Intermediate

Introduction

The goal of this project is to predict words, based on previous written words. An example of an application that uses word prediction is SwiftKey and can be seen in the figure below.

SwiftKey word prediciton

The used programming language is R and the used hardware is an Intel Core i5 6600K with 32GB ram.

About the data set

The data source is http://www.corpora.heliohost.org/, which is a collection of corpora for various languages and is freely available. The dataset is The dataset is divided into 4 languages: German (de_DE), American English (en_US), Finnish (fi_FI) and Russian (ru_RU). Each language has 3 files which indicate the source of text: blogs, news and twitter. Each file contains a sentence or paragraph per line.

Other helpful data sets could be obtained from http://corpus.byu.edu/full-text/, which include full-text data from spoken language, academic papers, newspapers, magazines and fiction books collected from 1990 till 2012. Also older texts are available that contain non-fiction book texts. Other sources could be the https://en.wikipedia.org/wiki/Wikipedia:Database_download or the complete http://www.chrisharrison.net/index.php/Visualizations/WebTrigrams.

Natural Language Processing

According to https://en.wikipedia.org/wiki/Natural_language_processing, Natural Language Processing (NLP) is “a field of computer science, artificial intelligence and computational linguistics concerned with the interactions between computers and human (natural) languages”.

Text mining analysis process consists of the following steps: 1. Import texts 2. Preprocessing 3. Transformation into structured formats

Data acquisition and cleaning

## Loading required package: NLP

## Warning in initDict(): cannot find WordNet 'dict' directory: please set the
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## Warning: package 'dplyr' was built under R version 3.3.2

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## data.table + dplyr code now lives in dtplyr.
## Please library(dtplyr)!

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## Attaching package: 'dplyr'

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## Attaching package: 'quanteda'

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##     as.DocumentTermMatrix, stopwords

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##     sample

The dataset is downloaded and unzipped. The dataset can be found at the following url: https://d396qusza40orc.cloudfront.net/dsscapstone/dataset/Coursera-SwiftKey.zip.

# only download and extract the file if the data file does not exist already
if (!file.exists(file.path("data", "Coursera-SwiftKey.zip"))) {
  # download the file
  download.file("https://d396qusza40orc.cloudfront.net/dsscapstone/dataset/Coursera-SwiftKey.zip",
                destfile=file.path("data", "Coursera-SwiftKey.zip"))

  # and extract the file
  unzip(file.path("data", "Coursera-SwiftKey.zip"), exdir="data")
}

fileBlogs <- file.path(getwd(), "data", "final", "en_US", "en_US.blogs.txt")
fileNews <- file.path(getwd(), "data", "final", "en_US", "en_US.news.txt")
fileTwitter <- file.path(getwd(), "data", "final", "en_US", "en_US.twitter.txt")

A summary of the data files can be seen in the table below:

Source	# of lines	# of words	File size (bytes)
blogs	899288	16, 5, 140, 40, 111, 10, 5, 56, 45, 137, 169, 58, 38, 67, 7, 15, 79, 20, 90, 5, 56, 216, 44, 49, 14, 86, 20, 139, 2, 47, 34, 5, 54, 44, 4, 24, 35, 4, 42, 31, 61, 45, 56, 40, 4, 93, 60, 7, 3, 211, 81, 29, 21, 32, 152, 3, 86, 18, 36, 5, 78, 7, 47, 64, 275, 4, 35, 1, 86, 43, 2, 52, 4, 17, 15, 67, 52, 69, 19, 11, 7, 29, 39, 2, 25, 14, 38, 19, 21, 5, 8, 79, 21, 14, 17, 14, 7, 110, 3, 178, 125, 6, 41, 45, 86, 42, 22, 11, 47, 35, 11, 9, 118, 107, 7, 10, 23, 4, 31, 37, 19, 27, 134, 140, 92, 36, 52, 76, 6, 55, 51, 3, 28, 3, 6, 7, 43, 13, 175, 77, 62, 84, 31, 3, 73, 47, 73, 15, 63, 44, 83, 3, 9, 25, 19, 24, 3, 97, 4, 22, 10, 56, 59, 56, 20, 5, 120, 58, 34, 12, 51, 11, 79, 101, 41, 103, 161, 70, 2, 195, 9, 59, 9, 79, 35, 97, 101, 9, 9, 70, 9, 95, 37, 9, 11, 62, 28, 21, 69, 37, 84, 39, 4, 36, 51, 25, 6, 1, 11, 62, 119, 6, 25, 12, 69, 6, 5, 3, 85, 39, 6, 17, 29, 85, 57, 63, 16, 3, 4, 99, 52, 24, 70, 4, 48, 9, 8, 11, 105, 4, 42, 143, 15, 3, 57, 47, 5, 103, 168, 71, 3, 10, 50, 2, 82, 10, 79, 64, 58, 10, 84, 3, 12, 45, 18, 8, 33, 67, 5, 13, 2, 20, 13, 4, 8, 3, 33, 68, 91, 11, 66, 45, 8, 8, 2, 5, 9, 7, 16, 183, 72, 62, 10, 12, 57, 8, 86, 20, 4, 4, 37, 91, 7, 2, 56, 64, 4, 8, 100, 132, 28, 8, 226, 10, 35, 5, 26, 8, 119, 84, 4, 7, 51, 4, 18, 145, 35, 32, 91, 30, 75, 6, 7, 7, 152, 39, 14, 63, 45, 3, 29, 151, 56, 15, 131, 13, 31, 49, 69, 55, 21, 61, 24, 3, 6, 24, 38, 18, 2, 129, 7, 1, 71, 35, 97, 7, 56, 79, 12, 173, 106, 109, 6, 5, 49, 228, 36, 27, 68, 27, 34, 88, 61, 23, 59, 3, 6, 15, 3, 13, 9, 45, 78, 4, 76, 174, 1, 107, 94, 76, 63, 46, 44, 21, 58, 9, 20, 27, 56, 15, 94, 6, 42, 39, 51, 24, 15, 9, 17, 12, 22, 3, 5, 3, 38, 116, 14, 5, 37, 72, 5, 2, 3, 42, 2, 3, 6, 19, 145, 6, 11, 5, 18, 17, 64, 39, 6, 21, 54, 3, 26, 84, 47, 63, 87, 10, 170, 34, 70, 9, 29, 69, 41, 16, 12, 2, 2, 181, 3, 68, 45, 38, 99, 4, 2, 9, 60, 7, 11, 98, 44, 9, 240, 30, 6, 12, 14, 52, 4, 40, 81, 74, 4, 4, 8, 16, 92, 109, 11, 84, 4, 23, 10, 11, 17, 3, 3, 10, 7, 45, 44, 3, 24, 33, 3, 43, 93, 5, 39, 83, 13, 75, 6, 19, 37, 42, 21, 9, 7, 15, 8, 20, 2, 1, 14, 5, 15, 142, 59, 11, 106, 51, 114, 157, 16, 3, 52, 59, 51, 40, 16, 62, 5, 72, 49, 28, 26, 378, 30, 14, 19, 4, 61, 44, 37, 