test points (21): {1: 3, 2: 3, 3: 3, 4: 3, 5: 3, 6: 3, 7: 3}

W     base | LogReg  AUC(base/elev) dAUC  SEDI(b/e) | LGBM AUC(base/elev) dAUC  elevRank
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
W1   0.402 | AUC 0.871/0.871 d+0.000  SEDI 0.732/0.733 d+0.000 | AUC 0.881/0.882 d+0.001 | coef(m/s)=-0.01/-0.01 rank(m/s)=31/25 of 83
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
W2   0.307 | AUC 0.758/0.759 d+0.000  SEDI 0.531/0.532 d+0.001 | AUC 0.752/0.756 d+0.004 | coef(m/s)=-0.05/+0.01 rank(m/s)=72/77 of 83
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
W3   0.304 | AUC 0.696/0.696 d+0.000  SEDI 0.410/0.410 d-0.000 | AUC 0.681/0.682 d+0.001 | coef(m/s)=-0.03/+0.00 rank(m/s)=80/81 of 83
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
W4   0.305 | AUC 0.687/0.687 d+0.000  SEDI 0.389/0.391 d+0.002 | AUC 0.673/0.681 d+0.008 | coef(m/s)=-0.04/+0.01 rank(m/s)=78/79 of 83
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
W5   0.304 | AUC 0.680/0.680 d+0.000  SEDI 0.367/0.368 d+0.001 | AUC 0.652/0.652 d+0.000 | coef(m/s)=-0.03/+0.00 rank(m/s)=73/78 of 83
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
/home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/sklearn/linear_model/_logistic.py:1403: FutureWarning: 'penalty' was deprecated in version 1.8 and will be removed in 1.10. To avoid this warning, leave 'penalty' set to its default value and use 'l1_ratio' or 'C' instead. Use l1_ratio=0 instead of penalty='l2', l1_ratio=1 instead of penalty='l1', l1_ratio set to a float between 0 and 1 instead of penalty='elasticnet', and C=np.inf instead of penalty=None.
  warnings.warn(
W6   0.303 | AUC 0.651/0.651 d+0.000  SEDI 0.317/0.316 d-0.001 | AUC 0.646/0.646 d-0.000 | coef(m/s)=-0.01/-0.01 rank(m/s)=75/79 of 83