diff --git a/data/knowledgebases/pmlb_regression_results-small.tsv.gz b/data/knowledgebases/pmlb_regression_results-small.tsv.gz index 397b6afcd..fd776f059 100644 Binary files a/data/knowledgebases/pmlb_regression_results-small.tsv.gz and b/data/knowledgebases/pmlb_regression_results-small.tsv.gz differ diff --git a/data/knowledgebases/pmlb_regression_results-small.tsv/pmlb_regression_results-small.tsv b/data/knowledgebases/pmlb_regression_results-small.tsv/pmlb_regression_results-small.tsv index b4b354f80..7297e15f2 100644 --- a/data/knowledgebases/pmlb_regression_results-small.tsv/pmlb_regression_results-small.tsv +++ b/data/knowledgebases/pmlb_regression_results-small.tsv/pmlb_regression_results-small.tsv @@ -1,7 +1,7 @@ parameters r2_cv_mean explained_variance_cv_mean neg_mean_squared_error_cv_mean neg_mean_absolute_error_cv_mean time seed dataset algorithm _id -{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 1, 'loss': 'ls', 'max_depth': 3, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'presort': 'auto', 'random_state': 24800, 'subsample': 1, 'verbose': 0, 'warm_start': False} 0.1992009361802493 0.23368152052158514 -0.7399201059000751 -0.6496514345462184 0.033953523635864256 24800 658_fri_c3_250_25 GradientBoostingRegressor 68203b2f4c735c5c6c510719a2b02ce0d8138457cccc8015d0479c297906bbdf +{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 1, 'loss': 'ls', 'max_depth': 3, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'random_state': 24800, 'subsample': 1, 'verbose': 0, 'warm_start': False} 0.1992009361802493 0.23368152052158514 -0.7399201059000751 -0.6496514345462184 0.033953523635864256 24800 658_fri_c3_250_25 GradientBoostingRegressor 68203b2f4c735c5c6c510719a2b02ce0d8138457cccc8015d0479c297906bbdf {'C': 0.0001, 'cache_size': 700, 'coef0': 10, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.1, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.01, 'verbose': False} -0.2871841075837208 7.206677874449507e-06 -9544.785895105535 -70.89032992668359 0.0009400367736816408 24800 706_sleuth_case1202 SVR 9f587c3497db3e74321d0bbc9cbf051af08552f665262f736665f338809582ee -{'criterion': 'mse', 'max_depth': 5, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.3, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.10941330863886542 0.1255369211644101 -0.873978489465834 -0.7157552225552044 0.0013549327850341795 24800 623_fri_c4_1000_10 DecisionTreeRegressor c4991f7f7db210de7f3439643c94f0e4db1589478dedda01c3fea698ed6b1c96 +{'criterion': 'mse', 'max_depth': 5, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.3, 'random_state': 24800, 'splitter': 'best'} 0.10941330863886542 0.1255369211644101 -0.873978489465834 -0.7157552225552044 0.0013549327850341795 24800 623_fri_c4_1000_10 DecisionTreeRegressor c4991f7f7db210de7f3439643c94f0e4db1589478dedda01c3fea698ed6b1c96 {'C': 0.01, 'cache_size': 700, 'coef0': 0.0, 'degree': 2, 'epsilon': 0.1, 'gamma': 100, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 1e-05, 'verbose': False} -0.07517126969691883 1.7985612998927535e-15 -20.307712846815406 -3.6415499898232495 0.003330850601196289 24800 229_pwLinear SVR b84b30823e3a0b65441d703d4fd1a1e45535cb2e976590a7e8379db6a187ab38 {'bootstrap': 'true', 'criterion': 'mse', 'max_depth': None, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.3, 'n_estimators': 500, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False} 0.14456533879607347 0.1762387638750023 -0.8309029746243116 -0.7323389066995526 0.6462845802307129 24800 584_fri_c4_500_25 RandomForestRegressor 970d42f3c8a47d1f1366cd026f5132f91ddfccd946b1b4bfadf368a172a59342 {'C': 0.0001, 'cache_size': 700, 'coef0': 10, 'degree': 3, 'epsilon': 0.1, 'gamma': 10, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} -0.028142917698424245 7.764421836253809e-07 -1.018064883016386 -0.7823356005678512 0.10746009349822998 24800 608_fri_c3_1000_10 SVR 982dc956cdcaff8bc68982ac92557867f5c46d9c9a5c86ccf91f1b1ab2f16af4 @@ -13,32 +13,32 @@ parameters r2_cv_mean explained_variance_cv_mean neg_mean_squared_error_cv_mean {'C': 0.0001, 'cache_size': 700, 'coef0': 0.1, 'degree': 2, 'epsilon': 0.1, 'gamma': 10, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} 0.016574160802499894 0.056553314912091625 -8.9063561875076 -2.4523048649797 0.006978440284729004 24800 519_vinnie SVR 06a66d0b735358be21aa580622cc3698f44e749f79160affa161dede04385fd9 {'C': 100, 'cache_size': 700, 'coef0': 0.0, 'degree': 2, 'epsilon': 0.1, 'gamma': 100, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} -0.021444572927967344 