[23d48c]: / results / icd9_250.40 / icd9_250.40_XGBoostClassifier.csv

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# dataset algorithm parameters seed accuracy f1_macro bal_accuracy roc_auc time
1 geis_250.40 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 11085 0.9190665342601787 0.9189970180483947 0.9189186375749501 0.9673666568778707 1167.026559439
2 geis_250.40 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 3674 0.9210526315789473 0.9209651635717981 0.9207551134564331 0.9714888158195456 1177.11816123
3 geis_250.40 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 9168 0.9182389937106918 0.9181899064408207 0.91818716531133 0.9675497173472277 1163.632358669
4 geis_250.40 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 14899 0.9147633234028467 0.9147439838522563 0.9148096227013195 0.9659688066798029 1164.605658083
5 geis_250.40 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 27164 0.9119496855345912 0.9119204911844423 0.9119621381268506 0.9647143786781194 1166.180810113
6 geis_250.40 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 30993 0.9159218801721284 0.9159085750932301 0.9160372251832112 0.9711589203688767 1163.7823948120001
7 geis_250.40 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 4180 0.9122807017543859 0.9122695893881672 0.9124192738216191 0.9664659269122909 1167.928876497
8 geis_250.40 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 16612 0.9193975504799735 0.919375904671977 0.9193729499071706 0.9687151013059234 1166.7160808180001
9 geis_250.40 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 1188 0.9132737504137702 0.9132202645026497 0.9132144113704705 0.9675832479854822 1168.250575482
10 geis_250.40 XGB base_score=0.5 booster=gbtree colsample_bylevel=1 colsample_bytree=1 gamma=0.1 learning_rate=0.1 max_delta_step=0 max_depth=3 min_child_weight=1 missing=None n_estimators=500 n_jobs=1 nthread=None objective=binary:logistic random_state=0 reg_alpha=0 reg_lambda=1 scale_pos_weight=1 seed=None silent=True subsample=1 7016 0.9137702747434624 0.9137569859665466 0.913892508262893 0.9677560072324899 1172.193690236