Rpubs link: http://rpubs.com/jefflittlejohn/Data_607_Project_4
Github link: https://github.com/littlejohnjeff/DATA607_Fall2018/blob/master/Data%20607%20-%20Proj%204%20-%20Document%20Classification%20-%20Jeff%20Littlejohn.Rmd
TL;DR: Failed to successfully complete the document classification, but learned a lot and will revisit a similar exercise for the final project to ensure comprehension.
Project Prompt
It can be useful to be able to classify new “test” documents using already classified “training” documents. A common example is using a corpus of labeled spam and ham (non-spam) e-mails to predict whether or not a new document is spam.
For this project, you can start with a spam/ham dataset, then predict the class of new documents (either withheld from the training dataset or from another source such as your own spam folder).
The example corpus we will utilize: https://spamassassin.apache.org/old/publiccorpus/
Plan
We’re going to load the data and then prepare it. We will apply various text transformations and filters to try to isolate pertitent information to enable text analysis. Next, we will create and train a model based on sample ham vs. spam data. Finally, we will test our model for effectiveness.
Load Data
But, before we load the data, we must load the libraries.
library(tm)
library(RCurl)
library(XML)
library(stringr)
library(dplyr)
library(purrr)
library(tidyr)
library(readr)
Now let’s grab the data. We followed the instructions of the unknown but pleasant and handsome man in this video.
Going to the example Spam Assassin site, we navigated to the Public Corpus folder. Here, we grabbed spam and non-spam (aka “ham”) data to use for our document classification exercise. For spam, we downloaded the most recent spam folder (20050311_spam_2.tar.bz2, in yellow rectangle) and the most recent easy ham folder (20030228_easy_Ham_2.tar.bz2, in red rectangle).
Then, based on the video, we unzipped the folders twice, first going from .tar.bz2 to .tar, then unzipping from .tar files to regular folders. In a perfect world, the above would be done programatically. (There’s always a mythical next semester when time is plentiful and unexpected work and non-work fires/crises never occur.)
Now we want to load the emails into R and create the corpuses, if that’s the plural. Let’s start with the spam emails.
#set the directory: see https://www.rdocumentation.org/packages/tm/versions/0.7-5/topics/DirSource
ham_directory <- DirSource("C:\\Users\\littl\\Documents\\CUNY Data Science\\DATA 607\\Project 4 - Text Sentiment\\easy_ham")
spam_directory <- DirSource("C:\\Users\\littl\\Documents\\CUNY Data Science\\DATA 607\\Project 4 - Text Sentiment\\spam_2")
#create the corpus: see https://www.rdocumentation.org/packages/tm/versions/0.7-5/topics/Corpus
ham_corpus <- Corpus(ham_directory, readerControl = list(reader=readPlain))
spam_corpus <- Corpus(spam_directory, readerControl = list(reader=readPlain))
#add label to distinguish email types in corpuses before combining
meta(ham_corpus, "filter") <- "ham"
meta(spam_corpus, "filter") <- "spam"
#combine corpus
combined_corpus <- c(ham_corpus, spam_corpus)length(ham_corpus)## [1] 2551length(spam_corpus)## [1] 1397length(combined_corpus)## [1] 3948head(meta(combined_corpus))## filter
## 1 ham
## 2 ham
## 3 ham
## 4 ham
## 5 ham
## 6 hamLet’s look at the corpus.
combined_corpus## <<VCorpus>>
## Metadata: corpus specific: 0, document level (indexed): 1
## Content: documents: 3948meta_id <- meta(combined_corpus, tag = "id")
meta_date <- meta(combined_corpus, tag = "datetimestamp")
meta_data <- data.frame(content = unlist(meta_id), publication = unlist(meta_date))## Warning in data.frame(content = unlist(meta_id), publication =
## unlist(meta_date)): row names were found from a short variable and have
## been discardedmeta_data## content publication
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## 35532 cmds 0.00000Data Preparation
We have a corpus. Let’s prepare it for classification by doing some cleaning.
#We're going to perform a number of cleaning actions on the combined corpus using tm_map: see https://www.rdocumentation.org/packages/tm/versions/0.7-5/topics/tm_map
#go lower case
tdf_combined_corpus <- tm_map(combined_corpus, tolower)
#convert to plain text
tdf_combined_corpus <- tm_map(tdf_combined_corpus, PlainTextDocument)
#strip white space
tdf_combined_corpus <- tm_map(tdf_combined_corpus, stripWhitespace)
#remove numbers
tdf_combined_corpus <- tm_map(tdf_combined_corpus, removeNumbers)
#get rid of "stop words" - see https://www.rdocumentation.org/packages/tm/versions/0.7-5/topics/removeWords
tdf_combined_corpus <- tm_map(tdf_combined_corpus, removeWords, words = stopwords("english"))
#library(SnowballC)
#combined_corpus <- tm_map(combined_corpus, stemDocument)Prepare for sampling before converting to the document-term matrix.
