diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index efd34001..a476857e 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -16,4 +16,4 @@ jobs: pw-user: 'sfgary' resource-pool-names: 'cloud' workflow-name: 'sl_core' - workflow-parameters: '{"startCmd": "workflow.sh", "repos": { "ml_arch_repo": "git@github.com:parallelworks/dynamic-learning-rivers", "ml_arch_branch": "ICON-ModEx-v2", "push_to_gh": "true", "ml_code_repo": "https://github.com/parallelworks/sl_core", "ml_data_repo": "https://github.com/parallelworks/global-river-databases", "whost": { "type": "computeResource", "id": "636dec4b565b200008495822" }, "miniconda_loc": "/home/__USER__/.miniconda3", "my_env": "superlearner" }, "superlearner": { "train_test_data": "scripts/prep_06_output_final_train.csv", "predict_data": "scripts/prep_06_output_final_predict", "num_inputs": "25", "superlearner_conf": "sample_inputs/superlearner_conf_TTR_mms_log10_neg.py", "work_dir_base": "ml_models/sl_", "hpo": "true", "cross_val_score": "false", "smogn": "false", "onnx": "false", "backend": "loky", "n_jobs": "8", "num_inst": "10", "fpi_corr_cutoff": "50" } }' + workflow-parameters: '{"startCmd": "workflow.sh", "repos": { "ml_arch_repo": "git@github.com:parallelworks/dynamic-learning-rivers", "ml_arch_branch": "Nov-2023-fixedNA", "push_to_gh": "true", "ml_code_repo": "https://github.com/parallelworks/sl_core", "ml_data_repo": "https://github.com/parallelworks/global-river-databases", "whost": { "type": "computeResource", "id": "636dec4b565b200008495822" }, "miniconda_loc": "/home/__USER__/.miniconda3", "my_env": "superlearner" }, "superlearner": { "train_test_data": "scripts/prep_06_output_final_train.csv", "predict_data": "scripts/prep_06_output_final_predict", "num_inputs": "25", "superlearner_conf": "sample_inputs/superlearner_conf_TTR_mms_log10_neg.py", "work_dir_base": "ml_models/sl_", "hpo": "true", "cross_val_score": "false", "smogn": "false", "onnx": "false", "backend": "loky", "n_jobs": "8", "num_inst": "10", "fpi_corr_cutoff": "50" } }' diff --git a/input_data/ICON-ModEx_Data.csv b/input_data/ICON-ModEx_Data.csv index 1d17b72e..568f80b4 100644 --- a/input_data/ICON-ModEx_Data.csv +++ b/input_data/ICON-ModEx_Data.csv @@ -1,58 +1,58 @@ Sample_Kit_ID,Sample_ID,Date,Median_Time_Unix,Median_Time_Local,Local_Timezone,Mean_DO_mg_per_L,DO_sd,Mean_Temp_Deg_C,Temp_sd,Respiration_Rate_mg_DO_per_L_per_H,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment,Type,Respiration_R_Squared,Respiration_R_Squared_Adj,Respiration_p_value,Total_Incubation_Time_Min,Number_Points_In_Respiration_Regression,Number_Points_Removed_Respiration_Regression,DO_Concentration_At_Incubation_Time_Zero,Site_ID,Sample_Latitude,Sample_Longitude,MiniDot_Latitude,MiniDot_Longitude,MiniDot_Start_Time,MiniDot_End_Time,MiniDot_ID,pH,Contact_First_Name,Contact_Last_Name,Organization,Email,Site_Name,Stream_Name,City,State,Country,Weather,Intermittent_or_Perennial,General_Vegetation,Hydrogeomorphology,River_Gradient,MiniDot_Sediment,Water_Temperature,Water_Depth_cm,Depositional_Type,Canopy_Cover,Macrophyte_Coverage,Algal_Mat_Coverage,Sediment_Collection_Depth_cm,MiniDot_Notes,Additional_Sampling_Notes,Hydrograph_Online,Hydrograph_Other,Water_volume_Flag,Notes -CM_001,CM_001-1,2022-04-27,1651080150,10:22:30,Pacific Daylight Time (UTC-7),10.42,0.06,8.66,0.02,-12.77,-41.53,Measured_10mL,1,-9999,-9999,15,2,0,8.11666666666667,MP-102901,46.732215,-117.180494,46.732215,-117.180494,09:40:00,10:50:00,421044,6.5,Philip,Moffatt,Washington State University,philip.moffatt@wsu.edu,N/A,South Fork Palouse,Pullman,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),5.5,50,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,The sensor deployment occured on 4/27/2022,Sediment samples were from across a shoreline depositional zone which included mud to small gravel.,https://waterdata.usgs.gov/nwis/uv?site_no=13348000,N/A,FALSE,NA -CM_001,CM_001-2,2022-04-27,1651080150,10:22:30,Pacific Daylight Time (UTC-7),10.42,0.06,8.66,0.02,-13.36,-47.82,Measured_10mL,1,-9999,-9999,15,2,0,8.04666666666667,MP-102901,46.732215,-117.180494,46.732215,-117.180494,09:40:00,10:50:00,421044,6.5,Philip,Moffatt,Washington State University,philip.moffatt@wsu.edu,N/A,South Fork Palouse,Pullman,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),5.5,50,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,The sensor deployment occured on 4/27/2022,Sediment samples were from across a shoreline depositional zone which included mud to small gravel.,https://waterdata.usgs.gov/nwis/uv?site_no=13348000,N/A,FALSE,NA -CM_001,CM_001-3,2022-04-27,1651080150,10:22:30,Pacific Daylight Time (UTC-7),10.42,0.06,8.66,0.02,-12.44,-42.31,Measured_10mL,1,-9999,-9999,15,2,0,6.89666666666667,MP-102901,46.732215,-117.180494,46.732215,-117.180494,09:40:00,10:50:00,421044,6.5,Philip,Moffatt,Washington State University,philip.moffatt@wsu.edu,N/A,South Fork Palouse,Pullman,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),5.5,50,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,The sensor deployment occured on 4/27/2022,Sediment samples were from across a shoreline depositional zone which included mud to small gravel.,https://waterdata.usgs.gov/nwis/uv?site_no=13348000,N/A,FALSE,NA -CM_002,CM_002-1,2022-05-30,1653925890,11:51:30,Eastern Daylight Time (UTC-4),9.58,0.09,19.95,0.24,-22.52,-83.28,Measured_10mL,1,-9999,-9999,5,2,0,5.74333333333333,MP-100598,38.7819267,-77.388447,38.7819267,-77.388447,11:00:00,12:28:00,232973,6.5,Karen,Knee,American University,knee@american.edu,"Clifton, VA",Pope's Head Creek,Clifton,Virginia,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass, Crop",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.5,7,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,N/A,"We used a meter stick (1 m long, yellow) instead of a measuring tape. When you see it in the pictures keep in mind that it is 1 m long.",https://waterdata.usgs.gov/nwis/inventory?agency_code=USGS&site_no=01657394,No,FALSE,NA -CM_002,CM_002-2,2022-05-30,1653925890,11:51:30,Eastern Daylight Time (UTC-4),9.58,0.09,19.95,0.24,-44.83,-173.76,Measured_10mL,1,-9999,-9999,7,2,0,6.27333333333333,MP-100598,38.7819267,-77.388447,38.7819267,-77.388447,11:00:00,12:28:00,232973,6.5,Karen,Knee,American University,knee@american.edu,"Clifton, VA",Pope's Head Creek,Clifton,Virginia,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass, Crop",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.5,7,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,N/A,"We used a meter stick (1 m long, yellow) instead of a measuring tape. When you see it in the pictures keep in mind that it is 1 m long.",https://waterdata.usgs.gov/nwis/inventory?agency_code=USGS&site_no=01657394,No,FALSE,NA -CM_002,CM_002-3,2022-05-30,1653925890,11:51:30,Eastern Daylight Time (UTC-4),9.58,0.09,19.95,0.24,NA,NA,NA,1,-9999,-9999,5,2,0,4.18666666666667,MP-100598,38.7819267,-77.388447,38.7819267,-77.388447,11:00:00,12:28:00,232973,6.5,Karen,Knee,American University,knee@american.edu,"Clifton, VA",Pope's Head Creek,Clifton,Virginia,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass, Crop",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.5,7,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,N/A,"We used a meter stick (1 m long, yellow) instead of a measuring tape. When you see it in the pictures keep in mind that it is 1 m long.",https://waterdata.usgs.gov/nwis/inventory?agency_code=USGS&site_no=01657394,No,FALSE,Respiration removed because the other 2 reps were measured and this was originally theoretical. -CM_003,CM_003-1,2022-05-02,1651534710,19:38:30,Eastern Daylight Time (UTC-4),9.58,0.06,14.93,0.12,-1.86,-6.67,Measured_10mL,0.987,0.985,0.00143722899904612,120,8,0,9.48,MP-103805,40.1046605,-77.1803039,40.1046605,-77.1803039,18:45:00,20:17:00,379974,6.5,Jorden,Hayes,Dickinson College,hayesjo@dickinson.edu,N/A,Mountain Creek,Mount Holly Springs,Pennsylvania,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.4,24,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,N/A,"Sampling location is downstream from a former hydro-dam and large deposit of legacy sediments (Walter and Merritts, 2008). Samples were packed on 5/3/2022 at 11:25 EDT. Photographs have been reduced to accommodate upload limits. Please contact me for higher resolution images if needed.",https://waterdata.usgs.gov/monitoring-location/01571184/,N/A,FALSE,NA -CM_003,CM_003-2,2022-05-02,1651534710,19:38:30,Eastern Daylight Time (UTC-4),9.58,0.06,14.93,0.12,-2.29,-8.08,Measured_10mL,0.997,0.996,0.001180142131736,55,5,1,8.84,MP-103805,40.1046605,-77.1803039,40.1046605,-77.1803039,18:45:00,20:17:00,379974,6.5,Jorden,Hayes,Dickinson College,hayesjo@dickinson.edu,N/A,Mountain Creek,Mount Holly Springs,Pennsylvania,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.4,24,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,N/A,"Sampling location is downstream from a former hydro-dam and large deposit of legacy sediments (Walter and Merritts, 2008). Samples were packed on 5/3/2022 at 11:25 EDT. Photographs have been reduced to accommodate upload limits. Please contact me for higher resolution images if needed.",https://waterdata.usgs.gov/monitoring-location/01571184/,N/A,FALSE,NA -CM_003,CM_003-3,2022-05-02,1651534710,19:38:30,Eastern Daylight Time (UTC-4),9.58,0.06,14.93,0.12,-2.73,-9.91,Measured_10mL,0.978,0.972,0.00344490759821605,85,6,1,NA,MP-103805,40.1046605,-77.1803039,40.1046605,-77.1803039,18:45:00,20:17:00,379974,6.5,Jorden,Hayes,Dickinson College,hayesjo@dickinson.edu,N/A,Mountain Creek,Mount Holly Springs,Pennsylvania,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.4,24,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,N/A,"Sampling location is downstream from a former hydro-dam and large deposit of legacy sediments (Walter and Merritts, 2008). Samples were packed on 5/3/2022 at 11:25 EDT. Photographs have been reduced to accommodate upload limits. Please contact me for higher resolution images if needed.",https://waterdata.usgs.gov/monitoring-location/01571184/,N/A,FALSE,NA -CM_004,CM_004-1,2022-05-24,1653403290,10:41:30,Eastern Daylight Time (UTC-4),11.49,0.07,14.89,0.19,-2,-7.22,Measured_10mL,0.949,0.938,0.00346865239979695,89,7,0,8.48333333333333,MP-100166,42.72306,-73.19778,42.72306,-73.19778,09:57:00,11:11:00,449867,6.5,Jose,Constantine,Williams College,jac9@williams.edu,N/A,Hoosic River,Williamstown,Massachusetts,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14,37,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,"Wrote the sensor number on the metadata sheet before taking the photo, but the sheet is in the box that will arrive with the samples",River width of 33.5 m; 50 ml RNAlater had leaked,https://waterdata.usgs.gov/nwis/uv?site_no=01332500,No,FALSE,NA -CM_004,CM_004-2,2022-05-24,1653403290,10:41:30,Eastern Daylight Time (UTC-4),11.49,0.07,14.89,0.19,-4.96,-17.87,Measured_10mL,0.965,0.954,0.00902479199255105,30,5,0,7.96333333333333,MP-100166,42.72306,-73.19778,42.72306,-73.19778,09:57:00,11:11:00,449867,6.5,Jose,Constantine,Williams College,jac9@williams.edu,N/A,Hoosic River,Williamstown,Massachusetts,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14,37,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,"Wrote the sensor number on the metadata sheet before taking the photo, but the sheet is in the box that will arrive with the samples",River width of 33.5 m; 50 ml RNAlater had leaked,https://waterdata.usgs.gov/nwis/uv?site_no=01332500,No,FALSE,NA -CM_004,CM_004-3,2022-05-24,1653403290,10:41:30,Eastern