- Revscoring version: 1.2.6
- Features: editquality.feature_lists.enwiki.damaging
- Date: 2016-05-22T10:53:50.651577
- Observations: 19739
- Labels: [false, true]
- Scoring: average_precision
- Folds: 5
model | mean(scores) | std(scores) | params |
---|---|---|---|
GradientBoostingClassifier | 0.465 | 0.019 | n_estimators=500, max_features="log2", max_depth=7, learning_rate=0.01 |
GradientBoostingClassifier | 0.463 | 0.024 | n_estimators=700, max_features="log2", max_depth=7, learning_rate=0.01 |
GradientBoostingClassifier | 0.461 | 0.024 | n_estimators=700, max_features="log2", max_depth=5, learning_rate=0.01 |
RandomForestClassifier | 0.458 | 0.02 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=5 |
GradientBoostingClassifier | 0.457 | 0.019 | n_estimators=500, max_features="log2", max_depth=5, learning_rate=0.01 |
GradientBoostingClassifier | 0.455 | 0.026 | n_estimators=300, max_features="log2", max_depth=7, learning_rate=0.01 |
RandomForestClassifier | 0.454 | 0.021 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=7 |
RandomForestClassifier | 0.453 | 0.022 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=5 |
RandomForestClassifier | 0.453 | 0.019 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=7 |
RandomForestClassifier | 0.452 | 0.017 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=3 |
mean(scores) | std(scores) | params |
---|---|---|
0.465 | 0.019 | n_estimators=500, max_features="log2", max_depth=7, learning_rate=0.01 |
0.463 | 0.024 | n_estimators=700, max_features="log2", max_depth=7, learning_rate=0.01 |
0.461 | 0.024 | n_estimators=700, max_features="log2", max_depth=5, learning_rate=0.01 |
0.457 | 0.019 | n_estimators=500, max_features="log2", max_depth=5, learning_rate=0.01 |
0.455 | 0.026 | n_estimators=300, max_features="log2", max_depth=7, learning_rate=0.01 |
0.452 | 0.02 | n_estimators=300, max_features="log2", max_depth=3, learning_rate=0.1 |
0.449 | 0.035 | n_estimators=700, max_features="log2", max_depth=7, learning_rate=0.1 |
0.445 | 0.036 | n_estimators=700, max_features="log2", max_depth=5, learning_rate=0.1 |
0.441 | 0.021 | n_estimators=700, max_features="log2", max_depth=1, learning_rate=0.1 |
0.44 | 0.023 | n_estimators=300, max_features="log2", max_depth=5, learning_rate=0.01 |
0.437 | 0.021 | n_estimators=700, max_features="log2", max_depth=3, learning_rate=0.01 |
0.437 | 0.023 | n_estimators=500, max_features="log2", max_depth=7, learning_rate=0.1 |
0.436 | 0.025 | n_estimators=300, max_features="log2", max_depth=1, learning_rate=0.5 |
0.436 | 0.022 | n_estimators=300, max_features="log2", max_depth=5, learning_rate=0.1 |
0.436 | 0.026 | n_estimators=300, max_features="log2", max_depth=7, learning_rate=0.1 |
0.433 | 0.022 | n_estimators=100, max_features="log2", max_depth=7, learning_rate=0.01 |
0.433 | 0.021 | n_estimators=500, max_features="log2", max_depth=1, learning_rate=0.1 |
0.433 | 0.023 | n_estimators=500, max_features="log2", max_depth=3, learning_rate=0.1 |
0.432 | 0.023 | n_estimators=700, max_features="log2", max_depth=1, learning_rate=0.5 |
0.431 | 0.019 | n_estimators=100, max_features="log2", max_depth=3, learning_rate=0.1 |
0.43 | 0.028 | n_estimators=100, max_features="log2", max_depth=5, learning_rate=0.1 |
0.43 | 0.022 | n_estimators=500, max_features="log2", max_depth=1, learning_rate=0.5 |
0.43 | 0.024 | n_estimators=500, max_features="log2", max_depth=5, learning_rate=0.1 |