0.0031397738878262025 -0.9969922151791608 -0.8329536343557938 0.009854412078857422 24800 601_fri_c1_250_5 SVR 10e2b9d5a76f76ea810b8ebdb5d87639752078b669a6321ae03710fe84989e07 {'C': 0.1, 'cache_size': 700, 'coef0': 1, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.01, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False} 0.13886344163271794 0.2527251312804349 -172.35336554599792 -9.710352196632297 0.01097111701965332 24800 505_tecator SVR 6d403dd591e06a08e06d44cab92f0c18eee79f14fec1521f580b5258eaa2b39e -{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.01, 'loss': 'ls', 'max_depth': 10, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'presort': 'auto', 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False} 0.53016898081327 0.5510307714068758 -0.44753343273212864 -0.5327300360040154 0.047903656959533684 24800 631_fri_c1_500_5 GradientBoostingRegressor 62452b1bcfd084665f4d4455044a2c9ef28a760a6b03a9859f75cac67acc61c0 +{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.01, 'loss': 'ls', 'max_depth': 10, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False} 0.53016898081327 0.5510307714068758 -0.44753343273212864 -0.5327300360040154 0.047903656959533684 24800 631_fri_c1_500_5 GradientBoostingRegressor 62452b1bcfd084665f4d4455044a2c9ef28a760a6b03a9859f75cac67acc61c0 {'bootstrap': 'true', 'criterion': 'mse', 'max_depth': None, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.2, 'n_estimators': 100, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False} 0.28078790341403204 0.29526230936673503 -0.7028726990120733 -0.6669169511516699 0.13520348072052002 24800 643_fri_c2_500_25 RandomForestRegressor 851a6d9bcd035c0f48784434e65c0061989851a2a02ad811fe60bee0032a40d6 {'C': 0.1, 'cache_size': 700, 'coef0': 10, 'degree': 3, 'epsilon': 0.1, 'gamma': 1, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.1, 'verbose': False} 0.0523781503548269 0.15593323900762154 -0.9144379762908076 -0.723145346208771 0.0038614511489868174 24800 657_fri_c2_250_10 SVR ee2d256d76071474287854b8b083bb2daa6bb423ecc8e981c54f60dddc97c857 {'C': 100, 'cache_size': 700, 'coef0': 0.001, 'degree': 2, 'epsilon': 0.1, 'gamma': 100, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} -0.19564224472973288 -0.1839588543675399 -1.135078572565837 -0.8365549862924041 0.06081700325012208 24800 645_fri_c3_500_50 SVR e5a1f5bc8687eaeb2281141da3f7da66fb8107800c96eb130654df3d0a42b37d -{'criterion': 'mse', 'max_depth': 3, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.15, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.4621977884723732 0.4717611847165466 -0.5256873175274117 -0.580307214173957 0.013308429718017578 24800 590_fri_c0_1000_50 DecisionTreeRegressor 9e33b264849c4aa8288e949a4daf39ce147b5feb3b094efc981e1c0cb78c0755 +{'criterion': 'mse', 'max_depth': 3, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.15, 'random_state': 24800, 'splitter': 'best'} 0.4621977884723732 0.4717611847165466 -0.5256873175274117 -0.580307214173957 0.013308429718017578 24800 590_fri_c0_1000_50 DecisionTreeRegressor 9e33b264849c4aa8288e949a4daf39ce147b5feb3b094efc981e1c0cb78c0755 {'C': 10, 'cache_size': 700, 'coef0': 0.0001, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.01, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 1e-05, 'verbose': False} 0.1089557752244448 0.13365715685489993 -0.8833624809338794 -0.7572936340395094 0.10146279335021972 24800 618_fri_c3_1000_50 SVR c586e799cd11dbc13482783b78286272fea15e0451abc567718230ebfadfa4bb {'bootstrap': 'false', 'criterion': 'mae', 'max_depth': None, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.1, 'n_estimators': 500, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False} 0.3571401637818426 0.39608969066568056 -0.600357960979591 -0.6212323700265101 1.3500007152557374 24800 605_fri_c2_250_25 RandomForestRegressor 753fbf492838572037dc4352ccb69e0da2f73fc4af55037caea8831f4bcef72c -{'criterion': 'mae', 'max_depth': 10, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.05, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.015986935590916632 0.09307294147157186 -0.8520316972900172 -0.7158764414582401 0.0008542537689208982 24800 621_fri_c0_100_10 DecisionTreeRegressor 4e432a695bdbced12866f87e183643fa062977454f8e386d38013894bf3beb85 -{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'ls', 'max_depth': 3, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'presort': 'auto', 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False} 0.8880088903978967 0.9004992176257491 -3961409.669562134 -1300.7790816359006 0.03414139747619629 24800 195_auto_price GradientBoostingRegressor 594e1e2bf4d714ad0d600dc221ef0324f355ae90232049e3ba69177d5bf28bd0 -{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'ls', 'max_depth': 1, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'presort': 'auto', 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False} 0.821267983736455 0.8232736895118116 -0.17631949739759942 -0.3391460784150665 0.052385497093200686 24800 609_fri_c0_1000_5 GradientBoostingRegressor 5f5171eceaf7396b74d7e9c8a2061f88bb187df4439ec9f40777d77b4ff2f5fc -{'criterion': 'mae', 'max_depth': 5, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.15, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.1289401758377576 0.18699996522720969 -2434799622.665045 -23964.49723056375 3.9645887613296513 24800 218_house_8L DecisionTreeRegressor f1597f2cf428113cf670e89c2b2e4cffc0f95e334ea88c2ceb2400635699134f +{'criterion': 'mae', 'max_depth': 10, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.05, 'random_state': 24800, 'splitter': 'best'} 0.015986935590916632 0.09307294147157186 -0.8520316972900172 -0.7158764414582401 0.0008542537689208982 24800 621_fri_c0_100_10 DecisionTreeRegressor 4e432a695bdbced12866f87e183643fa062977454f8e386d38013894bf3beb85 +{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'ls', 'max_depth': 3, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False} 0.8880088903978967 0.9004992176257491 -3961409.669562134 -1300.7790816359006 0.03414139747619629 24800 195_auto_price GradientBoostingRegressor 594e1e2bf4d714ad0d600dc221ef0324f355ae90232049e3ba69177d5bf28bd0 +{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'ls', 'max_depth': 1, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False} 0.821267983736455 0.8232736895118116 -0.17631949739759942 -0.3391460784150665 0.052385497093200686 24800 609_fri_c0_1000_5 GradientBoostingRegressor 5f5171eceaf7396b74d7e9c8a2061f88bb187df4439ec9f40777d77b4ff2f5fc +{'criterion': 'mae', 'max_depth': 5, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.15, 'random_state': 24800, 'splitter': 'best'} 0.1289401758377576 0.18699996522720969 -2434799622.665045 -23964.49723056375 3.9645887613296513 24800 218_house_8L DecisionTreeRegressor f1597f2cf428113cf670e89c2b2e4cffc0f95e334ea88c2ceb2400635699134f {'C': 1, 'cache_size': 700, 'coef0': 0.0, 'degree': 3, 'epsilon': 0.1, 'gamma': 100, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} -3.4018787309166627 -3.2600703005833607 -4.641527203667404 -1.347064932299595 0.09446308612823487 24800 602_fri_c3_250_10 SVR 4743cb848184ab5dda88f3c10d754f8b4260c5f74f5ad3228db7d2b39ddcb0d9 {'C': 0.001, 'cache_size': 700, 'coef0': 0.1, 'degree': 3, 'epsilon': 0.1, 'gamma': 0.01, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 1e-05, 'verbose': False} -0.034840550871203316 0.0014571990556355163 -1.0120253425968844 -0.8078658718563867 0.02133007049560547 24800 582_fri_c1_500_25 SVR a70fa2f25821ca7d8edee7e447fbb771d12226723f8b0d543ebad86b5a8b13cd -{'criterion': 'mse', 'max_depth': 10, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.25, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.27912373172691296 0.2918228274831719 -0.6956365192233738 -0.6704527185530109 0.00420684814453125 24800 616_fri_c4_500_50 DecisionTreeRegressor 370d267f91f89287f0c445183777cacdf598db5fb7e64be38ce1bd5a777f1ed8 -{'criterion': 'mse', 'max_depth': 10, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.3, 'presort': False, 'random_state': 24800, 'splitter': 'best'} -0.1339172753466506 -0.05640798913585926 -1.0609779088656726 -0.8239566018176342 0.000461268424987793 24800 603_fri_c0_250_50 DecisionTreeRegressor 648b620923c0d9edd7e6d59bfe154101846f012eda8344e6a412e437efefc447 +{'criterion': 'mse', 'max_depth': 10, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.25, 'random_state': 24800, 'splitter': 'best'} 0.27912373172691296 0.2918228274831719 -0.6956365192233738 -0.6704527185530109 0.00420684814453125 24800 616_fri_c4_500_50 DecisionTreeRegressor 370d267f91f89287f0c445183777cacdf598db5fb7e64be38ce1bd5a777f1ed8 +{'criterion': 'mse', 'max_depth': 10, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.3, 'random_state': 24800, 'splitter': 'best'} -0.1339172753466506 -0.05640798913585926 -1.0609779088656726 -0.8239566018176342 0.000461268424987793 24800 603_fri_c0_250_50 DecisionTreeRegressor 648b620923c0d9edd7e6d59bfe154101846f012eda8344e6a412e437efefc447 {'C': 10, 'cache_size': 700, 'coef0': 0.0, 'degree': 3, 'epsilon': 0.1, 'gamma': 