Elaborate Example · Preprocessing_Pipeline

Elaborate Example using the SMS-spam-collection Dataset

using MLDatasets: SMSSpamCollection
using Preprocessing_Pipeline_JuML

# Load the SMS spam dataset
data = SMSSpamCollection()

Step 1: Printing the 5 first samples

for feature in data[1:5].features
    println(feature)
end

Go until jurong point, crazy.. Available only in bugis n great world la e buffet... Cine there got amore wat...
Ok lar... Joking wif u oni...
Free entry in 2 a wkly comp to win FA Cup final tkts 21st May 2005. Text FA to 87121 to receive entry question(std txt rate)T&C's apply 08452810075over18's
U dun say so early hor... U c already then say...
Nah I don't think he goes to usf, he lives around here though

println(data[1:5].targets)

["ham", "ham", "spam", "ham", "ham"]

Step 2: Pipelining the Data

processed_data = NlpPipe(data.features, data.targets) 
                |> mask_numbers 
                |> remove_noise 
                |> standardize_text 
                |> tokenize 
                |> remove_stop_words 
                |> stemming 
                |> bag_of_words

Step 3: Printing the processed data

Tokens, i.e. The Vectors

for token in processed_data.tokens[1:5]
    println(token)
end

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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]

The Vocabulary Dictionary

#small change of calling the function, so that vocabulary is not too long
processed_data = NlpPipe(data[1:5].features, data[1:5].targets) |> mask_numbers |> remove_noise |> standardize_text |> tokenize |> remove_stop_words |> stemming |>bag_of_words

println(processed_data.vocabulary)

Dict("21st" => 1, "appli" => 2, "win" => 3, "cup" => 4, "wat" => 5, "ratetc" => 6, "cine" => 7, "hor" => 8, "final" => 9, "live" => 10, "wkli" => 11, "nah" => 12, "questionstd" => 13, "usf" => 14, "comp" => 15, "tkts" => 16, "08452810075over" => 17, "amor" => 18, "bugi" => 19, "oni" => 20, "entri" => 21, "jurong" => 22, "wif" => 23, "txt" => 24, "lar" => 25, "receiv" => 26, "buffet" => 27, "fa" => 28, "joke" => 29, "dun" => 30, "crazi" => 31)

The Labels

println(processed_data.labels[1:5])

["ham", "ham", "spam", "ham", "ham"]