Capstone Milestone
Pier Luigi Olearo
Sunday, July 26, 2015
Abstract
This report is part of the Coursera Capstone Project within the Data Science Specialization. Whereas the overall goal of the project is to build an application predicting words based on text input, the objective of this milestone report is to do some exploratory analysis of the data and to present properties and distinctive features within the data sets as well as to outline possible approaches and drafts for the final app and the underlying prediction algorithm.
Data Summary
Predictive text analytics, like Google’s predictive search text suggestions and SwiftKey’s predictive keyboard are becoming a mainstream in product offerings. As part of a data science Capstone assignment, Johns Hopkins in concert with Coursera and SwiftKey have defined a project aimed at analyzing a large set of text documents (a corpus) and building a predictive text application. Through analyzing text, a predictive algorithm can suggest words which may come next in a sentence fragment. This document outlines the steps completed to date along with a basic summary of the data used as the basis for algorithm development.
ddir <- "C:/Users/Public/Documents/Coursera/Data Science/Capstone"
setwd(ddir)
if (!file.exists("data")) {
dir.create("data")
}The data files have been downloaded from: [https://d396qusza40orc.cloudfront.net/dsscapstone/dataset/Coursera-SwiftKey.zip] (Coursera-SwiftKey.zip)
CapstoneDatasetUrl <- "https://d396qusza40orc.cloudfront.net/dsscapstone/dataset/Coursera-SwiftKey.zip"
destfile <- "./data/Coursera-SwiftKey.zip"
download.file(CapstoneDatasetUrl, destfile)
dateDownloaded <- date()
unzip(destfile, exdir="./data")
list.files("./data")# library used
library(tm) # framework for text mining
library(SnowballC) # provides wordStem() for stemming
library(RColorBrewer) # generate palette of colours for plots
library(ggplot2) # plot word frequencies
library(scales) # format axis scales for plots
library(tidyr) # assists in cleaning & preparing data
library(dplyr) # assists in data manipulation, transformation, & summarization
library(rJava) # lib for rWeka
library(RWeka) # tokenzation
library(wordcloud)
library(R.utils)
library(stringr)
library(RTextTools)Three English files were processed from the final/en_US directory. In total, the original files contained over 550 MB of data to be used in developing the predictive algorithm. A summary of the number of lines, words, and characters of these original files are contained the following summary:
Dimension of sample data:
path<-"data/final/en_US/"
files<- paste(path,list.files(path),sep="")
filesizes<-cbind(files,paste(round(file.info(files)$size/1024^2,digits=2),"MB",sep=" "))
filesizes## files
## [1,] "data/final/en_US/en_US.blogs.txt" "200.42 MB"
## [2,] "data/final/en_US/en_US.news.txt" "196.28 MB"
## [3,] "data/final/en_US/en_US.twitter.txt" "159.36 MB"filelist = c("en_US.blogs.txt","en_US.twitter.txt","en_US.news.txt")
getsummary_file = function(filename){
pathname <- paste("data/final/en_US/",filename,sep = "")
nlines <- countLines(pathname)
text.data <- readLines(pathname,n = nlines,encoding = "UTF-8", warn = FALSE)
nchar.perline <- unlist(lapply(X = text.data, FUN = nchar))
longest.line <- max(nchar.perline)
shortest.line <- min(nchar.perline)
median.line <- median(nchar.perline)
n.sentences <- sum(str_count(text.data,"[\\.|?]"))
word.list = strsplit(text.data, "\\W+", perl=TRUE)
words <- unlist(word.list)
word.count <- length(words)
unique.words <- length(unique(words))
top10.words <- head(sort(table(words) , decreasing=TRUE),10)
summary.text <- cbind(filename,nlines,longest.line, shortest.line,median.line, n.sentences, word.count)
print("top 10 words are: ")
print(top10.words)
print("file summary")
print(summary.text)
hi.df <- data.frame(nchar = nchar.perline)
m <- ggplot(hi.df, aes(x = nchar))+ggtitle(paste("density plot number of characters per line in",filename))
m <- m + geom_density()
print(m)
return(text.data)
}Blogs
First data set is text data from multiple internet blogs.