0.1, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.01, 'verbose': False} 0.042989223747326236 0.05408699454788453 -0.9458076419207841 -0.7884064187941162 0.13032288551330568 24800 620_fri_c1_1000_25 SVR 57255fd431d9f19ea583b561b50f97ccc1a7d09e5b4903fe2f27dfedee140d91 {'C': 1, 'cache_size': 700, 'coef0': 1, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.1, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 1e-05, 'verbose': False} 0.7595984239137088 0.7665415100162192 -0.2305591503266817 -0.36573778033600696 0.02801914215087891 24800 654_fri_c0_500_10 SVR 663879512b364bb3fed7f8fee5b9c6fbe3b1eb2d38b0c690a0571ed69047896e -{'criterion': 'mse', 'max_depth': 3, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.15, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.4765211464479965 0.48240419292917697 -0.5213114652596723 -0.575597123923411 0.006266856193542479 24800 598_fri_c0_1000_25 DecisionTreeRegressor ec6d23bd5501ece4705f9b7bd220d4db9e4c0e375fd25a5eba90a9618d518f1f +{'criterion': 'mse', 'max_depth': 3, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.15, 'random_state': 24800, 'splitter': 'best'} 0.4765211464479965 0.48240419292917697 -0.5213114652596723 -0.575597123923411 0.006266856193542479 24800 598_fri_c0_1000_25 DecisionTreeRegressor ec6d23bd5501ece4705f9b7bd220d4db9e4c0e375fd25a5eba90a9618d518f1f {'bootstrap': 'true', 'criterion': 'mse', 'max_depth': None, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.4, 'n_estimators': 100, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False} 0.17485156185645945 0.1826238917064658 -0.8187091248844528 -0.7045403984661899 0.13493742942810058 24800 608_fri_c3_1000_10 RandomForestRegressor 982dc956cdcaff8bc68982ac92557867f5c46d9c9a5c86ccf91f1b1ab2f16af4 {'C': 1, 'cache_size': 700, 'coef0': 1, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.01, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 1e-05, 'verbose': False} 0.12726387720043553 0.20258337403406287 -0.8271008139602671 -0.7527819906891954 0.0046297073364257825 24800 647_fri_c1_250_10 SVR a03a875ca0a3528d77bf2bc95da16dabbdb8c7c3ee9c8cd80daac01ef0f67619 {'C': 0.001, 'cache_size': 700, 'coef0': 0.001, 'degree': 3, 'epsilon': 0.1, 'gamma': 0.0001, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False} -0.009143058816516248 1.0658258720042112e-10 -1.000880832273325 -0.8188779125939479 0.04607186317443848 24800 595_fri_c0_1000_10 SVR 9a520e32e0ee934b417483431b1114239ee6f2c74721c812564e01c6816b97fd {'C': 0.01, 'cache_size': 700, 'coef0': 0.0001, 'degree': 2, 'epsilon': 0.1, 'gamma': 1, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 1e-05, 'verbose': False} -0.27517234214407704 0.0051026649576512715 -9475.488895156386 -70.74645014747405 0.0007090568542480469 24800 706_sleuth_case1202 SVR 9f587c3497db3e74321d0bbc9cbf051af08552f665262f736665f338809582ee -{'criterion': 'mse', 'max_depth': 10, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.35, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.25421683565233416 0.2605318335714313 -0.7391703433241134 -0.7088246822467024 0.002970790863037109 24800 598_fri_c0_1000_25 DecisionTreeRegressor ec6d23bd5501ece4705f9b7bd220d4db9e4c0e375fd25a5eba90a9618d518f1f -{'criterion': 'mse', 'max_depth': 5, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.25, 'presort': False, 'random_state': 24800, 'splitter': 'best'} -0.03954452123890577 0.14096996905239742 -0.6623463130892534 -0.6466498682825124 0.0002881288528442384 24800 656_fri_c1_100_5 DecisionTreeRegressor 4ce1ebd69d1e87137a2f3823947828e81f764c483d3f05510e44138967617522 -{'criterion': 'mae', 'max_depth': 10, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.6175621427648063 0.6277988759616646 -0.3633254225584143 -0.4672458305897889 0.01485586166381836 24800 649_fri_c0_500_5 DecisionTreeRegressor 4f1d975649c34787fd4c9c229668d0ecfa18c7e8c25880da3594c361214383fb -{'criterion': 'mae', 'max_depth': 5, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.0, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.469065384948338 0.5038144593993499 -0.4748474617400724 -0.5492003388162703 0.002769327163696289 24800 605_fri_c2_250_25 DecisionTreeRegressor 753fbf492838572037dc4352ccb69e0da2f73fc4af55037caea8831f4bcef72c +{'criterion': 'mse', 'max_depth': 10, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.35, 'random_state': 24800, 'splitter': 'best'} 0.25421683565233416 0.2605318335714313 -0.7391703433241134 -0.7088246822467024 0.002970790863037109 24800 598_fri_c0_1000_25 DecisionTreeRegressor