changed Jenkinsfile
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Jenkinsfile
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Jenkinsfile
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@ -4,6 +4,7 @@ pipeline {
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parameters {
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string(name: 'KAGGLE_USERNAME', defaultValue: 'gulczas', description: 'Kaggle username')
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password(name: 'KAGGLE_KEY', defaultValue: '', description: 'Kaggle API key')
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string(name: 'CUTOFF', defaultValue: '10', description: 'Number of rows to cut')
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}
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stages {
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@ -19,7 +20,7 @@ pipeline {
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"KAGGLE_USERNAME=${env.KAGGLE_USERNAME}",
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"KAGGLE_KEY=${env.KAGGLE_KEY}"])
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{
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sh 'bash ./download_dataset.sh'
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sh 'bash ./download_dataset.sh ${params.CUTOFF}'
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}
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}
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}
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@ -4,36 +4,23 @@ pip install kaggle --upgrade
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kaggle datasets download -d gulczas/spotify-dataset
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unzip spotify-dataset.zip
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unzip -o spotify-dataset.zip
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echo "------------------ Shufle ------------------"
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shuf Spotify_Dataset.csv -o shuffled_spotify.csv
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head -n 100 shuffled_spotify.csv > subset1.csv
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tail -n 100 shuffled_spotify.csv > subset2.csv
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echo "------------------ Cut off top: ${1} rows ------------------"
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head -n $1 shuffled_spotify.csv > cutoff_spotify.csv
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cut -d ',' -f 1,2,3 shuffled_spotify.csv > trimmed_spotify.csv
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echo "------------------ Split ------------------"
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total_lines=$(wc -l < cutoff_spotify.csv)
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num_test=$((total_lines / 10))
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num_train=$((total_lines - (num_test * 2)))
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num_validation=$num_test
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cut -d ',' -f 1,2,4,5,6 shuffled_spotify.csv > processed_spotify.csv
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echo "Shuffled dataset:" > results.txt
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head shuffled_spotify.csv >> results.txt
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echo "" >> results.txt
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echo "Subset 1:" >> results.txt
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head subset1.csv >> results.txt
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echo "" >> results.txt
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echo "Subset 2:" >> results.txt
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head subset2.csv >> results.txt
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echo "" >> results.txt
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echo "Trimmed dataset:" >> results.txt
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head trimmed_spotify.csv >> results.txt
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echo "" >> results.txt
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echo "Processed dataset:" >> results.txt
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head processed_spotify.csv >> results.txt
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echo "" >> results.txt
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head -n $num_train cutoff_spotify.csv > train.csv
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tail -n $num_test cutoff_spotify.csv | head -n $num_validation > validation.csv
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tail -n $num_test cutoff_spotify.csv | tail -n +$(($num_validation + 1)) > test.csv
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mkdir -p artifacts
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mv shuffled_spotify.csv subset1.csv subset2.csv trimmed_spotify.csv processed_spotify.csv results.txt artifacts/
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mv Spotify_Dataset.csv cutoff_spotify.csv train.csv validation.csv test.csv artifacts/
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