From 9f46e21478fb349df5c8ec2180b79303b84ae4e4 Mon Sep 17 00:00:00 2001
From: jay-m-dev <jay-moran@outlook.com>
Date: Fri, 4 Aug 2023 13:30:09 -0700
Subject: [PATCH 1/3] test no presort on regression tsv

---
 .../pmlb_regression_results-small.tsv         | 64 +++++++++----------
 1 file changed, 32 insertions(+), 32 deletions(-)

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, 'min_samples_leaf': 5, 'min_samples_split': 10, 'min_weight_fraction_leaf': 0.4, 'presort': False, 'random_state': 24800, 'splitter': 'best'}	0.10789772350711717	0.13576500958887056	-0.8622262534923916	-0.6987653437670378	0.04818572998046875	24800	586_fri_c3_1000_25	DecisionTreeRegressor	76e139218251221f79e064155bf8a59c63ab688dc32e7e468d2acba14eeacfb2
+{'criterion': 'mae', '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': 0.4, 'random_state': 24800, 'splitter': 'best'}	0.10789772350711717	0.13576500958887056	-0.8622262534923916	-0.6987653437670378	0.04818572998046875	24800	586_fri_c3_1000_25	DecisionTreeRegressor	76e139218251221f79e064155bf8a59c63ab688dc32e7e468d2acba14eeacfb2
 {'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': 0.35, 'n_estimators': 100, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False}	0.09843397325051276	0.17274696831874184	-0.8540353318109816	-0.6956684216892346	0.15108139514923094	24800	615_fri_c4_250_10	RandomForestRegressor	1dad41aefa61c52b368c93b74461e9ee871230b882601906f3238da55eec1bc4
 {'C': 0.0001, 'cache_size': 700, 'coef0': 0.001, 'degree': 3, 'epsilon': 0.1, 'gamma': 1, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False}	-0.0755617131819227	3.162631858026899e-05	-92.90124752063691	-7.4117556600277315	0.0017161607742309573	24800	665_sleuth_case2002	SVR	8d824a40e6b6b8a6382589330cb8f51f206a8dbfb766e74e2acdad3d1fde8f34
-{'criterion': 'mse', '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': 0.15, 'presort': False, 'random_state': 24800, 'splitter': 'best'}	0.5078791529462134	0.5965555187837398	-187.42390903793788	-10.312889630251245	0.0002300739288330078	24800	228_elusage	DecisionTreeRegressor	4afb4e208e60e6c68734fd95e532b942bbd6711988a9b7b2575de2decd182999
-{'criterion': 'mae', 'max_depth': 10, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.2, 'presort': False, 'random_state': 24800, 'splitter': 'best'}	-0.3127441790766353	-0.009607899501133898	-0.7927561127865653	-0.7325171835720539	0.00046842098236084	24800	656_fri_c1_100_5	DecisionTreeRegressor	4ce1ebd69d1e87137a2f3823947828e81f764c483d3f05510e44138967617522
+{'criterion': 'mse', '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': 0.15, 'random_state': 24800, 'splitter': 'best'}	0.5078791529462134	0.5965555187837398	-187.42390903793788	-10.312889630251245	0.0002300739288330078	24800	228_elusage	DecisionTreeRegressor	4afb4e208e60e6c68734fd95e532b942bbd6711988a9b7b2575de2decd182999
+{'criterion': 'mae', 'max_depth': 10, 'max_features': 'log2', 'max_leaf_nodes': None, 'min_impurity_decrease': 0.0, 'min_impurity_split': None, 'min_samples_leaf': 20, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.2, 'random_state': 24800, 'splitter': 'best'}	-0.3127441790766353	-0.009607899501133898	-0.7927561127865653	-0.7325171835720539	0.00046842098236084	24800	656_fri_c1_100_5	DecisionTreeRegressor	4ce1ebd69d1e87137a2f3823947828e81f764c483d3f05510e44138967617522
 {'C': 0.01, 'cache_size': 700, 'coef0': 0.0001, 'degree': 2, 'epsilon': 0.1, 'gamma': 100, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False}	-0.04403808163113769	1.7374990335383703e-14	-1.038470347834124	-0.8073011112719609	0.07767188549041748	24800	606_fri_c2_1000_10	SVR	6abfaa2b6f4ad5518f12c38f9d9482a14189753915af05f4e1e5f14e9a9e3f59
 {'C': 0.01, 'cache_size': 700, 'coef0': 0.0, 'degree': 3, 'epsilon': 0.1, 'gamma': 0.01, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False}	-0.7934208990523303	0.000812308150908625	-4208.970188588555	-52.85284921425811	0.00047707557678222656	24800	542_pollution	SVR	e238c95435208f8dbdd150f92e990e1caf891ad35463459832101213e6ef5198
-{'criterion': 'mse', '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': 5, 'min_weight_fraction_leaf': 0.1, 'presort': False, 'random_state': 24800, 'splitter': 'best'}	0.6702168344066661	0.6758884879883729	-0.6340263567894542	-0.6146500667912116	0.0003232002258300781	24800	1027_ESL	DecisionTreeRegressor	c523cd7afa147eba5143fb306cfc089cb81d987b0dfe6ed9a600465c22013a5a