ec6d23bd5501ece4705f9b7bd220d4db9e4c0e375fd25a5eba90a9618d518f1f +{'criterion': 'mse', 'max_depth': 5, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.25, 'random_state': 24800, 'splitter': 'best'} -0.03954452123890577 0.14096996905239742 -0.6623463130892534 -0.6466498682825124 0.0002881288528442384 24800 656_fri_c1_100_5 DecisionTreeRegressor 4ce1ebd69d1e87137a2f3823947828e81f764c483d3f05510e44138967617522 +{'criterion': 'mae', 'max_depth': 10, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'random_state': 24800, 'splitter': 'best'} 0.6175621427648063 0.6277988759616646 -0.3633254225584143 -0.4672458305897889 0.01485586166381836 24800 649_fri_c0_500_5 DecisionTreeRegressor 4f1d975649c34787fd4c9c229668d0ecfa18c7e8c25880da3594c361214383fb +{'criterion': 'mae', 'max_depth': 5, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.0, 'random_state': 24800, 'splitter': 'best'} 0.469065384948338 0.5038144593993499 -0.4748474617400724 -0.5492003388162703 0.002769327163696289 24800 605_fri_c2_250_25 DecisionTreeRegressor 753fbf492838572037dc4352ccb69e0da2f73fc4af55037caea8831f4bcef72c {'bootstrap': 'false', 'criterion': 'mse', 'max_depth': None, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.25, 'n_estimators': 500, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False} 0.7432032665836709 0.7566146110334715 -547.4898215149489 -15.670822593150106 0.6026960134506225 24800 695_chatfield_4 RandomForestRegressor 9a92dedd2967e1463a15f38bfc7de3b6fb8dc3b88d7ee58569d9f9fc0bc7e6fd {'C': 0.001, 'cache_size': 700, 'coef0': 0.1, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.0001, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} -0.14434997732971167 5.2186944657695034e-06 -1.0241337657847147 -0.8161180650367791 0.0009633541107177734 24800 621_fri_c0_100_10 SVR 4e432a695bdbced12866f87e183643fa062977454f8e386d38013894bf3beb85 {'C': 10, 'cache_size': 700, 'coef0': 1, 'degree': 3, 'epsilon': 0.1, 'gamma': 100, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} 0.313066719446921 0.32186304677516536 -0.4445157236405865 -0.4747481104872482 0.07067239284515381 24800 1028_SWD SVR 994f1374db613b03c22c295f8fb19461465b325bb7f52f8b2a4af3f5938d1b11 @@ -46,39 +46,39 @@ parameters r2_cv_mean explained_variance_cv_mean neg_mean_squared_error_cv_mean {'C': 0.001, 'cache_size': 700, 'coef0': 0.0, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.0001, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.01, 'verbose': False} -0.020140030177197298 3.1703677128014358e-09 -1.0103388510689857 -0.7819048197552938 0.010879874229431152 24800 646_fri_c3_500_10 SVR bcd1b5eb571c2dfa366b73808ef10225b03676492d56796db1d06e7467e3aebb {'bootstrap': 'true', 'criterion': 'mse', 'max_depth': None, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.2, 'n_estimators': 500, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False} 0.5020450273116742 0.5195413443134059 -0.4822233265369406 -0.5558113882964377 0.696833872795105 24800 649_fri_c0_500_5 RandomForestRegressor 4f1d975649c34787fd4c9c229668d0ecfa18c7e8c25880da3594c361214383fb {'C': 10, 'cache_size': 700, 'coef0': 0.1, 'degree': 3, 'epsilon': 0.1, 'gamma': 1, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} -0.013983236231344651 0.0022735976298707715 -0.99642501206254 -0.8029463157715753 0.009445047378540041 24800 658_fri_c3_250_25 SVR 68203b2f4c735c5c6c510719a2b02ce0d8138457cccc8015d0479c297906bbdf -{'criterion': 'mae', 'max_depth': 10, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.35, 'presort': False, 'random_state': 24800, 'splitter': 'best'} -0.06978425258954676 2.2204460492503126e-17 -0.6970000000000001 -0.633 0.0049590349197387714 24800 1028_SWD DecisionTreeRegressor 994f1374db613b03c22c295f8fb19461465b325bb7f52f8b2a4af3f5938d1b11 +{'criterion': 'mae', 'max_depth': 10, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.35, 'random_state': 24800, 'splitter': 'best'} -0.06978425258954676 2.2204460492503126e-17 -0.6970000000000001 -0.633 0.0049590349197387714 24800 1028_SWD DecisionTreeRegressor 994f1374db613b03c22c295f8fb19461465b325bb7f52f8b2a4af3f5938d1b11 {'C': 0.001, 'cache_size': 700, 'coef0': 10, 'degree': 2, 'epsilon': 0.1, 'gamma': 1, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False} 0.14209478992611715 0.2029132666389329 -0.7856639654663042 -0.7343131016005735 0.002905106544494629 24800 596_fri_c2_250_5 SVR 06d3557397a9ab94e4a6bc7737083383a753ae2984a383dac05ec787c00f4dc7 {'bootstrap': 'true', 'criterion': 'mae', 'max_depth': None, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.05, 