Daylight Time (UTC-4),11.49,0.07,14.89,0.19,-2.73,-9.84,Measured_10mL,0.941,0.926,0.00570720593197548,61,6,0,8.08666666666667,MP-100166,42.72306,-73.19778,42.72306,-73.19778,09:57:00,11:11:00,449867,6.5,Jose,Constantine,Williams College,jac9@williams.edu,N/A,Hoosic River,Williamstown,Massachusetts,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14,37,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,"Wrote the sensor number on the metadata sheet before taking the photo, but the sheet is in the box that will arrive with the samples",River width of 33.5 m; 50 ml RNAlater had leaked,https://waterdata.usgs.gov/nwis/uv?site_no=01332500,No,FALSE,NA +CM_001,CM_001-1,2022-04-27,1651080150,10:22:30,Pacific Daylight Time (UTC-7),10.42,0.06,8.66,0.02,-12.77,-41.53,Measured_10mL,1,-9999,-9999,15,2,0,8.11666666666667,MP-102901,46.732215,-117.180494,46.732215,-117.180494,09:40:00,10:50:00,421044,6.5,Philip,Moffatt,Washington State University,philip.moffatt@wsu.edu,NA,South Fork Palouse,Pullman,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),5.5,50,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,The sensor deployment occured on 4/27/2022,Sediment samples were from across a shoreline depositional zone which included mud to small gravel.,https://waterdata.usgs.gov/nwis/uv?site_no=13348000,NA,FALSE,NA +CM_001,CM_001-2,2022-04-27,1651080150,10:22:30,Pacific Daylight Time (UTC-7),10.42,0.06,8.66,0.02,-13.36,-47.82,Measured_10mL,1,-9999,-9999,15,2,0,8.04666666666667,MP-102901,46.732215,-117.180494,46.732215,-117.180494,09:40:00,10:50:00,421044,6.5,Philip,Moffatt,Washington State University,philip.moffatt@wsu.edu,NA,South Fork Palouse,Pullman,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),5.5,50,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,The sensor deployment occured on 4/27/2022,Sediment samples were from across a shoreline depositional zone which included mud to small gravel.,https://waterdata.usgs.gov/nwis/uv?site_no=13348000,NA,FALSE,NA +CM_001,CM_001-3,2022-04-27,1651080150,10:22:30,Pacific Daylight Time (UTC-7),10.42,0.06,8.66,0.02,-12.44,-42.31,Measured_10mL,1,-9999,-9999,15,2,0,6.89666666666667,MP-102901,46.732215,-117.180494,46.732215,-117.180494,09:40:00,10:50:00,421044,6.5,Philip,Moffatt,Washington State University,philip.moffatt@wsu.edu,NA,South Fork Palouse,Pullman,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),5.5,50,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,The sensor deployment occured on 4/27/2022,Sediment samples were from across a shoreline depositional zone which included mud to small gravel.,https://waterdata.usgs.gov/nwis/uv?site_no=13348000,NA,FALSE,NA +CM_002,CM_002-1,2022-05-30,1653925890,11:51:30,Eastern Daylight Time (UTC-4),9.58,0.09,19.95,0.24,-22.52,-83.28,Measured_10mL,1,-9999,-9999,5,2,0,5.74333333333333,MP-100598,38.7819267,-77.388447,38.7819267,-77.388447,11:00:00,12:28:00,232973,6.5,Karen,Knee,American University,knee@american.edu,"Clifton, VA",Pope's Head Creek,Clifton,Virginia,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass, Crop",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.5,7,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,"We used a meter stick (1 m long, yellow) instead of a measuring tape. When you see it in the pictures keep in mind that it is 1 m long.",https://waterdata.usgs.gov/nwis/inventory?agency_code=USGS&site_no=01657394,No,FALSE,NA +CM_002,CM_002-2,2022-05-30,1653925890,11:51:30,Eastern Daylight Time (UTC-4),9.58,0.09,19.95,0.24,-44.83,-173.76,Measured_10mL,1,-9999,-9999,7,2,0,6.27333333333333,MP-100598,38.7819267,-77.388447,38.7819267,-77.388447,11:00:00,12:28:00,232973,6.5,Karen,Knee,American University,knee@american.edu,"Clifton, VA",Pope's Head Creek,Clifton,Virginia,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass, Crop",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.5,7,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,"We used a meter stick (1 m long, yellow) instead of a measuring tape. When you see it in the pictures keep in mind that it is 1 m long.",https://waterdata.usgs.gov/nwis/inventory?agency_code=USGS&site_no=01657394,No,FALSE,NA +CM_002,CM_002-3,2022-05-30,1653925890,11:51:30,Eastern Daylight Time (UTC-4),9.58,0.09,19.95,0.24,NA,NA,NA,1,-9999,-9999,5,2,0,4.18666666666667,MP-100598,38.7819267,-77.388447,38.7819267,-77.388447,11:00:00,12:28:00,232973,6.5,Karen,Knee,American University,knee@american.edu,"Clifton, VA",Pope's Head Creek,Clifton,Virginia,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass, Crop",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.5,7,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,"We used a meter stick (1 m long, yellow) instead of a measuring tape. When you see it in the pictures keep in mind that it is 1 m long.",https://waterdata.usgs.gov/nwis/inventory?agency_code=USGS&site_no=01657394,No,FALSE,Respiration removed because the other 2 reps were measured and this was originally theoretical. +CM_003,CM_003-1,2022-05-02,1651534710,19:38:30,Eastern Daylight Time (UTC-4),9.58,0.06,14.93,0.12,-1.86,-6.67,Measured_10mL,0.987,0.985,0.00143722899904612,120,8,0,9.48,MP-103805,40.1046605,-77.1803039,40.1046605,-77.1803039,18:45:00,20:17:00,379974,6.5,Jorden,Hayes,Dickinson College,hayesjo@dickinson.edu,NA,Mountain Creek,Mount Holly Springs,Pennsylvania,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.4,24,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,"Sampling location is downstream from a former hydro-dam and large deposit of legacy sediments (Walter and Merritts, 2008). Samples were packed on 5/3/2022 at 11:25 EDT. Photographs have been reduced to accommodate upload limits. Please contact me for higher resolution images if needed.",https://waterdata.usgs.gov/monitoring-location/01571184/,NA,FALSE,NA +CM_003,CM_003-2,2022-05-02,1651534710,19:38:30,Eastern Daylight Time (UTC-4),9.58,0.06,14.93,0.12,-2.29,-8.08,Measured_10mL,0.997,0.996,0.001180142131736,55,5,1,8.84,MP-103805,40.1046605,-77.1803039,40.1046605,-77.1803039,18:45:00,20:17:00,379974,6.5,Jorden,Hayes,Dickinson College,hayesjo@dickinson.edu,NA,Mountain Creek,Mount Holly Springs,Pennsylvania,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.4,24,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,"Sampling location is downstream from a former hydro-dam and large deposit of legacy sediments (Walter and Merritts, 2008). Samples were packed on 5/3/2022 at 11:25 EDT. Photographs have been reduced to accommodate upload limits. Please contact me for higher resolution images if needed.",https://waterdata.usgs.gov/monitoring-location/01571184/,NA,FALSE,NA +CM_003,CM_003-3,2022-05-02,1651534710,19:38:30,Eastern Daylight Time (UTC-4),9.58,0.06,14.93,0.12,-2.73,-9.91,Measured_10mL,0.978,0.972,0.00344490759821605,85,6,1,NA,MP-103805,40.1046605,-77.1803039,40.1046605,-77.1803039,18:45:00,20:17:00,379974,6.5,Jorden,Hayes,Dickinson College,hayesjo@dickinson.edu,NA,Mountain Creek,Mount Holly Springs,Pennsylvania,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.4,24,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,"Sampling location is downstream from a former hydro-dam and large deposit of legacy sediments (Walter and Merritts, 2008). Samples were packed on 5/3/2022 at 11:25 EDT. Photographs have been reduced to accommodate upload limits. Please contact me for higher resolution images if needed.",https://waterdata.usgs.gov/monitoring-location/01571184/,NA,FALSE,NA +CM_004,CM_004-1,2022-05-24,1653403290,10:41:30,Eastern Daylight Time (UTC-4),11.49,0.07,14.89,0.19,-2,-7.22,Measured_10mL,0.949,0.938,0.00346865239979695,89,7,0,8.48333333333333,MP-100166,42.72306,-73.19778,42.72306,-73.19778,09:57:00,11:11:00,449867,6.5,Jose,Constantine,Williams College,jac9@williams.edu,NA,Hoosic River,Williamstown,Massachusetts,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14,37,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,"Wrote the sensor number on the metadata sheet before taking the photo, but the sheet is in the box that will arrive with the samples",River width of 33.5 m; 50 ml RNAlater had leaked,https://waterdata.usgs.gov/nwis/uv?site_no=01332500,No,FALSE,NA +CM_004,CM_004-2,2022-05-24,1653403290,10:41:30,Eastern Daylight Time (UTC-4),11.49,0.07,14.89,0.19,-4.96,-17.87,Measured_10mL,0.965,0.954,0.00902479199255105,30,5,0,7.96333333333333,MP-100166,42.72306,-73.19778,42.72306,-73.19778,09:57:00,11:11:00,449867,6.5,Jose,Constantine,Williams College,jac9@williams.edu,NA,Hoosic River,Williamstown,Massachusetts,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14,37,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,"Wrote the sensor number on the metadata sheet before taking the photo, but the sheet is in the box that will arrive with the samples",River width of 33.5 m; 50 ml RNAlater had leaked,https://waterdata.usgs.gov/nwis/uv?site_no=01332500,No,FALSE,NA +CM_004,CM_004-3,2022-05-24,1653403290,10:41:30,Eastern Daylight Time (UTC-4),11.49,0.07,14.89,0.19,-2.73,-9.84,Measured_10mL,0.941,0.926,0.00570720593197548,61,6,0,8.08666666666667,MP-100166,42.72306,-73.19778,42.72306,-73.19778,09:57:00,11:11:00,449867,6.5,Jose,Constantine,Williams College,jac9@williams.edu,NA,Hoosic River,Williamstown,Massachusetts,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14,37,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,"Wrote the sensor number on the metadata sheet before taking the photo, but the sheet is in the box that will arrive with the samples",River width of 33.5 m; 50 ml RNAlater had leaked,https://waterdata.usgs.gov/nwis/uv?site_no=01332500,No,FALSE,NA CM_005,CM_005-1,2022-11-07,1667859420,14:17:00,Pacific Standard Time (UTC-8),11.39,0.01,5.31,0.02,-0.34,-1.16,Measured_10mL,0.986,0.984,2.6937219047524e-4,120,8,0,8.89,MP-102695,48.81862,-122.58061,48.81862,-122.58061,13:31:00,14:48:00,164227,6.3,Kaatje,Kraft,Whatcom Community College,kkraft@whatcom.edu,"Slater Rd, #2529",Nooksack River,Bellingham,Washington,USA,Overcast,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,16,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,"people were fishing nearby with motor boats during our testing time, sampling was done by undergraduates (non-majors) along with faculty and staff. Temperature of water according to nearby USGS gaging station was 41.36 degrees F",https://waterdata.usgs.gov/monitoring-location/12213100/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_005,CM_005-2,2022-11-07,1667859420,14:17:00,Pacific Standard Time (UTC-8),11.39,0.01,5.31,0.02,-0.5,-1.8,Measured_10mL,0.949,0.936,9.685161375647e-4,60,6,2,8.96,MP-102695,48.81862,-122.58061,48.81862,-122.58061,13:31:00,14:48:00,164227,6.3,Kaatje,Kraft,Whatcom Community College,kkraft@whatcom.edu,"Slater Rd, #2529",Nooksack River,Bellingham,Washington,USA,Overcast,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,16,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,"people were fishing nearby with motor boats during our testing time, sampling was done by undergraduates (non-majors) along with faculty and staff. Temperature of water according to nearby USGS gaging station was 41.36 degrees F",https://waterdata.usgs.gov/monitoring-location/12213100/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_005,CM_005-3,2022-11-07,1667859420,14:17:00,Pacific Standard Time (UTC-8),11.39,0.01,5.31,0.02,-0.71,-2.56,Measured_10mL,0.973,0.964,0.00114654162799794,30,5,3,9.08666666666667,MP-102695,48.81862,-122.58061,48.81862,-122.58061,13:31:00,14:48:00,164227,6.3,Kaatje,Kraft,Whatcom Community College,kkraft@whatcom.edu,"Slater Rd, #2529",Nooksack River,Bellingham,Washington,USA,Overcast,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,16,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,"people were fishing nearby with motor boats during our testing time, sampling was done by undergraduates (non-majors) along with faculty and staff. Temperature of water according to nearby USGS gaging station was 41.36 degrees F",https://waterdata.usgs.gov/monitoring-location/12213100/#parameterCode=00065&period=P7D,NA,FALSE,NA -CM_006,CM_006-1,2022-05-15,1652647050,12:37:30,Pacific Standard Time (UTC-8),7.75,0.14,17.8,1.71,-954.4,-3657.26,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.546666666666667,SP-23,38.9745676,-119.8217832,38.9745676,-119.8217832,12:00:00,13:02:00,441037,7.