experiment.yaml

#YAML file containing the configuration
#of the models.

#DATE STARTS AT THE END OF THE YEAR E.G. DEC 31, 2013

features_table: 'features.combined'
break_window: '1Year'
static_features: ['diameters','pipe_age']
past_cols: ['wo_curr', 'wo_last1', 'wo_last2', 'wo_last3', 'wo_last4', 'wo_last5']
future_cols: ['wo_next1','wo_next2','wo_next3']
visualize: True
debug: True

cross_val:
    thirty_seventy: [.3,.7]

models: ['LR','NN','DT', 'RF','NB','ET','SGD','AB','GB']

parameters:
    LR:
        C: [0.00001, 0.0001, 0.001, 0.01, 0.1]
        penalty: ['l1','l2']


#add the NN models here too.