103, 15, 2, 4, 25, 8, 64, 76, 105, 29, 13, 9, 52, 31, 25, 42, 10, 21, 11, 3, 3, 85, 2, 82, 40, 25, 32, 60, 20, 42, 44, 6, 9, 9, 25, 18, 34, 18, 32, 40, 56, 5, 1, 9, 5, 38, 125, 9, 27, 22, 70, 25, 15, 9, 60, 55, 4, 113, 15, 29, 7, 41, 29, 11, 111, 11, 11, 55, 6, 2, 55, 6, 129, 20, 78, 8, 6, 89, 82, 85, 102, 74, 78, 13, 9, 150, 84, 12, 38, 94, 158, 68, 89, 1, 35, 8, 22, 45, 129, 7, 33, 34, 5, 10, 35, 58, 30, 32, 9, 61, 19, 54, 40, 74, 26, 15, 32, 36, 27, 105, 48, 3, 76, 4, 80, 9, 48, 23, 2, 30, 36, 59, 4, 29, 72, 69, 95, 60, 11, 111, 89, 94, 33, 83, 10, 61, 35, 14, 7, 39, 8, 31, 34, 25, 23, 11, 7, 61, 20, 59, 41, 14, 136, 99, 61, 11, 8, 30, 4, 8, 59, 5, 3, 45, 24, 20, 12, 25, 57, 22, 14, 18, 6, 96, 5, 11, 91, 131, 37, 197, 188, 54, 23, 95, 41, 80, 131, 14, 46, 49, 95, 3, 66, 4, 76, 41, 29, 16, 47, 21, 52, 33, 48, 12, 4, 82, 1, 8, 48, 36, 3, 186, 50, 8, 37, 69, 6, 2, 11, 97, 42, 43, 52, 31, 11, 2, 60, 21, 26, 56, 2, 120, 31, 4, 73, 22, 112, 81, 2, 10, 8, 16, 87, 6, 49, 12, 3, 56, 7, 18, 7, 17, 26, 11, 60, 14, 56, 14, 83, 12, 143, 37, 2, 9, 41, 33, 36, 92, 49, 10, 35, 88, 73, 8, 18, 196, 11, 12, 104, 7, 4, 123, 46, 20, 32, 34, 11, 32, 112, 103, 6, 2, 6, 37, 2, 46, 9, 67, 5, 6, 57, 14, 9, 21, 47, 129, 184, 51, 49, 99, 26, 11, 1, 4, 58, 42, 9, 60, 189, 7, 59, 37, 29, 17, 6, 54, 43, 180, 16, 29, 26, 10, 5, 32, 3, 2, 4, 2, 46, 43, 20, 45, 63, 132, 7, 6, 142, 93, 32, 49, 52, 7, 4, 3, 20, 54, 52, 44, 11, 31, 16, 16, 3, 63, 43, 38, 39, 18, 69, 61, 7, 74, 66, 3, 3, 207, 62, 17, 5, 33, 114, 11, 3, 13, 100, 5, 4, 89, 2, 50, 7, 6, 23, 16, 105, 5, 15, 9, 32, 59, 40, 2, 35, 78, 8, 14, 12, 9, 61, 23, 13, 28, 29, 3, 11, 12, 2, 4, 17, 53, 25, 61, 57, 78, 114, 22, 72, 10, 7, 38, 48, 130, 7, 5, 6, 122, 50, 8, 2, 81, 35, 7, 6, 4, 156, 26, 8, 92, 59, 50, 38, 77, 32, 176, 122, 41, 57, 54, 23, 24, 53, 91, 51, 7, 52, 11, 35, 83, 164, 7, 36, 2, 8, 13, 81, 73, 71, 10, 3, 24, 30, 165, 5, 46, 26, 39, 31, 2, 119, 199, 50, 29, 51, 61, 32, 10, 23, 53, 20, 16, 79, 34, 9, 4, 11, 9, 8, 2, 20, 26, 66, 5, 55, 82, 38, 2, 22, 68, 57, 56, 51, 18, 98, 4, 54, 33, 57, 13, 2, 61, 6, 11, 118, 36, 49, 79, 43, 28, 18, 24, 81, 5, 4, 14, 16, 112, 1, 16, 4, 1, 93, 27, 3, 6, 7, 31, 37, 47, 5, 10, 22, 85, 13, 35, 7, 112, 6, 5, 80, 28, 