0.427 | 0.023 | n_estimators=500, max_features="log2", max_depth=3, learning_rate=0.01 |
0.426 | 0.013 | n_estimators=700, max_features="log2", max_depth=3, learning_rate=0.1 |
0.418 | 0.015 | n_estimators=300, max_features="log2", max_depth=1, learning_rate=0.1 |
0.417 | 0.023 | n_estimators=100, max_features="log2", max_depth=5, learning_rate=0.01 |
0.417 | 0.025 | n_estimators=100, max_features="log2", max_depth=7, learning_rate=0.1 |
0.415 | 0.014 | n_estimators=100, max_features="log2", max_depth=1, learning_rate=0.5 |
0.407 | 0.02 | n_estimators=300, max_features="log2", max_depth=3, learning_rate=0.01 |
0.385 | 0.01 | n_estimators=100, max_features="log2", max_depth=1, learning_rate=1 |
0.378 | 0.018 | n_estimators=100, max_features="log2", max_depth=3, learning_rate=0.01 |
0.37 | 0.036 | n_estimators=500, max_features="log2", max_depth=1, learning_rate=1 |
0.361 | 0.045 | n_estimators=300, max_features="log2", max_depth=1, learning_rate=1 |
0.353 | 0.012 | n_estimators=100, max_features="log2", max_depth=1, learning_rate=0.1 |
0.35 | 0.055 | n_estimators=700, max_features="log2", max_depth=1, learning_rate=1 |
0.336 | 0.043 | n_estimators=700, max_features="log2", max_depth=3, learning_rate=0.5 |
0.334 | 0.009 | n_estimators=700, max_features="log2", max_depth=1, learning_rate=0.01 |
0.33 | 0.02 | n_estimators=500, max_features="log2", max_depth=7, learning_rate=0.5 |
0.327 | 0.024 | n_estimators=300, max_features="log2", max_depth=7, learning_rate=0.5 |
0.316 | 0.015 | n_estimators=100, max_features="log2", max_depth=3, learning_rate=0.5 |
0.313 | 0.026 | n_estimators=300, max_features="log2", max_depth=3, learning_rate=0.5 |
0.312 | 0.022 | n_estimators=500, max_features="log2", max_depth=3, learning_rate=0.5 |
0.311 | 0.007 | n_estimators=500, max_features="log2", max_depth=1, learning_rate=0.01 |
0.31 | 0.03 | n_estimators=700, max_features="log2", max_depth=7, learning_rate=0.5 |
0.301 | 0.067 | n_estimators=300, max_features="log2", max_depth=5, learning_rate=0.5 |
0.289 | 0.014 | n_estimators=100, max_features="log2", max_depth=7, learning_rate=0.5 |
0.288 | 0.078 | n_estimators=500, max_features="log2", max_depth=5, learning_rate=0.5 |
0.287 | 0.027 | n_estimators=100, max_features="log2", max_depth=5, learning_rate=0.5 |
0.27 | 0.013 | n_estimators=300, max_features="log2", max_depth=1, learning_rate=0.01 |
0.257 | 0.047 | n_estimators=100, max_features="log2", max_depth=3, learning_rate=1 |
0.254 | 0.123 | n_estimators=700, max_features="log2", max_depth=5, learning_rate=0.5 |
0.247 | 0.019 | n_estimators=100, max_features="log2", max_depth=1, learning_rate=0.01 |
0.229 | 0.032 | n_estimators=300, max_features="log2", max_depth=3, learning_rate=1 |
0.21 | 0.032 | n_estimators=100, max_features="log2", max_depth=5, learning_rate=1 |
0.185 | 0.087 | n_estimators=500, max_features="log2", max_depth=3, learning_rate=1 |
0.159 | 0.07 | n_estimators=500, max_features="log2", max_depth=5, learning_rate=1 |
0.138 | 0.058 | n_estimators=700, max_features="log2", max_depth=3, learning_rate=1 |
0.119 | 0.043 | n_estimators=300, max_features="log2", max_depth=5, learning_rate=1 |
0.088 | 0.022 | n_estimators=100, max_features="log2", max_depth=7, learning_rate=1 |
0.068 | 0.024 | n_estimators=300, max_features="log2", max_depth=7, learning_rate=1 |
