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| */.DS_Store | ||
| .DS_Store |
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| * F1: 'contributors_num','is_fork','use_CI','ci_num' | ||
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| * feature imp | ||
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| > default | ||
| > contributors_num 9668.0 | ||
| > ci_num 4358.0 | ||
| > use_CI 1514.0 | ||
| > is_fork 122.0 | ||
| > dtype: float64 | ||
| > | ||
| > tuned | ||
| > contributors_num 27.0 | ||
| > ci_num 15.0 | ||
| > use_CI 3.0 | ||
| > is_fork 2.0 | ||
| > dtype: float64 | ||
| * model | ||
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| > learning_rate = 0.01 | ||
| > n_estimators = 5 | ||
| > max_depth = 4 | ||
| > min_child_weight = 1 | ||
| > gamma = 0.28 | ||
| > subsample = 0.8 | ||
| > colsample_bytree = 0.55 | ||
| > reg_alpha = 0 | ||
| > reg_lambda = 0.1 | ||
| > scale_pos_weight = 1 | ||
| > seed = 27 | ||
| * auc | ||
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| > Default Model:0.642204363315881 | ||
| > Tuned Model:0.6475714957912898 | ||
| * F2:'contributors_num','is_fork','use_CI' | ||
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| * feature imp | ||
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| > default | ||
| > contributors_num 8891.0 | ||
| > use_CI 1263.0 | ||
| > is_fork 422.0 | ||
| > dtype: float64 | ||
| > tuned | ||
| > contributors_num 138.0 | ||
| > use_CI 37.0 | ||
| > is_fork 29.0 | ||
| > dtype: float64 | ||
| * model | ||
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| > learning_rate = 0.01 | ||
| > n_estimators = 32 | ||
| > max_depth = 5 | ||
| > min_child_weight = 1 | ||
| > gamma = 0.18 | ||
| > subsample = 0.95 | ||
| > colsample_bytree = 0.7 | ||
| > reg_alpha = 1 | ||
| > reg_lambda = 0.1 | ||
| > scale_pos_weight = 1 | ||
| > seed = 27 | ||
| * auc | ||
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| > Default Model:0.6264166585753872 | ||
| > Tuned Model:0.6324686867479778 | ||
| * F3:'contributors_num','is_fork','ci_num' | ||
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| * feature imp | ||
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| > default | ||
| > contributors_num 8333.0 | ||
| > ci_num 4237.0 | ||
| > is_fork 147.0 | ||
| > dtype: float64 | ||
| > tuned | ||
| > contributors_num 481.0 | ||
| > ci_num 374.0 | ||
| > is_fork 2.0 | ||
| > dtype: float64 | ||
| * model | ||
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| > learning_rate = 0.01 | ||
| > n_estimators = 312 | ||
| > max_depth = 2 | ||
| > min_child_weight = 1 | ||
| > gamma = 0.4 | ||
| > subsample = 0.8 | ||
| > colsample_bytree = 0.7 | ||
| > reg_alpha = 0.1 | ||
| > reg_lambda = 10 | ||
| > scale_pos_weight = 1 | ||
| > seed = 27 | ||
| * auc | ||
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| > Default Model:0.6436854409249453 | ||
| > Tuned Model:0.6450619543054321 | ||
| * F4:'contributors_num','is_fork' | ||
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| * feature imp | ||
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| > default | ||
| > contributors_num 6975.0 | ||
| > is_fork 468.0 | ||
| > dtype: float64 | ||
| > tuned | ||
| > contributors_num 16.0 | ||
| > dtype: float64 | ||
| * model | ||
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| > learning_rate = 0.01 | ||
| > n_estimators = 5 | ||
| > max_depth = 4 | ||
| > min_child_weight = 1 | ||
| > gamma = 0.2 | ||
| > subsample = 0.85 | ||
| > colsample_bytree = 0.55 | ||
| > reg_alpha = 1 | ||
| > reg_lambda = 1e-05 | ||
| > scale_pos_weight = 1 | ||
| > seed = 27 | ||
| * auc | ||
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| > Default Model:0.637534823622553 | ||
| > Tuned Model:0.6440932414163971 |