14, 36, 10, 12, 35, 18, 5, 3, 65, 8, 60, 6, 30, 36, 14, 8, 73, 89, 38, 27, 54, 30, 12, 8, 4, 3, 53, 106, 8, 11, 47, 54, 91, 2, 4, 18, 123, 4, 82, 23, 11, 23, 84, 41, 7, 47, 10, 57, 453, 102, 51, 41, 81, 17, 37, 84, 76, 39, 81, 5, 92, 83, 77, 28, 57, 25, 5, 43, 62, 15, 53, 4, 22, 3, 10, 15, 59, 36, 7, 8, 19, 58, 38, 46, 31, 44, 85, 67, 26, 35, 20, 7, 14, 78, 7, 34, 37, 3, 9, 8, 7, 3, 61, 54, 73, 71, 102, 69, 88, 2, 35, 14, 18, 29, 28, 29, 12, 101, 162, 21, 5, 91, 2, 37, 7, 5, 2, 3, 15, 12, 36, 43, 32, 19, 20, 21, 26, 25, 16, 16, 86, 18, 12, 42, 40, 10, 37, 85, 29, 7, 68, 44, 51, 74, 28, 19, 10, 4, 28, 16, 49, 19, 9, 62, 87, 1, 13, 50, 7, 6, 3, 11, 28, 7, 5, 25, 55, 74, 32, 13, 4, 31, 37, 51, 203, 65, 6, 37, 9, 6, 82, 8, 10, 76, 80, 46, 12, 26, 5, 29, 50, 21, 7, 86, 55, 21, 22, 24, 5, 87, 2, 5, 34, 6, 113, 13, 15, 5, 11, 19, 67, 21, 9, 25, 259, 25, 69, 34, 17, 231, 3, 5, 2, 21, 77, 89, 4, 16, 11, 16, 22, 2, 7, 3, 141, 29, 70, 28, 140, 7, 52, 2, 3, 6, 5, 7, 76, 86, 15, 18, 4, 35, 61, 4, 23, 96, 2, 138, 43, 3, 65, 25, 21, 23, 6, 54, 7, 85, 43, 59, 10, 7, 180, 27, 69, 2, 9, 113, 46, 39, 29, 21, 3, 87, 12, 75, 2, 3, 92, 108, 1, 58, 54, 5, 111, 89, 21, 32, 78, 102, 31, 24, 32, 119, 7, 61, 114, 16, 6, 17, 78, 5, 54, 5, 3, 23, 60, 18, 69, 72, 84, 107, 7, 46, 4, 5, 12, 26, 2, 61, 20, 35, 65, 118, 9, 133, 103, 91, 5, 8, 34, 9, 69, 39, 52, 105, 11, 15, 69, 66, 47, 3, 42, 9, 46, 24, 130, 17, 75, 112, 2, 85, 66, 126, 14, 52, 24, 97, 46, 29, 2, 3, 9, 44, 7, 5, 57, 26, 5, 89, 1, 17, 97, 7, 2, 5, 16, 6, 41, 169, 9, 22, 133, 19, 22, 34, 58, 2, 84, 18, 26, 34, 2, 79, 38, 45, 71, 38, 30, 7, 44, 122, 84, 88, 30, 3, 19, 48, 85, 49, 13, 5, 14, 4, 25, 59, 14, 51, 11, 12, 23, 7, 16, 55, 53, 73, 3, 13, 105, 7, 8, 12, 14, 14, 14, 106, 16, 24, 33, 18, 2, 91, 59, 63, 15, 15, 43, 24, 27, 98, 30, 40, 19, 20, 48, 43, 2, 34, 9, 91, 3, 8, 95, 28, 2, 15, 48, 65, 8, 19, 51, 14, 15, 24, 32, 154, 39, 34, 7, 56, 42, 11, 24, 63, 3, 50, 43, 4, 42, 51, 31, 22, 54, 7, 3, 87, 11, 23, 2, 16, 75, 21, 5, 10, 58, 2, 37, 9, 7, 3, 19, 37, 3, 6, 104, 7, 56, 1, 4, 155, 4, 16, 11, 12, 24, 7, 67, 13, 19, 32, 28, 40, 41, 37, 44, 192, 2, 22, 6, 42, 6, 83, 7, 43, 3, 12, 2, 17, 24, 21, 21, 37, 49, 11, 46, 105, 8, 10, 40, 11, 65, 7, 2, 33, 