0 0 0 1 0 0 0 0
## snapdragon 0 0 0 1 0 0 0 0
## software 0 0 0 1 0 0 0 0
## space 0 0 0 2 0 0 0 0
## stay 0 0 0 1 0 0 0 0
## step 0 0 0 1 0 0 0 0
## still 0 0 0 1 0 0 0 0
## storage 0 0 0 1 0 0 0 0
## sums 0 0 0 1 0 0 0 0
## time 0 0 0 1 0 0 0 0
## two 0 0 0 2 0 0 0 0
## unlike 0 0 0 1 0 0 0 0
## unlocking 0 0 0 1 0 0 0 0
## updates 0 0 0 1 0 0 0 0
## upto 0 0 0 1 0 0 0 0
## user 0 0 0 1 0 0 0 0
## whats 0 0 0 1 0 0 0 0
## whatsoever 0 0 0 1 0 0 0 0
## deny 0 0 0 0 1 0 0 0
## faulty 0 0 0 0 1 0 0 0
## replace 0 0 0 0 1 0 0 0
## battery 0 0 0 0 0 1 0 0
## bigger 0 0 0 0 0 1 0 0
## hold 0 0 0 0 0 1 0 0
## iphonex 0 0 0 0 0 1 0 0
## life 0 0 0 0 0 1 0 0
## plus 0 0 0 0 0 2 0 0
## premium 0 0 0 0 0 1 0 0
## small 0 0 0 0 0 1 0 0
## also 0 0 0 0 0 0 1 0
## amazing 0 0 0 0 0 0 1 0
## appario 0 0 0 0 0 0 1 0
## day 0 0 0 0 0 0 2 0
## fantastic 0 0 0 0 0 0 1 0
## fantasticsuperb 0 0 0 0 0 0 1 0
## offers 0 0 0 0 0 0 2 0
## overs 0 0 0 0 0 0 1 0
## performance 0 0 0 0 0 0 1 0
## prime 0 0 0 0 0 0 2 0
## saved 0 0 0 0 0 0 1 0
## thank 0 0 0 0 0 0 1 0
## ufd 0 0 0 0 0 0 0 1
tdm1[100:109,1:10]
## Docs
## Terms 1 2 3 4 5 6 7 8 9 10
## satisfied 0 1 1 0 0 0 0 0 0 0
## takes 0 1 0 0 0 1 0 0 0 0
## deliveredhighly 0 0 1 0 0 0 0 0 0 0
## excellent 0 0 1 1 0 0 0 0 0 0
## well 0 0 1 0 0 1 0 0 0 0
## deal 0 0 0 1 0 0 0 0 0 0
## awesome 0 0 0 0 1 0 0 0 0 0
## delivery 0 0 0 0 1 0 0 0 0 0
## equally 0 0 0 0 1 0 0 0 0 0
## absurd 0 0 0 0 0 1 0 0 0 0
tdm1[1:20,1:20]
## Docs
## Terms 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
## accept 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0
## amazon 4 0 1 0 0 0 1 0 2 0 4 0 1 0 0 0 1 0 2 0
## apple 6 0 0 0 0 7 0 0 0 0 6 0 0 0 0 7 0 0 0 0
## apples 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0
## apply 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## bought 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## box 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0
## brand 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## can 1 0 0 0 0 2 0 0 0 0 1 0 0 0 0 2 0 0 0 0
## case 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0
## center 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## centre 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0
## choice 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0
## conditions 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## create 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## customer 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0
## customers 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0
## days 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0
## defective 5 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 0 0 0 0
## device 1 0 0 0 0 2 0 0 0 0 1 0 0 0 0 2 0 0 0 0
w <- rowSums(tdm1)
w
## accept amazon apple apples
## 40 160 260 40
## apply bought box brand
## 20 20 40 20
## can case center centre
## 60 40 20 40
## choice conditions create customer
## 40 20 20 40
## customers days defective device
## 20 40 100 60
## disappointed easily ends full
## 20 20 20 20
## get immediately informationthere insidei
## 100 20 20 20
## iphone issue just know
## 100 20 180 20
## leave like logo luckbecouse
## 20 20 20 20
## mine misguide new offered
## 20 20 20 20
## option ordered paid policy
## 20 20 20 40
## price product promise purchasing
## 100 160 20 20
## pushing read received receivedbut
## 20 20 60 20
## repair repaired replacedthat replacement
## 20 60 20 100
## replacementi replacementnow reported request
## 20 20 20 20
## see service shocked showing
## 20 140 20 20
## stuck support terms thinking
## 20 60 20 20
## told took tried turn
## 20 20 20 20
## turned unfortunately visit warranty
## 20 20 20 20
## will worry xvery yes
## 40 20 20 40
## average better camera charger
## 20 40 100 20
## charging