blogs<-getsummary_file(filelist[1])## [1] "top 10 words are: "
## words
## the to and I of a in that is
## 1669721 1055462 1036035 889792 868442 865336 555938 459389 426408
## it
## 382723
## [1] "file summary"
## filename nlines longest.line shortest.line median.line
## [1,] "en_US.blogs.txt" "899288" "40833" "1" "156"
## n.sentences word.count
## [1,] "2294981" "38378991"
News
Second source is a collection of news articles and editorials written by professional journalists.
news<-getsummary_file(filelist[2])## [1] "top 10 words are: "
## words
## the I to a you and for in of is
## 842294 804214 770738 578042 522523 405729 373100 360568 351926 339363
## [1] "file summary"
## filename nlines longest.line shortest.line median.line
## [1,] "en_US.twitter.txt" "2360148" "140" "2" "64"
## n.sentences word.count
## [1,] "3018897" "31151206"
third data source are various english language twitter feeds.
twitters<-getsummary_file(filelist[3])## [1] "top 10 words are: "
## words
## the to and a of in s that for is
## 132432 69145 66074 64784 59052 48419 32321 25983 25884 21748
## [1] "file summary"
## filename nlines longest.line shortest.line median.line
## [1,] "en_US.news.txt" "1010242" "5760" "2" "186"
## n.sentences word.count
## [1,] "170222" "2754345"
Review and Data Cleansing
In exploring the data, it was evident that extensive cleaning would be required. Additionally, dealing with such a large dataset with limited computing resources using the R Programming language proved challenging. After exploring several packages such as tm, qdap, and RWeka, all proved to not support the size of the data desired to be processed unless relatively restrictive sample sizes or extensive incremental processing were used.
So, the data was cleaned using the base utilities in R including removing problem characters (like nulls and end of files in the middle of data), special characters, stripping punctuation, stripping unused characters not found in the English language (like smiley faces), and removing numeric values, etc.
The complete data from the news, blogs and twitter input files was processes, translated to lower case, and words separated by a single space. Careful attention was made to prevent removing concatenations and hyphenated words since these are legitimate terms necessary for the predictive algorithm.
#
# Creating a 10% training sample of data
#
set.seed(12357)
blogsT <- blogsUS[rbinom(length(blogsUS)*.10, length(blogsUS), .5)]
newsT <- newsUS[rbinom(length(newsUS)*.10, length(newsUS), .5)]
twitterT <- twitterUS[rbinom(length(twitterUS)*.10, length(twitterUS), .5)]#
# Create a training corpus
#
t.data <- Corpus(DirSource("./training/"), readerControl = list(language="en_US"))summary(t.data)## Length Class Mode
## blog.txt 2 PlainTextDocument list
## news.txt 2 PlainTextDocument list
## twitter.txt 2 PlainTextDocument listText Mining the Corpus
Now that the text data has been pre-processed, text mining can be performed to understand word counts & line counts, term frequencies, and common n-grams in our sample data.
Term Frequency
The first analytic approach in text mining is to gain an understanding of the rate of occurance of terms. This identifies terms most frequently found in the documents along with terms infrequently found, and likely, not of high interest. To perform this analysis, I use DocumentTermMatrix() and TermDocumentMatrix() to create a term matrix which allows for the summation and summarization of term frequencies.
t.data_df <- data.frame(text=unlist(sapply(t.data, '[',"content")),stringsAsFactors=F)terms <- as.data.frame(inspect(t.data.tdm))## <<TermDocumentMatrix (terms: 20364, documents: 3)>>
## Non-/sparse entries: 30229/30863
## Sparsity : 51%
## Maximal term length: 95
## Weighting : term frequency (tf)
##
## Docs
## Terms blog.txt
## <U+0097>actual 38
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## zzzs 0names(terms) <- c("blog","news","twitter")
sum.terms <- as.data.frame(colSums(terms))
## blog
## 682## news
## 590## twitter
## 434
Plans for Final Project
Step 1: Develop a larger training set
I found that using the tm and RWeka libraries has its limitations. The processing time and memory requirements to analyze more than 10% of the three datasets in one corpora is too large. I think i’ll create ten sub-samples for each dataset. Each training set will be its own corpora in which I will clean and pre-process each one independently and so it’ll reach the 60% of the whole data sample.
Step 2: Processing the multiple training sets
Next, I will mine each corpora to develop 2-, 3-, and 4–gram lists. I will then combine the multiple n-gram lists from each corpora together, which creates an n-gram list for my entire training set.