set.seed(1)
tdf_combined_corpus_sample <- sample(tdf_combined_corpus)
head(meta(tdf_combined_corpus_sample, "filter"))## filter
## 1049 ham
## 1469 ham
## 2261 ham
## 3583 spam
## 796 ham
## 3543 spamNow convert the corpus to a document-term matrix.
combined_dtm <- DocumentTermMatrix(tdf_combined_corpus)
combined_dtm## <<DocumentTermMatrix (documents: 3948, terms: 133067)>>
## Non-/sparse entries: 768173/524580343
## Sparsity : 100%
## Maximal term length: 977
## Weighting : term frequency (tf)High degree of sparsity, so let’s remove sparse terms before continuing analysis.
#discard terms that appear in 10 documents or fewer
dtm <- removeSparseTerms(combined_dtm,1-(10/length(tdf_combined_corpus)))
dtm## <<DocumentTermMatrix (documents: 3948, terms: 8362)>>
## Non-/sparse entries: 548055/32465121
## Sparsity : 98%
## Maximal term length: 90
## Weighting : term frequency (tf)Classification Modeling
Per the textbook (p.310), we’re going to use RTextTools, which takes term-document matrixes as input, to handle classification and separating training and test data.
email_labels <- as.factor(unlist(meta(tdf_combined_corpus,"filter")[,1]))
email_label_length <- length(email_labels)
class(email_labels)## [1] "factor"Creating the container, per the textbook.
library(RTextTools)## Loading required package: SparseM##
## Attaching package: 'SparseM'## The following object is masked from 'package:base':
##
## backsolveN <- email_label_length
container <- create_container(
dtm,
labels = email_labels,
trainSize = 1:2500,
testSize = 2501:N,
virgin = FALSE
)Let’s look at the matrix that was generated.
slotNames(container)## [1] "training_matrix" "classification_matrix" "training_codes"
## [4] "testing_codes" "column_names" "virgin"We should train our model. It’s best to use multiple methods. Unfortunately, I got a subscript error when trying SVM, and Maxent (maximum entropy) kept crashing my R Studio.
#could not get svm to work - getting subscript error
#svm_model <- train_model(container, "SVM")
tree_model <- train_model(container, "TREE")
#maxent_model <- train_model(container, "MAXENT")Create the outs.
tree_out <- classify_model(container,tree_model)
#maxent_out <- classify_model(container,maxent_model)Modeling Results
This was by far the most difficult project so far, and I struggled with multiple parts of it.
Random forest.
tree_out[1:100,]## TREE_LABEL TREE_PROB
## 1 ham 1
## 2 ham 1
## 3 ham 1
## 4 ham 1
## 5 ham 1
## 6 ham 1
## 7 ham 1
## 8 ham 1
## 9 ham 1
## 10 ham 1
## 11 ham 1
## 12 ham 1
## 13 ham 1
## 14 ham 1
## 15 ham 1
## 16 ham 1
## 17 ham 1
## 18 ham 1
## 19 ham 1
## 20 ham 1
## 21 ham 1
## 22 ham 1
## 23 ham 1
## 24 ham 1
## 25 ham 1
## 26 ham 1
## 27 ham 1
## 28 ham 1
## 29 ham 1
## 30 ham 1
## 31 ham 1
## 32 ham 1
## 33 ham 1
## 34 ham 1
## 35 ham 1
## 36 ham 1
## 37 ham 1
## 38 ham 1
## 39 ham 1
## 40 ham 1
## 41 ham 1
## 42 ham 1
## 43 ham 1
## 44 ham 1
## 45 ham 1
## 46 ham 1
## 47 ham 1
## 48 ham 1
## 49 ham 1
## 50 ham 1
## 51 ham 1
## 52 ham 1
## 53 ham 1
## 54 ham 1
## 55 ham 1
## 56 ham 1
## 57 ham 1
## 58 ham 1
## 59 ham 1
## 60 ham 1
## 61 ham 1
## 62 ham 1
## 63 ham 1
## 64 ham 1
## 65 ham 1
## 66 ham 1
## 67 ham 1
## 68 ham 1
## 69 ham 1
## 70 ham 1
## 71 ham 1
## 72 ham 1
## 73 ham 1
## 74 ham 1
## 75 ham 1
## 76 ham 1
## 77 ham 1
## 78 ham 1
## 79 ham 1
## 80 ham 1
## 81 ham 1
## 82 ham 1
## 83 ham 1
## 84 ham 1
## 85 ham 1
## 86 ham 1
## 87 ham 1
## 88 ham 1
## 89 ham 1
## 90 ham 1
## 91 ham 1
## 92 ham 1
## 93 ham 1
## 94 ham 1
## 95 ham 1
## 96 ham 1
## 97 ham 1
## 98 ham 1
## 99 ham 1
## 100 ham 1Construct a dataframe to evaluate performance.
labels_out <- data.frame(
correct_label = email_labels[2501:N],
tree = as.character(tree_out[,1]),
stringsAsFactors = F)Let’s look at Random Forest performance.
table(labels_out[,1] == labels_out[,2])##
## FALSE TRUE
## 1397 51As a proportion.
prop.table(table(labels_out[,1] == labels_out[,2]))##
## FALSE TRUE
## 0.96477901 0.03522099Conclusion
This was the most difficult project of the semester. I struggled with multiple steps here. Two of the classification methods would not even run. And the one method that ran - Random Forest - did not work, resulting in a greater than 96% false classification rate, which is really, really bad. I think I may have missed an essential step in just creating the inital corpus.
I am going to revisit this assignment using the textbook’s example and tackle a similar text classifcation exercise for my final project to ensure comprehension.