15, 133, 35, 206, 79, 19, 81, 52, 7, 88, 58, 4, 26, 36, 27, 2, 63, 86, 35, 6, 15, 85, 10, 4, 228, 3, 3, 2, 1, 7, 29, 5, 15, 9, 72, 35, 84, 3, 4, 8, 3, 60, 21, 48, 55, 12, 7, 13, 24, 46, 1, 57, 40, 23, 7, 5, 5, 52, 131, 5, 37, 76, 42, 7, 17, 119, 56, 9, 51, 29, 31, 52, 40, 2, 33, 76, 54, 5, 73, 36, 22, 31, 7, 4, 52, 40, 30, 3, 7, 28, 31, 25, 45, 41, 98, 17, 41, 25, 4, 84, 110, 4, 24, 157, 7, 2, 68, 5, 2, 75, 14, 19, 41, 19, 6, 126, 26, 21, 8, 117, 21, 51, 38, 6, 16, 11, 15, 68, 6, 11, 155, 60, 66, 7, 155, 70, 91, 12, 9, 1, 3, 4, 38, 17, 3, 12, 38, 7, 87, 13, 89, 18, 57, 3, 24, 15, 12, 72, 4, 102, 50, 158, 110, 8, 15, 9, 71, 404, 69, 43, 2, 26, 47, 55, 49, 11, 157, 54, 6, 36, 6, 45, 17, 13, 119, 31, 32, 5, 53, 8, 4, 50, 45, 14, 50, 23, 19, 5, 91, 184, 39, 65, 97, 2, 6, 28, 43, 8, 38, 7, 14, 45, 49, 6, 8, 10, 112, 4, 88, 4, 52, 2, 56, 82, 89, 22, 56, 4, 44, 8, 111, 29, 128, 75, 15, 43, 59, 42, 12, 47, 61, 5, 6, 9, 77, 9, 2, 214, 53, 60, 10, 68, 83, 1, 89, 8, 73, 104, 2, 32, 53, 206, 10, 38, 93, 23, 29, 24, 10, 10, 5, 172, 6, 4, 36, 14, 45, 30, 38, 9, 47, 32, 8, 18, 16, 91, 29, 9, 11, 2, 46, 2, 83, 43, 8, 78, 122, 17, 137, 74, 53, 49, 60, 28, 6, 21, 131, 47, 29, 59, 42, 31, 4, 113, 105, 17, 3, 37, 27, 2, 10, 44, 8, 5, 62, 47, 72, 53, 61, 8, 6, 7, 2, 5, 2, 114, 48, 9, 52, 46, 8, 45, 133, 48, 21, 88, 3, 67, 19, 64, 95, 89, 62, 12, 59, 5, 4, 130, 64, 5, 63, 8, 27, 11, 3, 14, 48, 6, 16, 18, 6, 9, 5, 9, 5, 2, 12, 21, 5, 11, 11, 41, 95, 28, 55, 44, 24, 35, 2, 8, 59, 20, 140, 35, 13, 18, 24, 68, 77, 7, 2, 7, 9, 29, 37, 4, 33, 44, 7, 15, 238, 94, 48, 138, 2, 18, 53, 76, 3, 14, 22, 4, 9, 65, 10, 6, 58, 70, 61, 41, 11, 273, 26, 39, 41, 113, 72, 93, 26, 26, 42, 38, 11, 201, 65, 6, 59, 34, 17, 86, 15, 8, 56, 19, 84, 44, 87, 63, 13, 7, 71, 8, 118, 64, 7, 37, 67, 4, 19, 46, 98, 41, 6, 60, 12, 54, 86, 47, 5, 6, 4, 7, 22, 74, 87, 44, 6, 3, 13, 4, 45, 38, 3, 3, 56, 15, 4, 35, 86, 82, 147, 19, 4, 37, 45, 4, 6, 5, 64, 55, 13, 11, 6, 15, 159, 5, 39, 115, 29, 2, 35, 41, 114, 34, 5, 129, 8, 25, 75, 11, 30, 19, 52, 33, 99, 86, 31, 66, 16, 50, 14, 8, 7, 34, 7, 56, 39, 30, 40, 9, 73, 11, 50, 147, 40, 1, 13, 36, 127, 8, 6, 5, 4, 40, 42, 19, 3, 5, 97, 142, 8, 11, 10, 7, 8, 19, 14, 7, 69, 39, 134, 163, 4, 35, 38, 