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,N/A,West Fork Carson River,N/A,Nevada,USA,"Sunny, 77 F",Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),-9999,32,Inside bend of stream,No coverage,Partial coverage,Partial coverage,More than 10 cm in some places,N/A,"No deviations from the protocol - however, i forgot a tape measure for the photographs, sorry!",N/A,No,FALSE,NA -CM_006,CM_006-2,2022-05-15,1652647050,12:37:30,Pacific Standard Time (UTC-8),7.75,0.14,17.8,1.71,-585.2,-2199.18,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,3.62333333333333,SP-23,38.9745676,-119.8217832,38.9745676,-119.8217832,12:00:00,13:02:00,441037,7.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,N/A,West Fork Carson River,N/A,Nevada,USA,"Sunny, 77 F",Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),-9999,32,Inside bend of stream,No coverage,Partial coverage,Partial coverage,More than 10 cm in some places,N/A,"No deviations from the protocol - however, i forgot a tape measure for the photographs, sorry!",N/A,No,FALSE,NA -CM_006,CM_006-3,2022-05-15,1652647050,12:37:30,Pacific Standard Time (UTC-8),7.75,0.14,17.8,1.71,-588.8,-2196.81,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,3.59333333333333,SP-23,38.9745676,-119.8217832,38.9745676,-119.8217832,12:00:00,13:02:00,441037,7.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,N/A,West Fork Carson River,N/A,Nevada,USA,"Sunny, 77 F",Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),-9999,32,Inside bend of stream,No coverage,Partial coverage,Partial coverage,More than 10 cm in some places,N/A,"No deviations from the protocol - however, i forgot a tape measure for the photographs, sorry!",N/A,No,FALSE,NA -CM_007,CM_007-1,2022-05-15,1652666790,18:06:30,Pacific Standard Time (UTC-8),10.71,0.11,13.15,0.47,-0.58,-2.13,Measured_10mL,0.98,0.977,6.1292695224908e-4,85,7,1,8.89,MP-103531,39.007299,-121.580361,39.007299,-121.580361,17:40:00,18:18:00,008813,6.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,N/A,Bear/Feather River,Yuba City,California,USA,"Sunny, ~90F",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,-9999,34.3,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,N/A,Sensor deployment lasted less than an hour due to very aggressive mosquitos! Hope it is long enough to generate a reading.,https://water.weather.gov/ahps2/hydrograph.php?gage=yubc1&wfo=sto,No,FALSE,NA -CM_007,CM_007-2,2022-05-15,1652666790,18:06:30,Pacific Standard Time (UTC-8),10.71,0.11,13.15,0.47,-0.48,-1.78,Measured_10mL,0.979,0.974,5.8487274219908e-4,75,6,1,8.40333333333333,MP-103531,39.007299,-121.580361,39.007299,-121.580361,17:40:00,18:18:00,008813,6.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,N/A,Bear/Feather River,Yuba City,California,USA,"Sunny, ~90F",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,-9999,34.3,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,N/A,Sensor deployment lasted less than an hour due to very aggressive mosquitos! Hope it is long enough to generate a reading.,https://water.weather.gov/ahps2/hydrograph.php?gage=yubc1&wfo=sto,No,FALSE,NA -CM_007,CM_007-3,2022-05-15,1652666790,18:06:30,Pacific Standard Time (UTC-8),10.71,0.11,13.15,0.47,-1.88,-6.94,Measured_10mL,0.973,0.96,0.00368428931846983,16,4,3,8.91666666666667,MP-103531,39.007299,-121.580361,39.007299,-121.580361,17:40:00,18:18:00,008813,6.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,N/A,Bear/Feather River,Yuba City,California,USA,"Sunny, ~90F",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,-9999,34.3,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,N/A,Sensor deployment lasted less than an hour due to very aggressive mosquitos! Hope it is long enough to generate a reading.,https://water.weather.gov/ahps2/hydrograph.php?gage=yubc1&wfo=sto,No,FALSE,NA -CM_008,CM_008-1,2022-06-17,1655490000,11:20:00,Pacific Daylight Time (UTC-7),19.48,0.27,29.98,0.39,-718,-2719.07,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,2.51666666666667,MP-103357,33.94849,-117.611779,33.94862,-117.61174,10:45:00,11:40:00,755115,9.5,James,Guilinger,"University of California, Irvine",jguiling@uci.edu,Cucamonga Creek,Cucamonga Creek,Chino,California,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,6.5,Shallow waters near the shore,No coverage,No coverage,Full coverage,1-3 cm as described in the protocol,"river stage/flow is visibly higher than initial visit. Visible white bubbles on surface flow. Weather is similar to the initial visit (80s and sunny, light wind).","Sediment substrate surface very rich in dark green algae, with sandy textured material below algal/organic rich layer. Reach where sampling took place is effectively a partially natural flood conveyance channel: shallow sediment overlying concrete, pervasive rubbly material (cobble to boulder sized) placed across stream (see photos). Stream banks are natural sediment (as in CM_008-exposed photo) but inset within a large levee made of rip-rap and concrete. Upstream of site (~800m at Hellman Rd crossing), the stream is a flood conveyance channel lined 100% with concrete. Additionally, looks like some flow is siphoned off immediately upstream of sampling site (just below Hellman Rd crossing) to Mill Creek Wetlands as a form of stormwater/irrigation runoff treatment.","https://waterdata.usgs.gov/nwis/uv?site_no=11073495 [USGS gauge located a few kilometers upstream of site, but likely representative]",N/A,FALSE,NA -CM_008,CM_008-2,2022-06-17,1655490000,11:20:00,Pacific Daylight Time (UTC-7),19.48,0.27,29.98,0.39,-963.2,-3664.98,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.473333333333333,MP-103357,33.94849,-117.611779,33.94862,-117.61174,10:45:00,11:40:00,755115,9.5,James,Guilinger,"University of California, Irvine",jguiling@uci.edu,Cucamonga Creek,Cucamonga Creek,Chino,California,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,6.5,Shallow waters near the shore,No coverage,No coverage,Full coverage,1-3 cm as described in the protocol,"river stage/flow is visibly higher than initial visit. Visible white bubbles on surface flow. Weather is similar to the initial visit (80s and sunny, light wind).","Sediment substrate surface very rich in dark green algae, with sandy textured material below algal/organic rich layer. Reach where sampling took place is effectively a partially natural flood conveyance channel: shallow sediment overlying concrete, pervasive rubbly material (cobble to boulder sized) placed across stream (see photos). Stream banks are natural sediment (as in CM_008-exposed photo) but inset within a large levee made of rip-rap and concrete. Upstream of site (~800m at Hellman Rd crossing), the stream is a flood conveyance channel lined 100% with concrete. Additionally, looks like some flow is siphoned off immediately upstream of sampling site (just below Hellman Rd crossing) to Mill Creek Wetlands as a form of stormwater/irrigation runoff treatment.","https://waterdata.usgs.gov/nwis/uv?site_no=11073495 [USGS gauge located a few kilometers upstream of site, but likely representative]",N/A,FALSE,NA -CM_008,CM_008-3,2022-06-17,1655490000,11:20:00,Pacific Daylight Time (UTC-7),19.48,0.27,29.98,0.39,-711.6,-2756.74,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,2.57,MP-103357,33.94849,-117.611779,33.94862,-117.61174,10:45:00,11:40:00,755115,9.5,James,Guilinger,"University of California, Irvine",jguiling@uci.edu,Cucamonga Creek,Cucamonga Creek,Chino,California,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,6.5,Shallow waters near the shore,No coverage,No coverage,Full coverage,1-3 cm as described in the protocol,"river stage/flow is visibly higher than initial visit. Visible white bubbles on surface flow. Weather is similar to the initial visit (80s and sunny, light wind).","Sediment substrate surface very rich in dark green algae, with sandy textured material below algal/organic rich layer. Reach where sampling took place is effectively a partially natural flood conveyance channel: shallow sediment overlying concrete, pervasive rubbly material (cobble to boulder sized) placed across stream (see photos). Stream banks are natural sediment (as in CM_008-exposed photo) but inset within a large levee made of rip-rap and concrete. Upstream of site (~800m at Hellman Rd crossing), the stream is a flood conveyance channel lined 100% with concrete. Additionally, looks like some flow is siphoned off immediately upstream of sampling site (just below Hellman Rd crossing) to Mill Creek Wetlands as a form of stormwater/irrigation runoff treatment.","https://waterdata.usgs.gov/nwis/uv?site_no=11073495 [USGS gauge located a few kilometers upstream of site, but likely representative]",N/A,FALSE,NA +CM_006,CM_006-1,2022-05-15,1652647050,12:37:30,Pacific Standard Time (UTC-8),7.75,0.14,17.8,1.71,-954.4,-3657.26,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.546666666666667,SP-23,38.9745676,-119.8217832,38.9745676,-119.8217832,12:00:00,13:02:00,441037,7.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,NA,West Fork Carson River,NA,Nevada,USA,"Sunny, 77 F",Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,32,Inside bend of stream,No coverage,Partial coverage,Partial coverage,More than 10 cm in some places,NA,"No deviations from the protocol - however, i forgot a tape measure for the photographs, sorry!",NA,No,FALSE,NA +CM_006,CM_006-2,2022-05-15,1652647050,12:37:30,Pacific Standard Time (UTC-8),7.75,0.14,17.8,1.71,-585.2,-2199.18,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,3.62333333333333,SP-23,38.9745676,-119.8217832,38.9745676,-119.8217832,12:00:00,13:02:00,441037,7.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,NA,West Fork Carson River,NA,Nevada,USA,"Sunny, 77 F",Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,32,Inside bend of stream,No coverage,Partial coverage,Partial coverage,More than 10 cm in some places,NA,"No deviations from the protocol - however, i forgot a tape measure for the photographs, sorry!",NA,No,FALSE,NA +CM_006,CM_006-3,2022-05-15,1652647050,12:37:30,Pacific Standard Time (UTC-8),7.75,0.14,17.8,1.71,-588.8,-2196.81,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,3.59333333333333,SP-23,38.9745676,-119.8217832,38.9745676,-119.8217832,12:00:00,13:02:00,441037,7.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,NA,West Fork Carson River,NA,Nevada,USA,"Sunny, 77 F",Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,32,Inside bend of stream,No coverage,Partial coverage,Partial coverage,More than 10 cm in some places,NA,"No deviations from the protocol - however, i forgot a tape measure for the photographs, sorry!",NA,No,FALSE,NA +CM_007,CM_007-1,2022-05-15,1652666790,18:06:30,Pacific Standard Time (UTC-8),10.71,0.11,13.15,0.47,-0.58,-2.13,Measured_10mL,0.98,0.977,6.1292695224908e-4,85,7,1,8.89,MP-103531,39.007299,-121.580361,39.007299,-121.580361,17:40:00,18:18:00,008813,6.