LSHTM_analysis/scripts/ml/running_ml_scripts.txt

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# Split: 70/30
# All features including AA index
# Date: 22/06/2022
# captures error: 2>$1
# omitted drtype_labels
=================================
time ./run_7030.py -g pncA -d pyrazinamide 2>&1 | tee log_pnca_7030.txt
time ./run_7030.py -g embB -d ethambutol 2>&1 | tee log_embb_7030.txt
time ./run_7030.py -g katG -d isoniazid 2>&1 | tee log_katg_7030.txt
time ./run_7030.py -g rpoB -d rifampicin 2>&1 | tee log_rpob_7030.txt
time ./run_7030.py -g gid -d streptomycin 2>&1 | tee log_gid_7030.txt
time ./run_7030.py -g alr -d cycloserine 2>&1 | tee log_alr_7030.txt
# alr: # ERROR, as expected, too few values!
# gid: problems
########################################################################
=================================
# Split: 80/20
# All features including AA index
# Date: 17/05/2022, 18:48
# captures error: 2>$1
=================================
########################################################################
=================================
# Split: scaling law
# All features including AA index
# Date: 17/05/2022, 18:48
# captures error: 2>$1
=================================
########################################################################
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# Split: REVERSE training
# imputed values: training set
# actual values: blind set
# All features including AA index
# Date: 18/05/2022
# captures error: 2>$1
=================================
########################################################################
# COMPLETE Data: actual + na i.e imputed
########################################################################
=================================
# Split: 70/30 [COMPLETE DATA]
# All features including AA index
# Date: 18/05/2022
# captures error: 2>$1
=================================
########################################################################
=================================
# Split: 80/20 [COMPLETE DATA]
# All features including AA index
# Date: 18/05/2022
# captures error: 2>$1
=================================
=================================
# Split: scaling law [COMPLETE DATA]
# All features including AA index
# Date: 18/05/2022
# captures error: 2>$1
=================================
########################################################################
########################################################################
########################################################################
# running feature selection
# Split:70/30
time ./run_FS.py -g pncA -d pyrazinamide 2>&1 | tee log_FS_pnca_7030.txt
real 338m26.705s
user 1946m12.173s
sys 189m40.122s