con crispy display
## 20 20 20 40
## fast fully great hour
## 40 20 100 20
## included mins much oneplus
## 20 20 20 20
## opt really samsung satisfied
## 20 40 40 40
## takes deliveredhighly excellent well
## 40 20 40 40
## deal awesome delivery equally
## 20 20 20 20
## absurd almost annoying another
## 20 20 20 20
## anything argue ask aspect
## 20 20 20 20
## available beautiful benefits best
## 40 20 20 60
## biggest bionic bracket break
## 40 20 20 20
## came chip class comes
## 20 60 20 20
## coming compared connected cons
## 40 40 20 20
## considering continue convenient converted
## 20 20 20 20
## coupled created currently debatable
## 20 20 20 20
## depending design detailssimilar devices
## 20 20 20 60
## discuss dollars done dont
## 20 20 20 20
## dot ecosystem else even
## 20 20 20 20
## ever every everything face
## 20 20 20 20
## faceid faster feature features
## 40 40 20 20
## first galaxy giver going
## 20 20 20 20
## good gorgeous greatly hardware
## 40 20 20 20
## high huawei image increased
## 20 20 20 20
## india indian interface ios
## 20 20 20 40
## issues itconslets job kind
## 20 20 20 20
## later latest left less
## 20 20 20 20
## let love makes market
## 20 20 20 20
## mean meaning mind natural
## 20 20 20 20
## nobody nolets notch notifications
## 20 20 40 20
## one optimized overshadows packagepros
## 20 20 20 20
## packed par phones phonesconclusion
## 20 20 20 20
## point powerful present pro
## 20 20 20 20
## process projection pros provides
## 20 20 20 40
## purchase quality released rupees
## 20 40 20 20
## sales screen secure selling
## 20 40 20 20
## significantly simplistic size slow
## 20 20 40 20
## smaller smartphone smartphones snapdragon
## 20 60 20 20
## software space stay step
## 20 40 20 20
## still storage sums time
## 20 20 20 20
## two unlike unlocking updates
## 40 20 20 20
## upto user whats whatsoever
## 20 20 20 20
## deny faulty replace battery
## 20 20 20 20
## bigger hold iphonex life
## 20 20 20 20
## plus premium small also
## 40 20 20 20
## amazing appario day fantastic
## 20 20 40 20
## fantasticsuperb offers overs performance
## 20 40 20 20
## prime saved thank ufd
## 40 20 20 20
w_sub <- subset(w,w>=20)
w_sub
## accept amazon apple apples
## 40 160 260 40
## apply bought box brand
## 20 20 40 20
## can case center centre
## 60 40 20 40
## choice conditions create customer
## 40 20 20 40
## customers days defective device
## 20 40 100 60
## disappointed easily ends full
## 20 20 20 20
## get immediately informationthere insidei
## 100 20 20 20
## iphone issue just know
## 100 20 180 20
## leave like logo luckbecouse
## 20 20 20 20
## mine misguide new offered
## 20 20 20 20
## option ordered paid policy
## 20 20 20 40
## price product promise purchasing
## 100 160 20 20
## pushing read received receivedbut
## 20 20 60 20
## repair repaired replacedthat replacement
## 20 60 20 100
## replacementi replacementnow reported request
## 20 20 20 20
## see service shocked showing
## 20 140 20 20
## stuck support terms thinking
## 20 60 20 20
## told took tried turn
## 20 20 20 20
## turned unfortunately visit warranty
## 20 20 20 20
## will worry xvery yes
## 40 20 20 40
## average better camera charger
## 20 40 100 20
## charging con crispy display
## 20 20 20 40
## fast fully great hour
## 40 20 100 20
## included mins much oneplus
## 20 20 20 20
## opt really samsung satisfied
## 20 40 40 40
## takes deliveredhighly excellent well
## 40 20 40 40
## deal awesome delivery equally
## 20 20 20 20
## absurd almost annoying another
## 20 20 20 20
## anything argue ask aspect
## 20 20 20 20
## available beautiful benefits best
## 40 20 20 60
## biggest bionic bracket break
## 40 20 20 20
## came chip class comes
## 20 60 20 20
## coming compared connected cons
## 40 40 20 20
## considering continue