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,NA,Bear/Feather River,Yuba City,California,USA,"Sunny, ~90F",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,NA,34.3,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,NA,Sensor deployment lasted less than an hour due to very aggressive mosquitos! Hope it is long enough to generate a reading.,https://water.weather.gov/ahps2/hydrograph.php?gage=yubc1&wfo=sto,No,FALSE,NA +CM_007,CM_007-2,2022-05-15,1652666790,18:06:30,Pacific Standard Time (UTC-8),10.71,0.11,13.15,0.47,-0.48,-1.78,Measured_10mL,0.979,0.974,5.8487274219908e-4,75,6,1,8.40333333333333,MP-103531,39.007299,-121.580361,39.007299,-121.580361,17:40:00,18:18:00,008813,6.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,NA,Bear/Feather River,Yuba City,California,USA,"Sunny, ~90F",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,NA,34.3,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,NA,Sensor deployment lasted less than an hour due to very aggressive mosquitos! Hope it is long enough to generate a reading.,https://water.weather.gov/ahps2/hydrograph.php?gage=yubc1&wfo=sto,No,FALSE,NA +CM_007,CM_007-3,2022-05-15,1652666790,18:06:30,Pacific Standard Time (UTC-8),10.71,0.11,13.15,0.47,-1.88,-6.94,Measured_10mL,0.973,0.96,0.00368428931846983,16,4,3,8.91666666666667,MP-103531,39.007299,-121.580361,39.007299,-121.580361,17:40:00,18:18:00,008813,6.5,Nick,Bouskill,LBNL,njbouskill@lbl.gov,NA,Bear/Feather River,Yuba City,California,USA,"Sunny, ~90F",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,NA,34.3,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,NA,Sensor deployment lasted less than an hour due to very aggressive mosquitos! Hope it is long enough to generate a reading.,https://water.weather.gov/ahps2/hydrograph.php?gage=yubc1&wfo=sto,No,FALSE,NA +CM_008,CM_008-1,2022-06-17,1655490000,11:20:00,Pacific Daylight Time (UTC-7),19.48,0.27,29.98,0.39,-718,-2719.07,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,2.51666666666667,MP-103357,33.94849,-117.611779,33.94862,-117.61174,10:45:00,11:40:00,755115,9.5,James,Guilinger,"University of California, Irvine",jguiling@uci.edu,Cucamonga Creek,Cucamonga Creek,Chino,California,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,6.5,Shallow waters near the shore,No coverage,No coverage,Full coverage,1-3 cm as described in the protocol,"river stage/flow is visibly higher than initial visit. Visible white bubbles on surface flow. Weather is similar to the initial visit (80s and sunny, light wind).","Sediment substrate surface very rich in dark green algae, with sandy textured material below algal/organic rich layer. Reach where sampling took place is effectively a partially natural flood conveyance channel: shallow sediment overlying concrete, pervasive rubbly material (cobble to boulder sized) placed across stream (see photos). Stream banks are natural sediment (as in CM_008-exposed photo) but inset within a large levee made of rip-rap and concrete. Upstream of site (~800m at Hellman Rd crossing), the stream is a flood conveyance channel lined 100% with concrete. Additionally, looks like some flow is siphoned off immediately upstream of sampling site (just below Hellman Rd crossing) to Mill Creek Wetlands as a form of stormwater/irrigation runoff treatment.","https://waterdata.usgs.gov/nwis/uv?site_no=11073495 [USGS gauge located a few kilometers upstream of site, but likely representative]",NA,FALSE,NA +CM_008,CM_008-2,2022-06-17,1655490000,11:20:00,Pacific Daylight Time (UTC-7),19.48,0.27,29.98,0.39,-963.2,-3664.98,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.473333333333333,MP-103357,33.94849,-117.611779,33.94862,-117.61174,10:45:00,11:40:00,755115,9.5,James,Guilinger,"University of California, Irvine",jguiling@uci.edu,Cucamonga Creek,Cucamonga Creek,Chino,California,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,6.5,Shallow waters near the shore,No coverage,No coverage,Full coverage,1-3 cm as described in the protocol,"river stage/flow is visibly higher than initial visit. Visible white bubbles on surface flow. Weather is similar to the initial visit (80s and sunny, light wind).","Sediment substrate surface very rich in dark green algae, with sandy textured material below algal/organic rich layer. Reach where sampling took place is effectively a partially natural flood conveyance channel: shallow sediment overlying concrete, pervasive rubbly material (cobble to boulder sized) placed across stream (see photos). Stream banks are natural sediment (as in CM_008-exposed photo) but inset within a large levee made of rip-rap and concrete. Upstream of site (~800m at Hellman Rd crossing), the stream is a flood conveyance channel lined 100% with concrete. Additionally, looks like some flow is siphoned off immediately upstream of sampling site (just below Hellman Rd crossing) to Mill Creek Wetlands as a form of stormwater/irrigation runoff treatment.","https://waterdata.usgs.gov/nwis/uv?site_no=11073495 [USGS gauge located a few kilometers upstream of site, but likely representative]",NA,FALSE,NA +CM_008,CM_008-3,2022-06-17,1655490000,11:20:00,Pacific Daylight Time (UTC-7),19.48,0.27,29.98,0.39,-711.6,-2756.74,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,2.57,MP-103357,33.94849,-117.611779,33.94862,-117.61174,10:45:00,11:40:00,755115,9.5,James,Guilinger,"University of California, Irvine",jguiling@uci.edu,Cucamonga Creek,Cucamonga Creek,Chino,California,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,6.5,Shallow waters near the shore,No coverage,No coverage,Full coverage,1-3 cm as described in the protocol,"river stage/flow is visibly higher than initial visit. Visible white bubbles on surface flow. Weather is similar to the initial visit (80s and sunny, light wind).","Sediment substrate surface very rich in dark green algae, with sandy textured material below algal/organic rich layer. Reach where sampling took place is effectively a partially natural flood conveyance channel: shallow sediment overlying concrete, pervasive rubbly material (cobble to boulder sized) placed across stream (see photos). Stream banks are natural sediment (as in CM_008-exposed photo) but inset within a large levee made of rip-rap and concrete. Upstream of site (~800m at Hellman Rd crossing), the stream is a flood conveyance channel lined 100% with concrete. Additionally, looks like some flow is siphoned off immediately upstream of sampling site (just below Hellman Rd crossing) to Mill Creek Wetlands as a form of stormwater/irrigation runoff treatment.","https://waterdata.usgs.gov/nwis/uv?site_no=11073495 [USGS gauge located a few kilometers upstream of site, but likely representative]",NA,FALSE,NA CM_009,CM_009-1,2023-04-16,1681666320,09:32:00,Pacific Standard Time (UTC-8),9.51,0.16,16.62,0.74,-4.71,-16.93,Measured_10mL,0.988,0.984,0.00501456155260239,30,5,2,8.94333333333333,MP-102600,37.7323106,-121.10824,37.7323106,-121.10824,08:55:00,09:54:00,085398,6.25,Nick,Bouskill,LBNL,njbouskill@lbl.gov,NA,Stanislaus River,Ripon,California,USA,"Sunny, 55 F",Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,12.4,12,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,NA,https://waterdata.usgs.gov/monitoring-location/11303000/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_009,CM_009-2,2023-04-16,1681666320,09:32:00,Pacific Standard Time (UTC-8),9.51,0.16,16.62,0.74,-4.27,-15.64,Measured_10mL,0.992,0.989,0.00378060144324353,30,5,2,8.53333333333333,MP-102600,37.7323106,-121.10824,37.7323106,-121.10824,08:55:00,09:54:00,085398,6.25,Nick,Bouskill,LBNL,njbouskill@lbl.gov,NA,Stanislaus River,Ripon,California,USA,"Sunny, 55 F",Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,12.4,12,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,NA,https://waterdata.usgs.gov/monitoring-location/11303000/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_009,CM_009-3,2023-04-16,1681666320,09:32:00,Pacific Standard Time (UTC-8),9.51,0.16,16.62,0.74,-3.69,-13.12,Measured_10mL,0.994,0.992,0.00239794470975513,60,6,0,8.27666666666667,MP-102600,37.7323106,-121.10824,37.7323106,-121.10824,08:55:00,09:54:00,085398,6.25,Nick,Bouskill,LBNL,njbouskill@lbl.gov,NA,Stanislaus River,Ripon,California,USA,"Sunny, 55 F",Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,12.4,12,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,NA,https://waterdata.usgs.gov/monitoring-location/11303000/#parameterCode=00065&period=P7D,NA,FALSE,NA -CM_010,CM_010-1,2022-06-06,1654533720,11:42:00,Eastern Standard Time (UTC-5),6.56,0.08,25.62,0.11,-1.79,-6.64,Measured_10mL,0.992,0.991,0.00116144430240077,90,7,1,9.01333333333333,MP-100670,33.666607,-79.8466751,33.666607,-79.8466751,10:54:00,12:15:00,164227,6.5,Carl,Trettin,USDA Forest Service,carl.c.trettin@usda.gov,N/A,Black River,Kingstree,South Carolina,USA,"Sunny, Few clouds",Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,25.3,40,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,Sensor sitting 10 cm above bottom of stream on rock with second rock holding in place; coordinates of sensor from Google Maps,"“Black River” drains coastal plain; high DOC, sandy sediments, no coarse fragments, algae visible in sediments, no aquatic vegetation, bottomland hardwoods in floodplain",https://water.weather.gov/ahps2/hydrograph.php?gage=kins1&wfo=ilm,Yes,FALSE,NA -CM_010,CM_010-2,2022-06-06,1654533720,11:42:00,Eastern Standard Time (UTC-5),6.56,0.08,25.62,0.11,-1.11,-4.16,Measured_10mL,0.999,0.998,2.82965634323e-4,120,8,0,8.77333333333333,MP-100670,33.666607,-79.8466751,33.666607,-79.8466751,10:54:00,12:15:00,164227,6.5,Carl,Trettin,USDA Forest Service,carl.c.trettin@usda.gov,N/A,Black River,Kingstree,South Carolina,USA,"Sunny, Few clouds",Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,25.3,40,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,Sensor sitting 10 cm above bottom of stream on rock with second rock holding in place; coordinates of sensor from Google Maps,"“Black River” drains coastal plain; high DOC, sandy sediments, no coarse fragments, algae visible in sediments, no aquatic vegetation, bottomland hardwoods in floodplain",https://water.weather.gov/ahps2/hydrograph.php?gage=kins1&wfo=ilm,Yes,FALSE,NA -CM_010,CM_010-3,2022-06-06,1654533720,11:42:00,Eastern Standard Time (UTC-5),6.56,0.08,25.62,0.11,-1.53,-5.69,Measured_10mL,0.993,0.992,9.4213047883192e-4,120,7,0,8.81333333333333,MP-100670,33.666607,-79.8466751,33.666607,-79.8466751,10:54:00,12:15:00,164227,6.5,Carl,Trettin,USDA Forest Service,carl.c.trettin@usda.gov,N/A,Black River,Kingstree,South Carolina,USA,"Sunny, Few clouds",Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,25.3,40,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,Sensor sitting 10 cm above bottom of stream on rock with second rock holding in place; coordinates of sensor from Google Maps,"“Black River” drains coastal plain; high DOC, sandy sediments, no coarse fragments, algae visible in sediments, no aquatic vegetation, bottomland hardwoods in floodplain",https://water.weather.gov/ahps2/hydrograph.php?gage=kins1&wfo=ilm,Yes,FALSE,NA +CM_010,CM_010-1,2022-06-06,1654533720,11:42:00,Eastern Standard Time (UTC-5),6.56,0.08,25.62,0.11,-1.79,-6.64,Measured_10mL,0.992,0.991,0.00116144430240077,90,7,1,9.01333333333333,MP-100670,33.666607,-79.8466751,33.666607,-79.8466751,10:54:00,12:15:00,164227,6.5,Carl,Trettin,USDA Forest