0.068 | 0.023 | n_estimators=700, max_features="log2", max_depth=5, learning_rate=1 |
0.061 | 0.02 | n_estimators=700, max_features="log2", max_depth=7, learning_rate=1 |
0.054 | 0.01 | n_estimators=500, max_features="log2", max_depth=7, learning_rate=1 |
mean(scores) | std(scores) | params |
---|---|---|
0.458 | 0.02 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=5 |
0.454 | 0.021 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=7 |
0.453 | 0.022 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=5 |
0.453 | 0.019 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=7 |
0.452 | 0.017 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=3 |
0.452 | 0.018 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=5 |
0.452 | 0.017 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=3 |
0.451 | 0.024 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=13 |
0.45 | 0.023 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=13 |
0.45 | 0.019 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=3 |
0.449 | 0.023 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=13 |
0.449 | 0.017 | n_estimators=640, max_features="log2", criterion="gini", min_samples_leaf=7 |
0.448 | 0.016 | n_estimators=640, max_features="log2", criterion="entropy", min_samples_leaf=1 |
0.448 | 0.018 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=7 |
0.448 | 0.018 | n_estimators=320, max_features="log2", criterion="gini", min_samples_leaf=7 |
0.447 | 0.02 | n_estimators=80, max_features="log2", criterion="gini", min_samples_leaf=5 |
0.447 | 0.021 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=5 |
0.447 | 0.016 | n_estimators=320, max_features="log2", criterion="entropy", min_samples_leaf=1 |
0.447 | 0.017 | n_estimators=320, max_features="log2", criterion="gini", min_samples_leaf=5 |
0.447 | 0.016 | n_estimators=640, max_features="log2", criterion="gini", min_samples_leaf=5 |
0.446 | 0.02 | n_estimators=160, max_features="log2", criterion="gini", min_samples_leaf=7 |
0.446 | 0.019 | n_estimators=160, max_features="log2", criterion="gini", min_samples_leaf=5 |
0.446 | 0.022 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=13 |
0.445 | 0.019 | n_estimators=320, max_features="log2", criterion="gini", min_samples_leaf=13 |
0.445 | 0.021 | n_estimators=640, max_features="log2", criterion="gini", min_samples_leaf=13 |
0.444 | 0.017 | n_estimators=320, max_features="log2", criterion="gini", min_samples_leaf=3 |
0.444 | 0.016 | n_estimators=640, max_features="log2", criterion="gini", min_samples_leaf=3 |
0.443 | 0.019 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=3 |
0.442 | 0.017 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=7 |
0.442 | 0.019 | n_estimators=160, max_features="log2", criterion="entropy", min_samples_leaf=1 |
0.442 | 0.016 | n_estimators=80, max_features="log2", criterion="gini", min_samples_leaf=3 |
0.442 | 0.017 | n_estimators=160, max_features="log2", criterion="gini", min_samples_leaf=13 |
0.442 | 0.017 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=5 |
0.441 | 0.018 | n_estimators=160, max_features="log2", criterion="gini", min_samples_leaf=3 |
0.441 | 0.017 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=1 |
0.44 | 0.015 | n_estimators=640, max_features="log2", criterion="gini", min_samples_leaf=1 |
0.44 | 0.016 | n_estimators=80, max_features="log2", criterion="gini", min_samples_leaf=7 |