'n_estimators': 100, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False} 0.26209126694900514 0.3300855459095361 -64.23263451190475 -6.100740476190476 0.13415775299072266 24800 665_sleuth_case2002 RandomForestRegressor 8d824a40e6b6b8a6382589330cb8f51f206a8dbfb766e74e2acdad3d1fde8f34 -{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.01, 'loss': 'ls', 'max_depth': 10, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'presort': 'auto', 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False} 0.5252501444897532 0.5350250717627834 -0.4654683267282138 -0.5448075311269295 0.07635636329650879 24800 581_fri_c3_500_25 GradientBoostingRegressor 46bda105a1251fe9a432e9ccd07e0f97e0d292b72021f909df411bcfb6023930 +{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.01, 'loss': 'ls', 'max_depth': 10, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 100, 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False} 0.5252501444897532 0.5350250717627834 -0.4654683267282138 -0.5448075311269295 0.07635636329650879 24800 581_fri_c3_500_25 GradientBoostingRegressor 46bda105a1251fe9a432e9ccd07e0f97e0d292b72021f909df411bcfb6023930 {'bootstrap': 'true', 'criterion': 'mae', 'max_depth': None, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.35, 'n_estimators': 500, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False} 0.18086865245461145 0.19459145389411625 -0.8116340327037465 -0.6919383234069227 2.6265560388565063 24800 623_fri_c4_1000_10 RandomForestRegressor c4991f7f7db210de7f3439643c94f0e4db1589478dedda01c3fea698ed6b1c96 {'C': 0.001, 'cache_size': 700, 'coef0': 0.0, 'degree': 3, 'epsilon': 0.1, 'gamma': 0.01, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.1, 'verbose': False} -0.7111345934637858 0.0001970418208632863 -20.537693874171488 -3.9976535243932982 0.000939035415649414 24800 523_analcatdata_neavote SVR 1d5017c71352ff2088437dfbee41e5eb153ce9cb6caa900862b1d1f2adb4ebe4 -{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'ls', 'max_depth': 10, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 500, 'presort': 'auto', 'random_state': 24800, 'subsample': 1, 'verbose': 0, 'warm_start': False} 0.9104378375547753 0.9107195578443914 -0.4376964970192754 -0.3518307870049601 4.741815686225892 24800 294_satellite_image GradientBoostingRegressor 59b8c69105f1168317a1e03ec0754419b47a907abbb6f41bbfa28b132b96059d +{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'ls', 'max_depth': 10, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 20, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 500, 'random_state': 24800, 'subsample': 1, 'verbose': 0, 'warm_start': False} 0.9104378375547753 0.9107195578443914 -0.4376964970192754 -0.3518307870049601 4.741815686225892 24800 294_satellite_image GradientBoostingRegressor 59b8c69105f1168317a1e03ec0754419b47a907abbb6f41bbfa28b132b96059d {'C': 1, 'cache_size': 700, 'coef0': 0.0001, 'degree': 2, 'epsilon': 0.1, 'gamma': 100, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} -1.0945309951617817 -0.6878223522324475 -4.1906841156327905 -1.5730508760575943 0.1905322313308716 24800 1027_ESL SVR c523cd7afa147eba5143fb306cfc089cb81d987b0dfe6ed9a600465c22013a5a {'C': 0.01, 'cache_size': 700, 'coef0': 0.01, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.1, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} -0.009278628440395498 0.0038404363552594686 -0.9986430061485458 -0.8208067456520917 0.010891294479370121 24800 654_fri_c0_500_10 SVR 663879512b364bb3fed7f8fee5b9c6fbe3b1eb2d38b0c690a0571ed69047896e {'bootstrap': 'true', 'criterion': 'mse', 'max_depth': None, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.3, 'n_estimators': 100, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False} 0.1663400273384486 0.17741392067297487 -0.8238982092926983 -0.7396215515296722 0.15875401496887204 24800 590_fri_c0_1000_50 RandomForestRegressor 9e33b264849c4aa8288e949a4daf39ce147b5feb3b094efc981e1c0cb78c0755 {'C': 0.01, 'cache_size': 700, 'coef0': 10, 'degree': 3, 'epsilon': 0.1, 'gamma': 0.0001, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False} -0.13947524714507933 0.0004015429351340915 -2815.3294340309576 -45.39897921573238 0.0009500026702880859 24800 663_rabe_266 SVR 7a613992c31268aed9b9e035c901c8d80fa601ac6ea4dbb93418c63119ff9db9 -{'criterion': 'mae', 'max_depth': 3, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 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-0.04109635176076084 0.07919486977574472 -0.8832567349424518 -0.7547468601652266 0.0010258674621582034 