Service,carl.c.trettin@usda.gov,NA,Black River,Kingstree,South Carolina,USA,"Sunny, Few clouds",Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,25.3,40,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,Sensor sitting 10 cm above bottom of stream on rock with second rock holding in place; coordinates of sensor from Google Maps,"“Black River” drains coastal plain; high DOC, sandy sediments, no coarse fragments, algae visible in sediments, no aquatic vegetation, bottomland hardwoods in floodplain",https://water.weather.gov/ahps2/hydrograph.php?gage=kins1&wfo=ilm,Yes,FALSE,NA +CM_010,CM_010-2,2022-06-06,1654533720,11:42:00,Eastern Standard Time (UTC-5),6.56,0.08,25.62,0.11,-1.11,-4.16,Measured_10mL,0.999,0.998,2.82965634323e-4,120,8,0,8.77333333333333,MP-100670,33.666607,-79.8466751,33.666607,-79.8466751,10:54:00,12:15:00,164227,6.5,Carl,Trettin,USDA Forest Service,carl.c.trettin@usda.gov,NA,Black River,Kingstree,South Carolina,USA,"Sunny, Few clouds",Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,25.3,40,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,Sensor sitting 10 cm above bottom of stream on rock with second rock holding in place; coordinates of sensor from Google Maps,"“Black River” drains coastal plain; high DOC, sandy sediments, no coarse fragments, algae visible in sediments, no aquatic vegetation, bottomland hardwoods in floodplain",https://water.weather.gov/ahps2/hydrograph.php?gage=kins1&wfo=ilm,Yes,FALSE,NA +CM_010,CM_010-3,2022-06-06,1654533720,11:42:00,Eastern Standard Time (UTC-5),6.56,0.08,25.62,0.11,-1.53,-5.69,Measured_10mL,0.993,0.992,9.4213047883192e-4,120,7,0,8.81333333333333,MP-100670,33.666607,-79.8466751,33.666607,-79.8466751,10:54:00,12:15:00,164227,6.5,Carl,Trettin,USDA Forest Service,carl.c.trettin@usda.gov,NA,Black River,Kingstree,South Carolina,USA,"Sunny, Few clouds",Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,25.3,40,Inside bend of stream,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,Sensor sitting 10 cm above bottom of stream on rock with second rock holding in place; coordinates of sensor from Google Maps,"“Black River” drains coastal plain; high DOC, sandy sediments, no coarse fragments, algae visible in sediments, no aquatic vegetation, bottomland hardwoods in floodplain",https://water.weather.gov/ahps2/hydrograph.php?gage=kins1&wfo=ilm,Yes,FALSE,NA CM_011,CM_011-1,2022-08-21,1661117040,17:24:00,Eastern Daylight Time (UTC-4),8.76,0.06,24.95,0.02,-25.72,-93.9,Measured_10mL,1,-9999,-9999,5,2,0,5.23,MP-100201,42.505483,-73.506215,42.505483,-73.506215,16:45:00,17:48:00,755115,6.5,Kevin,Ryan,USGS,karyan@usgs.gov,NA,Kinderhook Creek,East Nassau,New York,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Bedrock (primarily),NA,40,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,sampled at Kinderhook Creek Fishing Access,NA,NA,FALSE,NA CM_011,CM_011-2,2022-08-21,1661117040,17:24:00,Eastern Daylight Time (UTC-4),8.76,0.06,24.95,0.02,-22.08,-82.29,Measured_10mL,1,-9999,-9999,5,2,0,5.15,MP-100201,42.505483,-73.506215,42.505483,-73.506215,16:45:00,17:48:00,755115,6.5,Kevin,Ryan,USGS,karyan@usgs.gov,NA,Kinderhook Creek,East Nassau,New York,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Bedrock (primarily),NA,40,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,sampled at Kinderhook Creek Fishing Access,NA,NA,FALSE,NA CM_011,CM_011-3,2022-08-21,1661117040,17:24:00,Eastern Daylight Time (UTC-4),8.76,0.06,24.95,0.02,-28.15,-105.08,Measured_10mL,1,-9999,-9999,4,2,0,5.48,MP-100201,42.505483,-73.506215,42.505483,-73.506215,16:45:00,17:48:00,755115,6.5,Kevin,Ryan,USGS,karyan@usgs.gov,NA,Kinderhook Creek,East Nassau,New York,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Bedrock (primarily),NA,40,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,sampled at Kinderhook Creek Fishing Access,NA,NA,FALSE,NA CM_012,CM_012-1,2022-08-21,1661105340,14:09:00,Eastern Daylight Time (UTC-4),10.4,0.03,22.49,0.25,-10.65,-38.69,Measured_10mL,0.977,0.966,0.0192513203010425,15,4,0,7.63333333333333,MP-100167,42.763802,-73.33724,42.763802,-73.33724,13:20:00,14:40:00,738321,6.5,Kevin,Ryan,USGS,karyan@usgs.gov,NA,Little Hoosic River,Petersburgh,New York,USA,"Sunny, Partly cloudy",Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),NA,12,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,NA,https://waterdata.usgs.gov/nwis/inventory?agency_code=USGS&site_no=01333500,NA,FALSE,NA CM_012,CM_012-2,2022-08-21,1661105340,14:09:00,Eastern Daylight Time (UTC-4),10.4,0.03,22.49,0.25,-9.33,-33.77,Measured_10mL,0.984,0.976,0.0139565194166672,16,4,1,7.7,MP-100167,42.763802,-73.33724,42.763802,-73.33724,13:20:00,14:40:00,738321,6.5,Kevin,Ryan,USGS,karyan@usgs.gov,NA,Little Hoosic River,Petersburgh,New York,USA,"Sunny, Partly cloudy",Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),NA,12,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,NA,https://waterdata.usgs.gov/nwis/inventory?agency_code=USGS&site_no=01333500,NA,FALSE,NA CM_012,CM_012-3,2022-08-21,1661105340,14:09:00,Eastern Daylight Time (UTC-4),10.4,0.03,22.49,0.25,-6.99,-28.09,Measured_10mL,0.991,0.986,0.00804515036804438,15,4,1,7.88666666666667,MP-100167,42.763802,-73.33724,42.763802,-73.33724,13:20:00,14:40:00,738321,6.5,Kevin,Ryan,USGS,karyan@usgs.gov,NA,Little Hoosic River,Petersburgh,New York,USA,"Sunny, Partly cloudy",Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),NA,12,Shallow waters near the shore,Partial coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,NA,https://waterdata.usgs.gov/nwis/inventory?agency_code=USGS&site_no=01333500,NA,FALSE,NA -CM_013,CM_013-1,2022-07-11,1657551150,10:52:30,Eastern Daylight Time (UTC-4),8.83,0.05,24.56,0.31,-10.66,-38.07,Measured_10mL,1,1,0.00101653292695769,15,4,1,7.89666666666667,SP-1,41.309341,-83.1577589,41.309341,-83.1577589,10:06:00,11:24:00,784311,7,Laura,Johnson,Heidelberg University,ljohnson@heidelberg.edu,Tindall Bridge,Sandusky River,Ballville,Ohio,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),24.7,21.25,Shallow waters near the shore,No coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,N/A,"Water was slightly turbid (65.3 NTU), our ProDSS measured 109.7 % sat and 9.10 mg/L DO at start of minidot deployment. Specific Conductivity was 412.2 uS/cm. The filtered water bottle had ~100mL of unfiltered water in it, we went through all the filters. The sieving was taking too long, so we started to pick out the large bits by hand (mostly snail shells). Not all the photos fit, here's a link for more: https://www.dropbox.com/sh/386901lt9ci5plt/AAD9jwSM-Lycc65zSz11YRLAa?dl=0. We have 47 years of data from this location- nutrients and TSS. There's a sonde deployed as well, if you need any diel DO or other details.",https://waterdata.usgs.gov/nwis/uv?04198000,N/A,FALSE,NA -CM_013,CM_013-2,2022-07-11,1657551150,10:52:30,Eastern Daylight Time (UTC-4),8.83,0.05,24.56,0.31,-9.79,-35.25,Measured_10mL,0.965,0.948,0.0218101118890317,17,4,0,7.8,SP-1,41.309341,-83.1577589,41.309341,-83.1577589,10:06:00,11:24:00,784311,7,Laura,Johnson,Heidelberg University,ljohnson@heidelberg.edu,Tindall Bridge,Sandusky River,Ballville,Ohio,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),24.7,21.25,Shallow waters near the shore,No coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,N/A,"Water was slightly turbid (65.3 NTU), our ProDSS measured 109.7 % sat and 9.10 mg/L DO at start of minidot deployment. Specific Conductivity was 412.2 uS/cm. The filtered water bottle had ~100mL of unfiltered water in it, we went through all the filters. The sieving was taking too long, so we started to pick out the large bits by hand (mostly snail shells). Not all the photos fit, here's a link for more: https://www.dropbox.com/sh/386901lt9ci5plt/AAD9jwSM-Lycc65zSz11YRLAa?dl=0. We have 47 years of data from this location- nutrients and TSS. There's a sonde deployed as well, if you need any diel DO or other details.",https://waterdata.usgs.gov/nwis/uv?04198000,N/A,FALSE,NA -CM_013,CM_013-3,2022-07-11,1657551150,10:52:30,Eastern Daylight Time (UTC-4),8.83,0.05,24.56,0.31,-11.12,-39.92,Measured_10mL,0.996,0.993,0.00879065160016916,15,4,0,7.59666666666667,SP-1,41.309341,-83.1577589,41.309341,-83.1577589,10:06:00,11:24:00,784311,7,Laura,Johnson,Heidelberg University,ljohnson@heidelberg.edu,Tindall Bridge,Sandusky River,Ballville,Ohio,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),24.7,21.25,Shallow waters near the shore,No coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,N/A,"Water was slightly turbid (65.3 NTU), our ProDSS measured 109.7 % sat and 9.10 mg/L DO at start of minidot deployment. Specific Conductivity was 412.2 uS/cm. The filtered water bottle had ~100mL of unfiltered water in it, we went through all the filters. The sieving was taking too long, so we started to pick out the large bits by hand (mostly snail shells). Not all the photos fit, here's a link for more: https://www.dropbox.com/sh/386901lt9ci5plt/AAD9jwSM-Lycc65zSz11YRLAa?dl=0. We have 47 years of data from this location- nutrients and TSS. There's a sonde deployed as well, if you need any diel DO or other details.",https://waterdata.usgs.gov/nwis/uv?04198000,N/A,FALSE,NA -CM_014,CM_014-1,2022-06-13,1655136030,12:00:30,Eastern Daylight Time (UTC-4),5.24,0.09,27.92,0.25,-12.8,-46.59,Measured_10mL,1,-9999,-9999,6,2,0,7.06333333333333,MP-100656,35.3667814,-77.4402867,35.3667814,-77.4402867,11:10:00,12:36:00,449867,6.5,Marcelo,Ardon,NC State University,mlardons@ncsu.edu,N/A,Contentnea Creek,Grifton,North Carolina,USA,"Sunny, 89 degrees F",Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,94,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,Sensor was deployed at 50% of the water column using a PVC pipe.,N/A,https://waterdata.usgs.gov/nwis/uv?site_no=02091500,Yes,FALSE,NA -CM_014,CM_014-2,2022-06-13,1655136030,12:00:30,Eastern Daylight Time (UTC-4),5.24,0.09,27.92,0.25,-15.22,-56.28,Measured_10mL,0.982,0.964,0.0344485660616476,10,3,0,7.30666666666667,MP-100656,35.3667814,-77.4402867,35.3667814,-77.4402867,11:10:00,12:36:00,449867,6.5,Marcelo,Ardon,NC State University,mlardons@ncsu.edu,N/A,Contentnea Creek,Grifton,North Carolina,USA,"Sunny, 89 degrees F",Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,94,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,Sensor was deployed at 50% of the water column using a PVC pipe.,N/A,https://waterdata.usgs.gov/nwis/uv?site_no=02091500,Yes,FALSE,NA -CM_014,CM_014-3,2022-06-13,1655136030,12:00:30,Eastern Daylight Time (UTC-4),5.24,0.09,27.92,0.25,-8.81,-32.54,Measured_10mL,0.999,0.998,0.00418737557873809,11,3,0,7.28333333333333,MP-100656,35.3667814,-77.4402867,35.3667814,-77.4402867,11:10:00,12:36:00,449867,6.5,Marcelo,Ardon,NC State University,mlardons@ncsu.edu,N/A,Contentnea Creek,Grifton,North Carolina,USA,"Sunny, 89 degrees F",Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,94,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,Sensor was deployed at 50% of the water column using a PVC pipe.,N/A,https://waterdata.usgs.gov/nwis/uv?site_no=02091500,Yes,FALSE,NA -CM_015,CM_015-1,2022-06-06,1654548810,14:53:30,Mountain Daylight Time (UTC-6),7.99,0.03,11.05,0.16,-11.57,-40.73,Measured_10mL,0.991,0.981,0.0187480224775311,11,3,0,7.91666666666667,MP-103594,39.480297,-106.046835,39.480297,-106.046835,13:25:00,16:07:00,441037,6.5,Cam,Anderson,University of Massachusetts Amherst,cganderson@umass.edu,N/A,Blue River,Breckenridge,Colorado,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),10,25,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,N/A,"Dominant