5, 48, 92, 87, 19, 101, 61, 14, 4, 52, 52, 24, 15, 8, 44, 257, 111, 6, 29, 15, 52, 2, 11, 23, 74, 29, 7, 12, 10, 4, 4, 47, 52, 32, 50, 64, 37, 2, 9, 10, 7, 41, 22, 3, 3, 302, 60, 30, 16, 5, 3, 20, 6, 5, 142, 80, 76, 5, 17, 28, 3, 2, 11, 160, 64, 56, 9, 25, 2, 90, 7, 34, 7, 100, 12, 86, 39, 34, 11, 26, 125, 34, 25, 94, 56, 6, 41, 119, 22, 11, 11, 3, 126, 86, 38, 95, 11, 37, 45, 7, 5, 38, 173, 7, 108, 14, 4, 4, 40, 83, 84, 34, 8, 6, 22, 29, 1, 14, 18, 1, 4, 4, 23, 57, 31, 2, 57, 110, 39, 4, 13, 8, 26, 7, 5, 133, 40, 5, 10, 6, 17, 55, 2, 5, 73, 69, 37, 28, 85, 13, 4, 76, 87, 77, 18, 5, 31, 20, 37, 141, 128, 23, 41, 15, 5, 39, 39, 4, 60, 57, 45, 16, 101, 142, 27, 139, 4, 4, 71, 11, 29, 6, 26, 41, 31, 53, 6, 5, 88, 24, 29, 36, 2, 27, 52, 139, 13, 9, 35, 34, 3, 78, 109, 76, 5, 8, 9, 15, 102, 10, 80, 6, 55, 5, 45, 37, 7, 6, 5, 4, 63, 3, 37, 59, 10, 54, 5, 121, 61, 15, 58, 46, 6, 47, 2, 83, 20, 68, 2, 52, 8, 83, 32, 77, 90, 48, 155, 20, 150, 61, 65, 38, 13, 8, 88, 184, 13, 40, 39, 79, 4, 71, 6, 60, 31, 47, 60, 2, 37, 7, 66, 107, 83, 99, 5, 75, 15, 81, 9, 33, 45, 2, 73, 9, 17, 8, 25, 43, 9, 29, 5, 161, 58, 24, 83, 67, 13, 10, 12, 10, 109, 5, 24, 70, 125, 28, 55, 12, 80, 27, 1, 53, 2, 32, 49, 4, 51, 30, 32, 40, 3, 64, 104, 14, 3, 106, 8, 3, 11, 57, 22, 103, 54, 5, 40, 94, 76, 31, 12, 4, 5, 41, 66, 21, 6, 37, 11, 45, 28, 87, 80, 52, 140, 9, 55, 6, 24, 47, 117, 8, 2, 24, 42, 3, 5, 30, 33, 3, 15, 22, 71, 12, 108, 3, 159, 2, 4, 21, 3, 138, 81, 61, 167, 4, 50, 79, 34, 32, 10, 145, 35, 79, 11, 14, 91, 62, 83, 14, 107, 33, 60, 67, 45, 21, 251, 17, 5, 18, 6, 14, 59, 8, 123, 43, 123, 3, 12, 5, 27, 12, 53, 8, 28, 11, 29, 72, 5, 83, 46, 72, 63, 55, 5, 32, 102, 365, 5, 8, 89, 5, 7, 5, 4, 6, 126, 56, 13, 128, 8, 36, 76, 57, 43, 7, 42, 30, 35, 13, 3, 29, 83, 7, 34, 158, 1, 39, 6, 48, 10, 12, 52, 46, 91, 17, 6, 31, 42, 6, 102, 7, 68, 7, 39, 101, 40, 10, 5, 25, 11, 23, 66, 8, 6, 97, 49, 155, 37, 6, 7, 70, 74, 9, 4, 2, 38, 41, 7, 33, 5, 27, 177, 40, 53, 14, 38, 10, 6, 1, 99, 11, 68, 17, 16, 27, 61, 54, 2, 2, 33, 5, 17, 20, 5, 36, 12, 68, 8, 21, 56, 6, 86, 23, 61, 10, 108, 21, 108, 31, 172, 10, 59, 23, 43, 97, 7, 143, 39, 11, 69, 3, 33, 28, 41, 16, 64, 106, 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