convenient converted
## 20 20 20 20
## coupled created currently debatable
## 20 20 20 20
## depending design detailssimilar devices
## 20 20 20 60
## discuss dollars done dont
## 20 20 20 20
## dot ecosystem else even
## 20 20 20 20
## ever every everything face
## 20 20 20 20
## faceid faster feature features
## 40 40 20 20
## first galaxy giver going
## 20 20 20 20
## good gorgeous greatly hardware
## 40 20 20 20
## high huawei image increased
## 20 20 20 20
## india indian interface ios
## 20 20 20 40
## issues itconslets job kind
## 20 20 20 20
## later latest left less
## 20 20 20 20
## let love makes market
## 20 20 20 20
## mean meaning mind natural
## 20 20 20 20
## nobody nolets notch notifications
## 20 20 40 20
## one optimized overshadows packagepros
## 20 20 20 20
## packed par phones phonesconclusion
## 20 20 20 20
## point powerful present pro
## 20 20 20 20
## process projection pros provides
## 20 20 20 40
## purchase quality released rupees
## 20 40 20 20
## sales screen secure selling
## 20 40 20 20
## significantly simplistic size slow
## 20 20 40 20
## smaller smartphone smartphones snapdragon
## 20 60 20 20
## software space stay step
## 20 40 20 20
## still storage sums time
## 20 20 20 20
## two unlike unlocking updates
## 40 20 20 20
## upto user whats whatsoever
## 20 20 20 20
## deny faulty replace battery
## 20 20 20 20
## bigger hold iphonex life
## 20 20 20 20
## plus premium small also
## 40 20 20 20
## amazing appario day fantastic
## 20 20 40 20
## fantasticsuperb offers overs performance
## 20 40 20 20
## prime saved thank ufd
## 40 20 20 20
barplot(w_sub,lwd=2,col = rainbow(30))
#install.packages("wordcloud")
library(wordcloud)
## Warning: package 'wordcloud' was built under R version 3.5.1
## Loading required package: RColorBrewer
w_sub1 <- sort(rowSums(tdm1),decreasing = TRUE)
wordcloud(words = names(w_sub1),freq = w_sub1,random.order = F,colors = rainbow(30),scale = c(3,1),rot.per = 0.6)
## Warning in wordcloud(words = names(w_sub1), freq = w_sub1, random.order =
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## F, : charger could not be fit on page. It will not be plotted.
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## F, : charging could not be fit on page. It will not be plotted.
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## F, : crispy could not be fit on page. It will not be plotted.
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## F, : oneplus could not be fit on page. It will not be plotted.
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## F, : deliveredhighly could not be fit on page. It will not be plotted.
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## F, : awesome could not be fit on page. It will not be plotted.
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## F, : equally could not be fit on page. It will not be plotted.
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## F, : almost could not be fit on page. It will not be plotted.
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## F, : annoying could not be fit on page. It will not be plotted.
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## F, : another could not be fit on page. It will not be plotted.
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## F, : anything could not be fit on page. It will not be plotted.
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## F, : argue could not be fit on page. It will not be plotted.
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## F, : aspect could not be fit on page. It will not be plotted.
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## F, : beautiful could not be fit on page. It will not be plotted.
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## F, : benefits could not be fit on page. It will not be plotted.
