algofairness / fairness-comparison Goto Github PK

Above error while using actual[i] in *calc_fp_fn(actual, predicted, sensitive, unprotected_vals, positive_pred) in utility.py.
Can't figure out why. The code is available on my branch.

Hi,

In which python version those this work?

using python 3.7 on Windows 10. installed with pip3 utilized

from fairness.benchmark import run
Available algorithms:
SVM
GaussianNB
LR
DecisionTree
Kamishima
Calders
ZafarBaseline
ZafarFairness
ZafarAccuracy
Kamishima-accuracy
Kamishima-DIavgall
Feldman-SVM
Feldman-GaussianNB
Feldman-LR
Feldman-DecisionTree
Feldman-SVM-DIavgall
Feldman-SVM-accuracy
Feldman-GaussianNB-DIavgall
Feldman-GaussianNB-accuracy

run()
Datasets: '['ricci', 'adult', 'german', 'propublica-recidivism', 'propublica-violent-recidivism']'

Evaluating dataset:ricci
Sensitive attribute:Race
Algorithm: SVM
supported types: {'numerical', 'numerical-binsensitive'}
C:\Users\kevin\AppData\Local\Programs\Python\Python37-32\lib\site-packages\sklearn\metrics_classification.py:1221: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 due to no true samples. Use zero_division parameter to control this behavior.
_warn_prf(average, modifier, msg_start, len(result))
C:\Users\kevin\AppData\Local\Programs\Python\Python37-32\lib\site-packages\sklearn\metrics_classification.py:1221: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 due to no true samples. Use zero_division parameter to control this behavior.

C:\Users\kevin\Documents\GitHub\fairness-comparison-master\fairness\algorithms\kamishima\KamishimaAlgorithm.py:99: UserWarning: loadtxt: Empty input file: "C:\Users\kevin\AppData\Local\Temp\tmps24_t_kk"
m = numpy.loadtxt(output_name)
run for parameters {} failed: too many indices for array
C:\Users\kevin\Documents\GitHub\fairness-comparison-master\fairness\algorithms\kamishima\KamishimaAlgorithm.py:99: UserWarning: loadtxt: Empty input file: "C:\Users\kevin\AppData\Local\Temp\tmp86i67yum"
m = numpy.loadtxt(output_name)
run for parameters {} failed: too many indices for array
C:\Users\kevin\Documents\GitHub\fairness-comparison-master\fairness\algorithms\kamishima\KamishimaAlgorithm.py:99: UserWarning: loadtxt: Empty input file: "C:\Users\kevin\AppData\Local\Temp\tmp3q3uqt1g"
m = numpy.loadtxt(output_name)
run for parameters {} failed: too many indices for array