24800 611_fri_c3_100_5 SVR 48c7861803e5de3fb5a53001fe3f2ad6dd2a004a6c1070d6e9f10f7d895d2630 -{'criterion': 'mse', 'max_depth': 10, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.35, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.535313083318916 0.5625893360293679 -924.004192080979 -22.94266206446948 0.0005141735076904297 24800 695_chatfield_4 DecisionTreeRegressor 9a92dedd2967e1463a15f38bfc7de3b6fb8dc3b88d7ee58569d9f9fc0bc7e6fd +{'criterion': 'mse', 'max_depth': 10, 'max_features': None, 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.35, 'random_state': 24800, 'splitter': 'best'} 0.535313083318916 0.5625893360293679 -924.004192080979 -22.94266206446948 0.0005141735076904297 24800 695_chatfield_4 DecisionTreeRegressor 9a92dedd2967e1463a15f38bfc7de3b6fb8dc3b88d7ee58569d9f9fc0bc7e6fd {'C': 1, 'cache_size': 700, 'coef0': 0.001, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.0001, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.01, 'verbose': False} -0.0031149266309618557 0.02849948808216133 -0.9891212080155242 -0.8047247208351991 0.06303958892822266 24800 612_fri_c1_1000_5 SVR aa035a4536d9fd1c3cc88e9adc72b39327fc2a4bac2aff81144f44d6e837f3af {'C': 0.1, 'cache_size': 700, 'coef0': 0.0, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.1, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.1, 'verbose': False} -0.1898136446186619 0.028113209788978844 -243.04588293734886 -12.68708084936391 0.0005447864532470703 24800 687_sleuth_ex1605 SVR a2fe25044c0d73cf0388f327512c432e3c52c932c6990d8af041dc9e1233d5ab {'C': 0.01, 'cache_size': 700, 'coef0': 0.1, 'degree': 3, 'epsilon': 0.1, 'gamma': 0.001, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.1, 'verbose': False} -0.017888948620557208 0.00296111448295332 -1.0072312175265523 -0.7741852392429139 0.08029868602752685 24800 592_fri_c4_1000_25 SVR 0079df3c30269c93a747dfe21a5a66d1c499e66c884fc61f92a2bd249501a421 @@ -89,13 +89,13 @@ parameters r2_cv_mean explained_variance_cv_mean neg_mean_squared_error_cv_mean {'C': 0.1, 'cache_size': 700, 'coef0': 0.001, 'degree': 3, 'epsilon': 0.1, 'gamma': 0.0001, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False} -0.0018561186312524905 0.007070565052983269 -0.9932844016790006 -0.8072696645089646 0.06376333236694336 24800 609_fri_c0_1000_5 SVR 5f5171eceaf7396b74d7e9c8a2061f88bb187df4439ec9f40777d77b4ff2f5fc {'C': 100, 'cache_size': 700, 'coef0': 10, 'degree': 3, 'epsilon': 0.1, 'gamma': 0.1, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.01, 'verbose': False} 0.9407284817098154 0.9441195000622328 -13.76442121366679 -1.1218566211508625 0.09306890964508056 24800 505_tecator SVR 6d403dd591e06a08e06d44cab92f0c18eee79f14fec1521f580b5258eaa2b39e {'C': 10, 'cache_size': 700, 'coef0': 0.0, 'degree': 2, 'epsilon': 0.1, 'gamma': 100, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} -0.03199873459458711 0.04189636506545987 -87.45520285265052 -7.3228268455313215 0.00365903377532959 24800 665_sleuth_case2002 SVR 8d824a40e6b6b8a6382589330cb8f51f206a8dbfb766e74e2acdad3d1fde8f34 -{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'ls', 'max_depth': 3, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 500, 'presort': 'auto', 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False} 0.7685979677022622 0.773598637307231 -0.2237789799739008 -0.3772784343364964 0.2794832229614258 24800 626_fri_c2_500_50 GradientBoostingRegressor 731006de928c7ee425c9f62a9a21552805d7a48e9a178efad89a2d350b18c6a3 -{'criterion': 'mse', 'max_depth': 3, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.1, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.4731071721788909 0.5504281449856452 -410.1297110040312 -14.450301587301588 0.00026819705963134773 24800 1089_USCrime DecisionTreeRegressor 3ee490bf9c08654fa369aad9dd9cfaf75b91354383020ec688998160e553fce5 -{'criterion': 'mae', 'max_depth': 3, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.3, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.18300079566906416 0.2185389327978124 -160.58042364320625 -9.653750018775463 0.002331233024597168 24800 505_tecator DecisionTreeRegressor 6d403dd591e06a08e06d44cab92f0c18eee79f14fec1521f580b5258eaa2b39e +{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.1, 'loss': 'ls', 'max_depth': 3, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.0, 'n_estimators': 500, 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False} 0.7685979677022622 0.773598637307231 -0.2237789799739008 -0.3772784343364964 0.2794832229614258 24800 626_fri_c2_500_50 