vegetation = willow, aspen, some fir; Blue River runs through town of Breckenridge, riverbed lined with large boulders",https://waterdata.usgs.gov/monitoring-location/09046490/#parameterCode=00065&period=P7D,N/A,FALSE,NA -CM_015,CM_015-2,2022-06-06,1654548810,14:53:30,Mountain Daylight Time (UTC-6),7.99,0.03,11.05,0.16,-9.13,-33.1,Measured_10mL,1,1,0.00215713287389536,11,3,0,7.25666666666667,MP-103594,39.480297,-106.046835,39.480297,-106.046835,13:25:00,16:07:00,441037,6.5,Cam,Anderson,University of Massachusetts Amherst,cganderson@umass.edu,N/A,Blue River,Breckenridge,Colorado,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),10,25,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,N/A,"Dominant vegetation = willow, aspen, some fir; Blue River runs through town of Breckenridge, riverbed lined with large boulders",https://waterdata.usgs.gov/monitoring-location/09046490/#parameterCode=00065&period=P7D,N/A,FALSE,NA -CM_015,CM_015-3,2022-06-06,1654548810,14:53:30,Mountain Daylight Time (UTC-6),7.99,0.03,11.05,0.16,-6.18,-22.8,Measured_10mL,0.997,0.996,0.00399209620782731,21,4,0,7.35666666666667,MP-103594,39.480297,-106.046835,39.480297,-106.046835,13:25:00,16:07:00,441037,6.5,Cam,Anderson,University of Massachusetts Amherst,cganderson@umass.edu,N/A,Blue River,Breckenridge,Colorado,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),10,25,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,N/A,"Dominant vegetation = willow, aspen, some fir; Blue River runs through town of Breckenridge, riverbed lined with large boulders",https://waterdata.usgs.gov/monitoring-location/09046490/#parameterCode=00065&period=P7D,N/A,FALSE,NA +CM_013,CM_013-1,2022-07-11,1657551150,10:52:30,Eastern Daylight Time (UTC-4),8.83,0.05,24.56,0.31,-10.66,-38.07,Measured_10mL,1,1,0.00101653292695769,15,4,1,7.89666666666667,SP-1,41.309341,-83.1577589,41.309341,-83.1577589,10:06:00,11:24:00,784311,7,Laura,Johnson,Heidelberg University,ljohnson@heidelberg.edu,Tindall Bridge,Sandusky River,Ballville,Ohio,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),24.7,21.25,Shallow waters near the shore,No coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,"Water was slightly turbid (65.3 NTU), our ProDSS measured 109.7 % sat and 9.10 mg/L DO at start of minidot deployment. Specific Conductivity was 412.2 uS/cm. The filtered water bottle had ~100mL of unfiltered water in it, we went through all the filters. The sieving was taking too long, so we started to pick out the large bits by hand (mostly snail shells). Not all the photos fit, here's a link for more: https://www.dropbox.com/sh/386901lt9ci5plt/AAD9jwSM-Lycc65zSz11YRLAa?dl=0. We have 47 years of data from this location- nutrients and TSS. There's a sonde deployed as well, if you need any diel DO or other details.",https://waterdata.usgs.gov/nwis/uv?04198000,NA,FALSE,NA +CM_013,CM_013-2,2022-07-11,1657551150,10:52:30,Eastern Daylight Time (UTC-4),8.83,0.05,24.56,0.31,-9.79,-35.25,Measured_10mL,0.965,0.948,0.0218101118890317,17,4,0,7.8,SP-1,41.309341,-83.1577589,41.309341,-83.1577589,10:06:00,11:24:00,784311,7,Laura,Johnson,Heidelberg University,ljohnson@heidelberg.edu,Tindall Bridge,Sandusky River,Ballville,Ohio,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),24.7,21.25,Shallow waters near the shore,No coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,"Water was slightly turbid (65.3 NTU), our ProDSS measured 109.7 % sat and 9.10 mg/L DO at start of minidot deployment. Specific Conductivity was 412.2 uS/cm. The filtered water bottle had ~100mL of unfiltered water in it, we went through all the filters. The sieving was taking too long, so we started to pick out the large bits by hand (mostly snail shells). Not all the photos fit, here's a link for more: https://www.dropbox.com/sh/386901lt9ci5plt/AAD9jwSM-Lycc65zSz11YRLAa?dl=0. We have 47 years of data from this location- nutrients and TSS. There's a sonde deployed as well, if you need any diel DO or other details.",https://waterdata.usgs.gov/nwis/uv?04198000,NA,FALSE,NA +CM_013,CM_013-3,2022-07-11,1657551150,10:52:30,Eastern Daylight Time (UTC-4),8.83,0.05,24.56,0.31,-11.12,-39.92,Measured_10mL,0.996,0.993,0.00879065160016916,15,4,0,7.59666666666667,SP-1,41.309341,-83.1577589,41.309341,-83.1577589,10:06:00,11:24:00,784311,7,Laura,Johnson,Heidelberg University,ljohnson@heidelberg.edu,Tindall Bridge,Sandusky River,Ballville,Ohio,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),24.7,21.25,Shallow waters near the shore,No coverage,No coverage,Partial coverage,1-3 cm as described in the protocol,NA,"Water was slightly turbid (65.3 NTU), our ProDSS measured 109.7 % sat and 9.10 mg/L DO at start of minidot deployment. Specific Conductivity was 412.2 uS/cm. The filtered water bottle had ~100mL of unfiltered water in it, we went through all the filters. The sieving was taking too long, so we started to pick out the large bits by hand (mostly snail shells). Not all the photos fit, here's a link for more: https://www.dropbox.com/sh/386901lt9ci5plt/AAD9jwSM-Lycc65zSz11YRLAa?dl=0. We have 47 years of data from this location- nutrients and TSS. There's a sonde deployed as well, if you need any diel DO or other details.",https://waterdata.usgs.gov/nwis/uv?04198000,NA,FALSE,NA +CM_014,CM_014-1,2022-06-13,1655136030,12:00:30,Eastern Daylight Time (UTC-4),5.24,0.09,27.92,0.25,-12.8,-46.59,Measured_10mL,1,-9999,-9999,6,2,0,7.06333333333333,MP-100656,35.3667814,-77.4402867,35.3667814,-77.4402867,11:10:00,12:36:00,449867,6.5,Marcelo,Ardon,NC State University,mlardons@ncsu.edu,NA,Contentnea Creek,Grifton,North Carolina,USA,"Sunny, 89 degrees F",Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,94,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,Sensor was deployed at 50% of the water column using a PVC pipe.,NA,https://waterdata.usgs.gov/nwis/uv?site_no=02091500,Yes,FALSE,NA +CM_014,CM_014-2,2022-06-13,1655136030,12:00:30,Eastern Daylight Time (UTC-4),5.24,0.09,27.92,0.25,-15.22,-56.28,Measured_10mL,0.982,0.964,0.0344485660616476,10,3,0,7.30666666666667,MP-100656,35.3667814,-77.4402867,35.3667814,-77.4402867,11:10:00,12:36:00,449867,6.5,Marcelo,Ardon,NC State University,mlardons@ncsu.edu,NA,Contentnea Creek,Grifton,North Carolina,USA,"Sunny, 89 degrees F",Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,94,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,Sensor was deployed at 50% of the water column using a PVC pipe.,NA,https://waterdata.usgs.gov/nwis/uv?site_no=02091500,Yes,FALSE,NA +CM_014,CM_014-3,2022-06-13,1655136030,12:00:30,Eastern Daylight Time (UTC-4),5.24,0.09,27.92,0.25,-8.81,-32.54,Measured_10mL,0.999,0.998,0.00418737557873809,11,3,0,7.28333333333333,MP-100656,35.3667814,-77.4402867,35.3667814,-77.4402867,11:10:00,12:36:00,449867,6.5,Marcelo,Ardon,NC State University,mlardons@ncsu.edu,NA,Contentnea Creek,Grifton,North Carolina,USA,"Sunny, 89 degrees F",Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,28,94,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,Sensor was deployed at 50% of the water column using a PVC pipe.,NA,https://waterdata.usgs.gov/nwis/uv?site_no=02091500,Yes,FALSE,NA +CM_015,CM_015-1,2022-06-06,1654548810,14:53:30,Mountain Daylight Time (UTC-6),7.99,0.03,11.05,0.16,-11.57,-40.73,Measured_10mL,0.991,0.981,0.0187480224775311,11,3,0,7.91666666666667,MP-103594,39.480297,-106.046835,39.480297,-106.046835,13:25:00,16:07:00,441037,6.5,Cam,Anderson,University of Massachusetts Amherst,cganderson@umass.edu,NA,Blue River,Breckenridge,Colorado,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),10,25,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,"Dominant vegetation = willow, aspen, some fir; Blue River runs through town of Breckenridge, riverbed lined with large boulders",https://waterdata.usgs.gov/monitoring-location/09046490/#parameterCode=00065&period=P7D,NA,FALSE,NA +CM_015,CM_015-2,2022-06-06,1654548810,14:53:30,Mountain Daylight Time (UTC-6),7.99,0.03,11.05,0.16,-9.13,-33.1,Measured_10mL,1,1,0.00215713287389536,11,3,0,7.25666666666667,MP-103594,39.480297,-106.046835,39.480297,-106.046835,13:25:00,16:07:00,441037,6.5,Cam,Anderson,University of Massachusetts Amherst,cganderson@umass.edu,NA,Blue River,Breckenridge,Colorado,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),10,25,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,"Dominant vegetation = willow, aspen, some fir; Blue River runs through town of Breckenridge, riverbed lined with large boulders",https://waterdata.usgs.gov/monitoring-location/09046490/#parameterCode=00065&period=P7D,NA,FALSE,NA +CM_015,CM_015-3,2022-06-06,1654548810,14:53:30,Mountain Daylight Time (UTC-6),7.99,0.03,11.05,0.16,-6.18,-22.8,Measured_10mL,0.997,0.996,0.00399209620782731,21,4,0,7.35666666666667,MP-103594,39.480297,-106.046835,39.480297,-106.046835,13:25:00,16:07:00,441037,6.5,Cam,Anderson,University of Massachusetts Amherst,cganderson@umass.edu,NA,Blue River,Breckenridge,Colorado,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),10,25,Shallow waters near the shore,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,"Dominant vegetation = willow, aspen, some fir; Blue River runs through town of Breckenridge, riverbed lined with large boulders",https://waterdata.usgs.gov/monitoring-location/09046490/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_016,CM_016-1,2022-07-18,1658161830,12:30:30,Eastern Daylight Time (UTC-4),11.71,0.32,26.1,0.42,-1017.6,-3860.77,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.02,MP-101527,43.409910000000004,-83.96496,43.40991,-83.96496,11:39:00,13:07:00,793747,7.2,Matt,Schrenk,Michigan State University,schrenkm@msu.edu,"Saginaw, MI",Saginaw River,Saginaw,Michigan,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),26.1,68.58,Inside bend of stream,Partial coverage,Partial coverage,Partial coverage,1-3 cm as described in the protocol,"a boat passed around 12:25, may have impacted O2 level. minor wake.","water was very murky and therefore was difficult to image directly downwards. even though depositional environment was indicated as shallow water on the metadata form, it was also on the insider bend of the river. sediment was generally very fine grained and organic rich- it was difficult, however, to push through the sieve. therefore we collected as much fine grained muds as possible (i.e. there still may be a few larger bits in there)",NA,NA,FALSE,NA CM_016,CM_016-2,2022-07-18,1658161830,12:30:30,Eastern Daylight Time (UTC-4),11.71,0.32,26.1,0.42,-910,-3462.55,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.916666666666667,MP-101527,43.409910000000004,-83.96496,43.40991,-83.96496,11:39:00,13:07:00,793747,7.2,Matt,Schrenk,Michigan State University,schrenkm@msu.edu,"Saginaw, MI",Saginaw River,Saginaw,Michigan,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),26.1,68.58,Inside bend of stream,Partial coverage,Partial coverage,Partial coverage,1-3 cm as described in the protocol,"a boat passed around 12:25, may have impacted O2 level. minor wake.","water was very murky and therefore was difficult to image directly downwards. even though depositional environment was indicated as shallow water on the metadata form, it was also on the insider bend of the river. sediment was generally very fine grained and organic rich- it was difficult, however, to push through the sieve. therefore we collected as much fine grained muds as possible (i.e. there still may be a few larger bits in there)",NA,NA,FALSE,NA CM_016,CM_016-3,2022-07-18,1658161830,12:30:30,Eastern Daylight Time (UTC-4),11.71,0.32,26.1,0.42,-1018.8,-3840.88,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.01,MP-101527,43.409910000000004,-83.96496,43.40991,-83.96496,11:39:00,13:07:00,793747,7.2,Matt,Schrenk,Michigan State University,schrenkm@msu.edu,"Saginaw, MI",Saginaw River,Saginaw,Michigan,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),26.1,68.58,Inside bend of stream,Partial coverage,Partial coverage,Partial coverage,1-3 cm as described in the protocol,"a boat passed around 12:25, may have impacted O2 level. minor wake.","water was very murky and therefore was difficult to image directly downwards. even though depositional environment was indicated as shallow water on the metadata form, it was also on the insider bend of the river. sediment was generally very fine grained and organic rich- it was difficult, however, to push through the sieve. therefore we collected as much fine grained muds as possible (i.e. there still may be a few larger bits in there)",NA,NA,FALSE,NA CM_017,CM_017-1,2022-11-14,1668453990,12:26:30,Mountain Standard Time (UTC-7),12.06,0.09,0.38,0.04,-0.68,-2.54,Measured_10mL,0.995,0.995,3.1073818086921e-4,120,8,0,8.87333333333333,MP-101915,45.597409,-110.5660089,45.597409,-110.5660089,11:06:00,13:32:00,094323,6,Ann,Burgess,ESIP,annieburgess@esipfed.org,NA,Yellowstone River,NA,Montana,USA,Overcast,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),NA,10,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"The water was likely just hovering above 0C. There were small chunks of ice floating in water. We placed the sensor on a rock anchored by another rock, but when we went to retrieve it, it had dislodge from its original spot and was resting on the river bed.",WIN-1 - one drop of water dripped off glove and potentially into the sample bottle.,https://waterdata.usgs.gov/monitoring-location/06192500/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_017,CM_017-2,2022-11-14,1668453990,12:26:30,Mountain Standard Time (UTC-7),12.06,0.09,0.38,0.04,-0.78,-2.85,Measured_10mL,0.997,0.996,3.04477869743e-4,120,8,0,8.88,MP-101915,45.597409,-110.5660089,45.597409,-110.5660089,11:06:00,13:32:00,094323,6,Ann,Burgess,ESIP,annieburgess@esipfed.org,NA,Yellowstone River,NA,Montana,USA,Overcast,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),NA,10,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"The water was likely just hovering above 0C. There were small chunks of ice floating in water. We placed the sensor on a rock anchored by another rock, but when we went to retrieve it, it had dislodge from its original spot and was resting on the river bed.",WIN-1 - one drop of water dripped off glove and potentially into the sample bottle.,https://waterdata.usgs.gov/monitoring-location/06192500/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_017,CM_017-3,2022-11-14,1668453990,12:26:30,Mountain Standard Time (UTC-7),12.06,0.09,0.38,0.04,-0.69,-2.5,Measured_10mL,0.94,0.93,0.00117398656721607,120,8,0,8.63333333333333,MP-101915,45.597409,-110.5660089,45.597409,-110.5660089,11:06:00,13:32:00,094323,6,Ann,Burgess,ESIP,annieburgess@esipfed.org,NA,Yellowstone River,NA,Montana,USA,Overcast,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),NA,10,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"The water was likely just hovering above 0C. There were small chunks of ice floating in water. We placed the sensor on a rock anchored by another rock, but when we went to retrieve it, it had dislodge from its original spot and was resting on the river bed.",WIN-1 - one drop of water dripped off glove and potentially into the sample bottle.,https://waterdata.usgs.gov/monitoring-location/06192500/#parameterCode=00065&period=P7D,NA,FALSE,NA -CM_018,CM_018-1,2022-06-28,1656403050,01:57:30,Mountain Daylight Time (UTC-6),8.4,0.04,20.47,0.22,-0.52,-1.78,Measured_10mL,0.969,0.963,6.3086262284423e-4,120,8,0,7.84,SP-2,41.316592,-102.126046,41.3165162,-102.1263739,01:20:00,02:20:00,449867,8,Melissa,Wuellner,University of Nebraska at Kearney,wuellnermr@unk.edu,North Platte River at Lewellen Bridge,North Platte River,Lewellen,Nebraska,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,31.3,35,Inside bend of stream,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,Thought sensor was safe in standing sand but was wrong. Shifting sand with flow resulted in lost sensor. Will tie to an anchor next time. So sorry!,N/A,www.thereisnolinkforthehydrographandicantsubmitwithoutprovidingaurl.com,No,FALSE,NA -CM_018,CM_018-2,2022-06-28,1656403050,01:57:30,Mountain Daylight Time (UTC-6),8.4,0.04,20.47,0.22,-0.48,-1.64,Measured_10mL,0.908,0.893,0.00104373521254007,120,8,0,8.16,SP-2,41.316592,-102.126046,41.3165162,-102.1263739,01:20:00,02:20:00,449867,8,Melissa,Wuellner,University of Nebraska at Kearney,wuellnermr@unk.edu,North Platte River at Lewellen Bridge,North Platte River,Lewellen,Nebraska,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,31.3,35,Inside bend of stream,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,Thought sensor was safe in standing sand but was wrong. Shifting sand with flow resulted in lost sensor. Will tie to an anchor next time. So sorry!,N/A,www.thereisnolinkforthehydrographandicantsubmitwithoutprovidingaurl.com,No,FALSE,NA -CM_018,CM_018-3,2022-06-28,1656403050,01:57:30,Mountain Daylight Time (UTC-6),8.4,0.04,20.47,0.22,-0.25,-0.86,Measured_10mL,0.956,0.949,3.5929117384297e-4,120,8,0,7.76,SP-2,41.316592,-102.126046,41.3165162,-102.1263739,01:20:00,02:20:00,449867,8,Melissa,Wuellner,University of Nebraska at Kearney,wuellnermr@unk.edu,North Platte River at Lewellen Bridge,North Platte River,Lewellen,Nebraska,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,31.3,35,Inside bend of stream,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,Thought sensor was safe in standing sand but was wrong. Shifting sand with flow resulted in lost sensor. Will tie to an anchor next time. So sorry!,N/A,www.thereisnolinkforthehydrographandicantsubmitwithoutprovidingaurl.com,No,FALSE,NA +CM_018,CM_018-1,2022-06-28,1656403050,01:57:30,Mountain Daylight Time (UTC-6),8.4,0.04,20.47,0.22,-0.52,-1.78,Measured_10mL,0.969,0.963,6.3086262284423e-4,120,8,0,7.84,SP-2,41.316592,-102.126046,41.3165162,-102.1263739,01:20:00,02:20:00,449867,8,Melissa,Wuellner,University of Nebraska at Kearney,wuellnermr@unk.edu,North Platte River at Lewellen Bridge,North Platte River,Lewellen,Nebraska,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,31.3,35,Inside bend of stream,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,Thought sensor was safe in standing sand but was wrong. Shifting sand with flow resulted in lost sensor. Will tie to an anchor next time. So sorry!,NA,www.thereisnolinkforthehydrographandicantsubmitwithoutprovidingaurl.com,No,FALSE,NA +CM_018,CM_018-2,2022-06-28,1656403050,01:57:30,Mountain Daylight Time (UTC-6),8.4,0.04,20.47,0.22,-0.48,-1.64,Measured_10mL,0.908,0.893,0.00104373521254007,120,8,0,8.16,SP-2,41.316592,-102.126046,41.3165162,-102.1263739,01:20:00,02:20:00,449867,8,Melissa,Wuellner,University of Nebraska at Kearney,wuellnermr@unk.edu,North Platte River at Lewellen Bridge,North Platte River,Lewellen,Nebraska,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,31.3,35,Inside bend of stream,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,Thought sensor was safe in standing sand but was wrong. Shifting sand with flow resulted in lost sensor. Will tie to an anchor next time. So sorry!,NA,www.thereisnolinkforthehydrographandicantsubmitwithoutprovidingaurl.com,No,FALSE,NA +CM_018,CM_018-3,2022-06-28,1656403050,01:57:30,Mountain Daylight Time (UTC-6),8.4,0.04,20.47,0.22,-0.25,-0.86,Measured_10mL,0.956,0.949,3.5929117384297e-4,120,8,0,7.76,SP-2,41.316592,-102.126046,41.3165162,-102.1263739,01:20:00,02:20:00,449867,8,Melissa,Wuellner,University of Nebraska at Kearney,wuellnermr@unk.edu,North Platte River at Lewellen Bridge,North Platte River,Lewellen,Nebraska,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,31.3,35,Inside bend of stream,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,Thought sensor was safe in standing sand but was wrong. Shifting sand with flow resulted in lost sensor. Will tie to an anchor next time. So sorry!,NA,www.thereisnolinkforthehydrographandicantsubmitwithoutprovidingaurl.com,No,FALSE,NA CM_020,CM_020-1,2022-07-18,1658174250,15:57:30,Eastern Daylight Time (UTC-4),4.44,0.18,30.16,0.23,-5.43,-18.49,Measured_10mL,0.997,0.995,0.00358887168898527,15,4,2,7.56666666666667,SP-4,33.82767,-79.04489,33.82767,-79.04489,15:00:00,16:40:00,008813,6.5,Angelos,Hannides,Coastal Carolina University,ahannides@coastal.edu,Conway Marina,Waccamaw River,Conway,South Carolina,USA,"Sunny, Followed an intense rain event from 13-14:30",Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,30.5,20,Shallow waters near the shore,Partial coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,Vessel wake (see below) moved the sensor from rock so I had to secure it in place using a peg inserted through its hole and inserted deep in the river sediment. The sensor was maintained at a 50% depth of 10 cm (total water column depth 20 cm).,Vessel wake was frequent and inevitable. I waited for water settling before sampling/resuming sampling (5 min). Not much resuspension.,https://waterdata.usgs.gov/monitoring-location/02110704/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_020,CM_020-2,2022-07-18,1658174250,15:57:30,Eastern Daylight Time (UTC-4),4.44,0.18,30.16,0.23,-6.19,-21.45,Measured_10mL,0.993,0.99,0.00505987122860567,30,5,0,7.21,SP-4,33.82767,-79.04489,33.82767,-79.04489,15:00:00,16:40:00,008813,6.5,Angelos,Hannides,Coastal Carolina University,ahannides@coastal.edu,Conway Marina,Waccamaw River,Conway,South Carolina,USA,"Sunny, Followed an intense rain event from 13-14:30",Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,30.5,20,Shallow waters near the shore,Partial coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,Vessel wake (see below) moved the sensor from rock so I had to secure it in place using a peg inserted through its hole and inserted deep in the river sediment. The sensor was maintained at a 50% depth of 10 cm (total water column depth 20 cm).,Vessel wake was frequent and inevitable. I waited for water settling before sampling/resuming sampling (5 min). Not much resuspension.,https://waterdata.usgs.gov/monitoring-location/02110704/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_020,CM_020-3,2022-07-18,1658174250,15:57:30,Eastern Daylight Time (UTC-4),4.44,0.18,30.16,0.23,-4.58,-15.72,Measured_10mL,0.984,0.979,0.00564465554796382,30,5,1,7.48666666666667,SP-4,33.82767,-79.04489,33.82767,-79.04489,15:00:00,16:40:00,008813,6.5,Angelos,Hannides,Coastal Carolina University,ahannides@coastal.edu,Conway Marina,Waccamaw River,Conway,South Carolina,USA,"Sunny, Followed an intense rain event from 13-14:30",Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,30.5,20,Shallow waters near the shore,Partial coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,Vessel wake (see below) moved the sensor from rock so I had to secure it in place using a peg inserted through its hole and inserted deep in the river sediment. The sensor was maintained at a 50% depth of 10 cm (total water column depth 20 cm).,Vessel wake was frequent and inevitable. I waited for water settling before sampling/resuming sampling (5 min). Not much resuspension.,https://waterdata.usgs.gov/monitoring-location/02110704/#parameterCode=00065&period=P7D,NA,FALSE,NA @@ -68,9 +68,9 @@ CM_023,CM_023-3,2022-09-12,1663010940,12:29:00,Pacific Daylight Time (UTC-7),8.5 CM_024,CM_024-1,2022-08-01,1659372660,12:51:00,Eastern Daylight Time (UTC-4),7.5,0.02,23.66,0.07,-1.33,-4.93,Measured_10mL,0.923,0.91,0.0026284967951322,120,8,0,9.20666666666667,SP-5,33.68401,-84.41527,33.68401,-84.41527,11:24:00,14:03:00,755115,6,Shuo,Chen,Idaho State University; University of Georgia,schen83@crimson.ua.edu; shuochen@isu.edu,SR24,South River,Athens,Georgia,USA,Very cloudy and slightly riany during sampling,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),23.6,15,Downstream from obstacles,Partial coverage,No coverage,Full coverage,1-3 cm as described in the protocol,This DO sensor is deployed at the downstream of USGS gauging station 02203603.,"1. The labeled filter was broken when we filtered the first nutrient sample, so that we added RNA Later immediately to preserve it. However, we changed the new filter and it was broken again when we collected the second nutrient sample. Due to all of the needled filters broken, we failed to collect the third nutrient sample. 