0.439 | 0.021 | n_estimators=80, max_features="log2", criterion="entropy", min_samples_leaf=7 |
0.439 | 0.021 | n_estimators=80, max_features="log2", criterion="gini", min_samples_leaf=13 |
0.438 | 0.02 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=5 |
0.436 | 0.019 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=13 |
0.436 | 0.014 | n_estimators=320, max_features="log2", criterion="gini", min_samples_leaf=1 |
0.435 | 0.021 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=7 |
0.434 | 0.03 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=13 |
0.434 | 0.018 | n_estimators=160, max_features="log2", criterion="gini", min_samples_leaf=1 |
0.433 | 0.023 | n_estimators=80, max_features="log2", criterion="gini", min_samples_leaf=1 |
0.431 | 0.022 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=3 |
0.429 | 0.014 | n_estimators=20, max_features="log2", criterion="entropy", min_samples_leaf=13 |
0.429 | 0.017 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=3 |
0.421 | 0.021 | n_estimators=20, max_features="log2", criterion="gini", min_samples_leaf=5 |
0.42 | 0.017 | n_estimators=20, max_features="log2", criterion="entropy", min_samples_leaf=5 |
0.419 | 0.021 | n_estimators=20, max_features="log2", criterion="entropy", min_samples_leaf=7 |
0.418 | 0.019 | n_estimators=20, max_features="log2", criterion="gini", min_samples_leaf=13 |
0.416 | 0.019 | n_estimators=40, max_features="log2", criterion="entropy", min_samples_leaf=1 |
0.415 | 0.017 | n_estimators=20, max_features="log2", criterion="gini", min_samples_leaf=7 |
0.413 | 0.012 | n_estimators=40, max_features="log2", criterion="gini", min_samples_leaf=1 |
0.41 | 0.021 | n_estimators=20, max_features="log2", criterion="entropy", min_samples_leaf=3 |
0.406 | 0.027 | n_estimators=20, max_features="log2", criterion="gini", min_samples_leaf=3 |
0.405 | 0.021 | n_estimators=10, max_features="log2", criterion="gini", min_samples_leaf=13 |
0.403 | 0.023 | n_estimators=10, max_features="log2", criterion="gini", min_samples_leaf=5 |
0.402 | 0.036 | n_estimators=10, max_features="log2", criterion="entropy", min_samples_leaf=13 |
0.4 | 0.022 | n_estimators=10, max_features="log2", criterion="entropy", min_samples_leaf=7 |
0.4 | 0.022 | n_estimators=20, max_features="log2", criterion="entropy", min_samples_leaf=1 |
0.396 | 0.028 | n_estimators=10, max_features="log2", criterion="entropy", min_samples_leaf=5 |
0.393 | 0.02 | n_estimators=20, max_features="log2", criterion="gini", min_samples_leaf=1 |
0.392 | 0.028 | n_estimators=10, max_features="log2", criterion="gini", min_samples_leaf=7 |
0.381 | 0.028 | n_estimators=10, max_features="log2", criterion="gini", min_samples_leaf=3 |
0.375 | 0.003 | n_estimators=10, max_features="log2", criterion="entropy", min_samples_leaf=3 |
0.37 | 0.019 | n_estimators=10, max_features="log2", criterion="gini", min_samples_leaf=1 |
0.365 | 0.019 | n_estimators=10, max_features="log2", criterion="entropy", min_samples_leaf=1 |
mean(scores) | std(scores) | params |
---|---|---|
0.294 | 0.159 |
mean(scores) | std(scores) | params |
---|---|---|
0.167 | 0.01 |
mean(scores) | std(scores) | params |
---|---|---|
0.289 | 0.015 | penalty="l1", C=10 |
0.285 | 0.017 | penalty="l1", C=1 |
0.285 | 0.024 | penalty="l1", C=0.1 |
0.192 | 0.022 | penalty="l2", C=0.1 |
0.183 | 0.017 | penalty="l2", C=1 |
0.18 | 0.019 | penalty="l2", C=10 |