+{'criterion': 'mse', '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': 5, 'min_weight_fraction_leaf': 0.1, 'random_state': 24800, 'splitter': 'best'}	0.6702168344066661	0.6758884879883729	-0.6340263567894542	-0.6146500667912116	0.0003232002258300781	24800	1027_ESL	DecisionTreeRegressor	c523cd7afa147eba5143fb306cfc089cb81d987b0dfe6ed9a600465c22013a5a
 {'bootstrap': 'false', 'criterion': 'mae', 'max_depth': None, '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': 0.2, 'n_estimators': 100, 'n_jobs': 1, 'oob_score': False, 'random_state': 24800, 'verbose': 0, 'warm_start': False}	0.3081385883977254	0.33130981492521083	-0.6729092687914695	-0.6372316153903155	1.033891463279724	24800	586_fri_c3_1000_25	RandomForestRegressor	76e139218251221f79e064155bf8a59c63ab688dc32e7e468d2acba14eeacfb2
-{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.01, 'loss': 'ls', 'max_depth': 1, 'max_features': 'log2', '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': 0.0, 'n_estimators': 500, 'presort': 'auto', 'random_state': 24800, 'subsample': 1, 'verbose': 0, 'warm_start': False}	0.14043809947487185	0.3918365528243357	-12.525418454787646	-2.605609383644227	0.0879565954208374	24800	192_vineyard	GradientBoostingRegressor	36ea28d4037d1aa978cb70a51783e25e37df5d69049cc4feb5ac74798705754c
+{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 0.01, 'loss': 'ls', 'max_depth': 1, 'max_features': 'log2', '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': 0.0, 'n_estimators': 500, 'random_state': 24800, 'subsample': 1, 'verbose': 0, 'warm_start': False}	0.14043809947487185	0.3918365528243357	-12.525418454787646	-2.605609383644227	0.0879565954208374	24800	192_vineyard	GradientBoostingRegressor	36ea28d4037d1aa978cb70a51783e25e37df5d69049cc4feb5ac74798705754c
 {'C': 0.1, 'cache_size': 700, 'coef0': 0.0, 'degree': 2, 'epsilon': 0.1, 'gamma': 10, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 1e-05, 'verbose': False}	-1.0771835515136368	-1.0638532134154508	-2.0464441509248994	-1.1678888958171778	0.45003457069396974	24800	620_fri_c1_1000_25	SVR	57255fd431d9f19ea583b561b50f97ccc1a7d09e5b4903fe2f27dfedee140d91
-{'criterion': 'mse', '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': 20, 'min_weight_fraction_leaf': 0.45, 'presort': False, 'random_state': 24800, 'splitter': 'best'}	-0.09404816462046547	0.0333585475146593	-22802.545661122535	-85.20199097404907	0.00024900436401367195	24800	230_machine_cpu	DecisionTreeRegressor	c7271c780d951709bf3ae67e09e78a902be87a7137e485d6b924171438fa50bd
+{'criterion': 'mse', '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': 20, 'min_weight_fraction_leaf': 0.45, 'random_state': 24800, 'splitter': 'best'}	-0.09404816462046547	0.0333585475146593	-22802.545661122535	-85.20199097404907	0.00024900436401367195	24800	230_machine_cpu	DecisionTreeRegressor	c7271c780d951709bf3ae67e09e78a902be87a7137e485d6b924171438fa50bd
 {'C': 0.1, 'cache_size': 700, 'coef0': 0.0001, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.0001, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False}	-0.03607182945953866	0.0015217484526353295	-1.0091505937736152	-0.8141574963549391	0.028412842750549318	24800	637_fri_c1_500_50	SVR	5b043c02cdde0d4a90b2b01ff9976b567ed4407d6a4c376a4cf2a2cc8a74a946
-{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 1, 'loss': 'ls', 'max_depth': 5, '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': 0.0, 'n_estimators': 100, 'presort': 'auto', 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False}	0.19471859381592874	0.20951971426452634	-155.22697561234725	-8.758137913846397	0.04759957790374756	24800	505_tecator	GradientBoostingRegressor	6d403dd591e06a08e06d44cab92f0c18eee79f14fec1521f580b5258eaa2b39e
+{'alpha': 0.9, 'criterion': 'friedman_mse', 'init': None, 'learning_rate': 1, 'loss': 'ls', 'max_depth': 5, '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': 0.0, 'n_estimators': 100, 'random_state': 24800, 'subsample': 0.5, 'verbose': 0, 'warm_start': False}	0.19471859381592874	0.20951971426452634	-155.22697561234725	-8.758137913846397	0.04759957790374756	24800	505_tecator	GradientBoostingRegressor	6d403dd591e06a08e06d44cab92f0c18eee79f14fec1521f580b5258eaa2b39e