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## F, : bionic could not be fit on page. It will not be plotted.
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## F, : came could not be fit on page. It will not be plotted.
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## F, : class could not be fit on page. It will not be plotted.
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## F, : comes could not be fit on page. It will not be plotted.
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## F, : connected could not be fit on page. It will not be plotted.
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## F, : cons could not be fit on page. It will not be plotted.
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## F, : considering could not be fit on page. It will not be plotted.
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## F, : continue could not be fit on page. It will not be plotted.
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## F, : convenient could not be fit on page. It will not be plotted.
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## F, : converted could not be fit on page. It will not be plotted.
## Warning in wordcloud(words = names(w_sub1), freq = w_sub1, random.order =
## F, : coupled could not be fit on page. It will not be plotted.
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## F, : created could not be fit on page. It will not be plotted.
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## F, : currently could not be fit on page. It will not be plotted.
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## F, : debatable could not be fit on page. It will not be plotted.
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## F, : depending could not be fit on page. It will not be plotted.
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## F, : design could not be fit on page. It will not be plotted.
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## F, : detailssimilar could not be fit on page. It will not be plotted.
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## F, : discuss could not be fit on page. It will not be plotted.
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## F, : dollars could not be fit on page. It will not be plotted.
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## F, : done could not be fit on page. It will not be plotted.
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## F, : ecosystem could not be fit on page. It will not be plotted.
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## F, : else could not be fit on page. It will not be plotted.
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## F, : even could not be fit on page. It will not be plotted.
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## F, : every could not be fit on page. It will not be plotted.
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## F, : everything could not be fit on page. It will not be plotted.
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## F, : feature could not be fit on page. It will not be plotted.
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## F, : features could not be fit on page. It will not be plotted.
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## F, : galaxy could not be fit on page. It will not be plotted.
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## F, : giver could not be fit on page. It will not be plotted.
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## F, : going could not be fit on page. It will not be plotted.
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## F, : gorgeous could not be fit on page. It will not be plotted.
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## F, : greatly could not be fit on page. It will not be plotted.
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## F, : hardware could not be fit on page. It will not be plotted.
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## F, : high could not be fit on page. It will not be plotted.
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## F, : huawei could not be fit on page. It will not be plotted.
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## F, : interface could not be fit on page. It will not be plotted.
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## F, : itconslets could not be fit on page. It will not be plotted.
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## F, : job could not be fit on page. It will not be plotted.
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## F, : kind could not be fit on page. It will not be plotted.
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## F, : later could not be fit on page. It will not be plotted.
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## F, : latest could not be fit on page. It will not be plotted.
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## F, : less could not be fit on page. It will not be plotted.
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## F, : love could not be fit on page. It will not be plotted.
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## F, : makes could not be fit on page. It will not be plotted.
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## F, : market could not be fit on page. It will not be plotted.
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## F, : mean could not be fit on page. It will not be plotted.
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## F, : meaning could not be fit on page. It will not be plotted.
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## F, : mind could not be fit on page. It will not be plotted.
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## F, : natural could not be fit on page. It will not be plotted.
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## F, : nobody could not be fit on page. It will not be plotted.
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## F, : nolets could not be fit on page. It will not be plotted.
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## F, : notifications could not be fit on page. It will not be plotted.
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## F, : optimized could not be fit on page. It will not be plotted.
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## F, : overshadows could not be fit on page. It will not be plotted.
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## F, : packagepros could not be fit on page. It will not be plotted.
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## F, : packed could not be fit on page. It will not be plotted.
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## F, : par could not be fit on page. It will not be plotted.
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## F, : phones could not be fit on page. It will not be plotted.
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## F, : phonesconclusion could not be fit on page. It will not be plotted.
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w_small <- subset(w,w>=100)
#install.packages("wordcloud2")
library(wordcloud2)
## Warning: package 'wordcloud2' was built under R version 3.5.1
w1 <- data.frame(names(w_small),w_small)
colnames(w1) <- c("word","freq")
wordcloud2(w1,size = 0.5,shape = "circle")
wordcloud2(w1,size = 0.5,shape = "triangle")