GradientBoostingRegressor 731006de928c7ee425c9f62a9a21552805d7a48e9a178efad89a2d350b18c6a3 +{'criterion': 'mse', 'max_depth': 3, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.1, 'random_state': 24800, 'splitter': 'best'} 0.4731071721788909 0.5504281449856452 -410.1297110040312 -14.450301587301588 0.00026819705963134773 24800 1089_USCrime DecisionTreeRegressor 3ee490bf9c08654fa369aad9dd9cfaf75b91354383020ec688998160e553fce5 +{'criterion': 'mae', 'max_depth': 3, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 5, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.3, 'random_state': 24800, 'splitter': 'best'} 0.18300079566906416 0.2185389327978124 -160.58042364320625 -9.653750018775463 0.002331233024597168 24800 505_tecator DecisionTreeRegressor 6d403dd591e06a08e06d44cab92f0c18eee79f14fec1521f580b5258eaa2b39e {'C': 100, 'cache_size': 700, 'coef0': 0.01, 'degree': 3, 'epsilon': 0.1, 'gamma': 100, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False} -0.03309170125290981 -5.551115123125783e-17 -1.005007935143261 -0.8078223359336829 0.10851666927337647 24800 586_fri_c3_1000_25 SVR 76e139218251221f79e064155bf8a59c63ab688dc32e7e468d2acba14eeacfb2 {'C': 0.001, 'cache_size': 700, 'coef0': 1, 'degree': 3, 'epsilon': 0.1, 'gamma': 0.01, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.01, 'verbose': False} -0.10290192499106304 0.001037494671594974 -1.0464514129212945 -0.8316546991624921 0.004128360748291014 24800 596_fri_c2_250_5 SVR 06d3557397a9ab94e4a6bc7737083383a753ae2984a383dac05ec787c00f4dc7 {'C': 10, 'cache_size': 700, 'coef0': 1, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.0001, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False} 0.040257925885036606 0.09040119867281778 -0.9328846761717859 -0.7760623285790947 0.014456439018249513 24800 584_fri_c4_500_25 SVR 970d42f3c8a47d1f1366cd026f5132f91ddfccd946b1b4bfadf368a172a59342 {'bootstrap': 'true', 'criterion': 'mae', 'max_depth': None, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 1, 'min_samples_split': 5, 'min_weight_fraction_leaf': 0.1, 'n_estimators': 500, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False} 0.6591885469158536 0.6771343147243356 -67.00426099429076 -6.047642317671577 1.3917287349700929 24800 505_tecator RandomForestRegressor 6d403dd591e06a08e06d44cab92f0c18eee79f14fec1521f580b5258eaa2b39e -{'criterion': 'mae', 'max_depth': 5, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.05, 'presort': False, 'random_state': 24800, 'splitter': 'best'} 0.01192983189405461 0.05579667725176153 -0.7267470477032022 -0.6615918200016022 0.004603338241577146 24800 522_pm10 DecisionTreeRegressor 4cb94da5c0c6a22ae300309dd470b694f1de99efcc5e92ba5dfceae5780bdf32 +{'criterion': 'mae', 'max_depth': 5, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 10, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.05, 'random_state': 24800, 'splitter': 'best'} 0.01192983189405461 0.05579667725176153 -0.7267470477032022 -0.6615918200016022 0.004603338241577146 24800 522_pm10 DecisionTreeRegressor 4cb94da5c0c6a22ae300309dd470b694f1de99efcc5e92ba5dfceae5780bdf32 {'C': 0.01, 'cache_size': 700, 'coef0': 0.0, 'degree': 2, 'epsilon': 0.1, 'gamma': 10, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False} -0.053018311606945326 5.2242888918996305e-05 -1.0200950915694718 -0.7948883006191454 0.0276186466217041 24800 604_fri_c4_500_10 SVR ff8f1a3364f45d56b3a0427b616188e4cf2e9aea2d72bd0fdc94d23f014afae2 {'C': 100, 'cache_size': 700, 'coef0': 0.01, 'degree': 2, 'epsilon': 0.1, 'gamma': 1, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 1e-05, 'verbose': False} -0.014820222135748263 0.010015508228892757 -0.7204403173570013 -0.6473250505947037 0.10496890544891356 24800 522_pm10 SVR 4cb94da5c0c6a22ae300309dd470b694f1de99efcc5e92ba5dfceae5780bdf32 diff --git a/docker-compose-wheel-builder.yml b/docker-compose-wheel-builder.yml index e6dc8bb02..960486c3c 100644 --- a/docker-compose-wheel-builder.yml +++ b/docker-compose-wheel-builder.yml @@ -3,7 +3,7 @@ version: '3' services: wheel_builder: image: "python:3.7.16-buster" - command: bash -c "sort /appsrc/docker/lab/files/requirements.txt /appsrc/docker/machine/files/requirements.txt | uniq >> /root/requirements.txt && pip wheel -r /root/requirements.txt" + command: bash -c "sort /appsrc/docker/lab/files/requirements.txt /appsrc/docker/machine/files/requirements.txt | uniq >> /root/requirements.txt && pip install --upgrade pip && pip wheel -r /root/requirements.txt" working_dir: /appsrc/docker/wheels volumes: - "./:/appsrc"