 {'C': 100, 'cache_size': 700, 'coef0': 10, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.01, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False}	0.6682776403745255	0.7007447061264577	-0.20211249947036355	-0.3554173514106006	0.002235269546508789	24800	624_fri_c0_100_5	SVR	bcd67ad7aa005a3d3bda30afcbb6881c9461ad077803fda80c3e8f0de655cb83
-{'criterion': 'mse', 'max_depth': 10, 'max_features': 'sqrt', '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': 0.25, 'presort': False, 'random_state': 24800, 'splitter': 'best'}	0.35903813982849325	0.39376679426107897	-5117.003538368661	-61.05832371492971	0.00032138824462890625	24800	690_visualizing_galaxy	DecisionTreeRegressor	48434be5671d5de48c8936681137ba7c9fb9dc081a71abde9517a5fe7fad135d
-{'criterion': 'mse', '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': 0.0, 'presort': False, 'random_state': 24800, 'splitter': 'best'}	0.3115854636224949	0.3372041022775467	-105.34400289936579	-8.002406309545014	0.00028584003448486336	24800	712_chscase_geyser1	DecisionTreeRegressor	a611512fc0c4f7f6a2efbfb3545f9ea91aafff3a5475f0a69700085c53bd8e50
+{'criterion': 'mse', 'max_depth': 10, 'max_features': 'sqrt', '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': 0.25, 'random_state': 24800, 'splitter': 'best'}	0.35903813982849325	0.39376679426107897	-5117.003538368661	-61.05832371492971	0.00032138824462890625	24800	690_visualizing_galaxy	DecisionTreeRegressor	48434be5671d5de48c8936681137ba7c9fb9dc081a71abde9517a5fe7fad135d
+{'criterion': 'mse', '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': 0.0, 'random_state': 24800, 'splitter': 'best'}	0.3115854636224949	0.3372041022775467	-105.34400289936579	-8.002406309545014	0.00028584003448486336	24800	712_chscase_geyser1	DecisionTreeRegressor	a611512fc0c4f7f6a2efbfb3545f9ea91aafff3a5475f0a69700085c53bd8e50
 {'C': 1, 'cache_size': 700, 'coef0': 10, 'degree': 3, 'epsilon': 0.1, 'gamma': 10, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.001, 'verbose': False}	-2.298245461300981	-2.088906258425568	-14782.503655902341	-29.478939800437466	0.08342156410217286	24800	561_cpu	SVR	d58cb17a86b7babf073e553324c1c5a22589714cf15df1e98815a31c45ae8be6
 {'C': 1, 'cache_size': 700, 'coef0': 0.01, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.0001, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.0001, 'verbose': False}	-0.030308560122640226	0.00031752875643151766	-1.0158960206335093	-0.8147266089694649	0.04215977191925049	24800	612_fri_c1_1000_5	SVR	aa035a4536d9fd1c3cc88e9adc72b39327fc2a4bac2aff81144f44d6e837f3af
 {'C': 10, 'cache_size': 700, 'coef0': 0.01, 'degree': 2, 'epsilon': 0.1, 'gamma': 0.0001, 'kernel': 'rbf', 'max_iter': 10000, 'shrinking': True, 'tol': 0.1, 'verbose': False}	0.025709884747633933	0.08052012274388656	-0.9347669527212444	-0.7596695993864261	0.015996503829956054	24800	604_fri_c4_500_10	SVR	ff8f1a3364f45d56b3a0427b616188e4cf2e9aea2d72bd0fdc94d23f014afae2
 {'C': 0.001, 'cache_size': 700, 'coef0': 0.0, 'degree': 2, 'epsilon': 0.1, 'gamma': 10, 'kernel': 'poly', 'max_iter': 10000, 'shrinking': True, 'tol': 0.01, 'verbose': False}	-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

From ac82a3274b4756c6eb85ea6b5b742081c605141c Mon Sep 17 00:00:00 2001
From: jay-m-dev <jay-moran@outlook.com>
Date: Fri, 4 Aug 2023 14:00:40 -0700
Subject: [PATCH 2/3] pmlb_regression_results-small gz version upload

---
 .../pmlb_regression_results-small.tsv.gz      | Bin 10937 -> 10967 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/data/knowledgebases/pmlb_regression_results-small.tsv.gz b/data/knowledgebases/pmlb_regression_results-small.tsv.gz
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From 7e78fcaabc8596710b0d18dafc9e77122a647d89 Mon Sep 17 00:00:00 2001
From: jay-m-dev <jay-moran@outlook.com>
Date: Fri, 4 Aug 2023 14:48:36 -0700
Subject: [PATCH 3/3] wheel builder pip upgrade

---
 docker-compose-wheel-builder.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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"