2. The 500 mL sediment cap is lost, I used a clean cap from my lab instead. 3. The second RNA sediment tube leaked solution in the ziploc, only 20mL solution was left in it. We collect third one from the extra supplies and it was labeled as CM_24_MIC_3.",https://waterdata.usgs.gov/nwis/uv/?site_no=02203603&agency_cd=USGS,NA,FALSE,NA CM_024,CM_024-2,2022-08-01,1659372660,12:51:00,Eastern Daylight Time (UTC-4),7.5,0.02,23.66,0.07,-1.39,-5.02,Measured_10mL,0.993,0.992,7.8216802953275e-4,120,8,0,8.46,SP-5,33.68401,-84.41527,33.68401,-84.41527,11:24:00,14:03:00,755115,6,Shuo,Chen,Idaho State University; University of Georgia,schen83@crimson.ua.edu; shuochen@isu.edu,SR24,South River,Athens,Georgia,USA,Very cloudy and slightly riany during sampling,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),23.6,15,Downstream from obstacles,Partial coverage,No coverage,Full coverage,1-3 cm as described in the protocol,This DO sensor is deployed at the downstream of USGS gauging station 02203603.,"1. The labeled filter was broken when we filtered the first nutrient sample, so that we added RNA Later immediately to preserve it. However, we changed the new filter and it was broken again when we collected the second nutrient sample. Due to all of the needled filters broken, we failed to collect the third nutrient sample. 2. The 500 mL sediment cap is lost, I used a clean cap from my lab instead. 3. The second RNA sediment tube leaked solution in the ziploc, only 20mL solution was left in it. We collect third one from the extra supplies and it was labeled as CM_24_MIC_3.",https://waterdata.usgs.gov/nwis/uv/?site_no=02203603&agency_cd=USGS,NA,FALSE,NA CM_024,CM_024-3,2022-08-01,1659372660,12:51:00,Eastern Daylight Time (UTC-4),7.5,0.02,23.66,0.07,-1.43,-5.3,Measured_10mL,0.98,0.976,0.00152612178709623,90,7,1,8.65,SP-5,33.68401,-84.41527,33.68401,-84.41527,11:24:00,14:03:00,755115,6,Shuo,Chen,Idaho State University; University of Georgia,schen83@crimson.ua.edu; shuochen@isu.edu,SR24,South River,Athens,Georgia,USA,Very cloudy and slightly riany during sampling,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),23.6,15,Downstream from obstacles,Partial coverage,No coverage,Full coverage,1-3 cm as described in the protocol,This DO sensor is deployed at the downstream of USGS gauging station 02203603.,"1. The labeled filter was broken when we filtered the first nutrient sample, so that we added RNA Later immediately to preserve it. However, we changed the new filter and it was broken again when we collected the second nutrient sample. Due to all of the needled filters broken, we failed to collect the third nutrient sample. 2. The 500 mL sediment cap is lost, I used a clean cap from my lab instead. 3. The second RNA sediment tube leaked solution in the ziploc, only 20mL solution was left in it. We collect third one from the extra supplies and it was labeled as CM_24_MIC_3.",https://waterdata.usgs.gov/nwis/uv/?site_no=02203603&agency_cd=USGS,NA,FALSE,NA -CM_027,CM_027-1,2022-07-11,1657558200,11:50:00,Central Daylight Time (UTC-5),11.14,0.17,32.93,0.32,-892.4,-3293.85,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.06333333333333,MP-102322,29.33381,-95.28318,29.33381,-95.28318,10:45:00,12:42:00,441037,7.5,Bayani,Cardenas,University of Texas at Austin,cardenas@jsg.utexas.edu,Chocolate Bayou Public Boat Ramp,Chocolate Bayou,Liverpool,Texas,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),31.6,28,"Hard to say, river was so slow flowing",No coverage,No coverage,Partial coverage,3-10cm in some places,N/A,"River was pretty flat with steep incised banks near access point except a few feet away from a boat ramp structure, which is where I sampled. I was in ankle deep mud. I thought placed the sensor upstream, but it was apparently downstream. However, the bayou was practically a swamp and hardly flowing. Also, there was animal carcass upstream! (some large rodent like nutria)",N/A,No,FALSE,NA -CM_027,CM_027-2,2022-07-11,1657558200,11:50:00,Central Daylight Time (UTC-5),11.14,0.17,32.93,0.32,-742.4,-2717.18,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,2.31333333333333,MP-102322,29.33381,-95.28318,29.33381,-95.28318,10:45:00,12:42:00,441037,7.5,Bayani,Cardenas,University of Texas at Austin,cardenas@jsg.utexas.edu,Chocolate Bayou Public Boat Ramp,Chocolate Bayou,Liverpool,Texas,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),31.6,28,"Hard to say, river was so slow flowing",No coverage,No coverage,Partial coverage,3-10cm in some places,N/A,"River was pretty flat with steep incised banks near access point except a few feet away from a boat ramp structure, which is where I sampled. I was in ankle deep mud. I thought placed the sensor upstream, but it was apparently downstream. However, the bayou was practically a swamp and hardly flowing. Also, there was animal carcass upstream! (some large rodent like nutria)",N/A,No,FALSE,NA -CM_027,CM_027-3,2022-07-11,1657558200,11:50:00,Central Daylight Time (UTC-5),11.14,0.17,32.93,0.32,-531.6,-1941.4,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,4.07,MP-102322,29.33381,-95.28318,29.33381,-95.28318,10:45:00,12:42:00,441037,7.5,Bayani,Cardenas,University of Texas at Austin,cardenas@jsg.utexas.edu,Chocolate Bayou Public Boat Ramp,Chocolate Bayou,Liverpool,Texas,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),31.6,28,"Hard to say, river was so slow flowing",No coverage,No coverage,Partial coverage,3-10cm in some places,N/A,"River was pretty flat with steep incised banks near access point except a few feet away from a boat ramp structure, which is where I sampled. I was in ankle deep mud. I thought placed the sensor upstream, but it was apparently downstream. However, the bayou was practically a swamp and hardly flowing. Also, there was animal carcass upstream! (some large rodent like nutria)",N/A,No,FALSE,NA +CM_027,CM_027-1,2022-07-11,1657558200,11:50:00,Central Daylight Time (UTC-5),11.14,0.17,32.93,0.32,-892.4,-3293.85,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.06333333333333,MP-102322,29.33381,-95.28318,29.33381,-95.28318,10:45:00,12:42:00,441037,7.5,Bayani,Cardenas,University of Texas at Austin,cardenas@jsg.utexas.edu,Chocolate Bayou Public Boat Ramp,Chocolate Bayou,Liverpool,Texas,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),31.6,28,"Hard to say, river was so slow flowing",No coverage,No coverage,Partial coverage,3-10cm in some places,NA,"River was pretty flat with steep incised banks near access point except a few feet away from a boat ramp structure, which is where I sampled. I was in ankle deep mud. I thought placed the sensor upstream, but it was apparently downstream. However, the bayou was practically a swamp and hardly flowing. Also, there was animal carcass upstream! (some large rodent like nutria)",NA,No,FALSE,NA +CM_027,CM_027-2,2022-07-11,1657558200,11:50:00,Central Daylight Time (UTC-5),11.14,0.17,32.93,0.32,-742.4,-2717.18,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,2.31333333333333,MP-102322,29.33381,-95.28318,29.33381,-95.28318,10:45:00,12:42:00,441037,7.5,Bayani,Cardenas,University of Texas at Austin,cardenas@jsg.utexas.edu,Chocolate Bayou Public Boat Ramp,Chocolate Bayou,Liverpool,Texas,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),31.6,28,"Hard to say, river was so slow flowing",No coverage,No coverage,Partial coverage,3-10cm in some places,NA,"River was pretty flat with steep incised banks near access point except a few feet away from a boat ramp structure, which is where I sampled. I was in ankle deep mud. I thought placed the sensor upstream, but it was apparently downstream. However, the bayou was practically a swamp and hardly flowing. Also, there was animal carcass upstream! (some large rodent like nutria)",NA,No,FALSE,NA +CM_027,CM_027-3,2022-07-11,1657558200,11:50:00,Central Daylight Time (UTC-5),11.14,0.17,32.93,0.32,-531.6,-1941.4,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,4.07,MP-102322,29.33381,-95.28318,29.33381,-95.28318,10:45:00,12:42:00,441037,7.5,Bayani,Cardenas,University of Texas at Austin,cardenas@jsg.utexas.edu,Chocolate Bayou Public Boat Ramp,Chocolate Bayou,Liverpool,Texas,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),31.6,28,"Hard to say, river was so slow flowing",No coverage,No coverage,Partial coverage,3-10cm in some places,NA,"River was pretty flat with steep incised banks near access point except a few feet away from a boat ramp structure, which is where I sampled. I was in ankle deep mud. I thought placed the sensor upstream, but it was apparently downstream. However, the bayou was practically a swamp and hardly flowing. Also, there was animal carcass upstream! (some large rodent like nutria)",NA,No,FALSE,NA CM_028,CM_028-1,2022-07-11,1657573200,16:00:00,Central Daylight Time (UTC-5),8.36,0.24,33.25,0.05,-11.74,-42.78,Measured_10mL,0.997,0.995,0.0101998547556834,10,3,0,6.74333333333333,MP-102340,28.83182444,-96.57826799,28.83182444,-96.57826799,15:15:00,16:30:00,186138,8,Bayani,Cardenas,University of Texas at Austin,cardenas@jsg.utexas.edu,Lavaca River across boat ramp,Lavaca River/Estuary,Lolita,Texas,USA,"Sunny, Record heat! (106F, 114F heat index!)",Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,32.2,28,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,It's a fairly large river/estuary. The most secure and convenient spot was downstream of nice exposed bank materials. I think the estuary was mostly tidal at this point because we are under drought. There is probably not much upstream freshwater input.,Record heat!,https://dashboard.waterdata.usgs.gov/app/nwd/?region=lower48&aoi=default,No,FALSE,NA CM_028,CM_028-2,2022-07-11,1657573200,16:00:00,Central Daylight Time (UTC-5),8.36,0.24,33.25,0.05,-8.2,-30.01,Measured_10mL,0.996,0.993,0.0063899226216842,15,4,0,6.63666666666667,MP-102340,28.83182444,-96.57826799,28.83182444,-96.57826799,15:15:00,16:30:00,186138,8,Bayani,Cardenas,University of Texas at Austin,cardenas@jsg.utexas.edu,Lavaca River across boat ramp,Lavaca River/Estuary,Lolita,Texas,USA,"Sunny, Record heat! (106F, 114F heat index!)",Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,32.2,28,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,It's a fairly large river/estuary. The most secure and convenient spot was downstream of nice exposed bank materials. I think the estuary was mostly tidal at this point because we are under drought. There is probably not much upstream freshwater input.,Record heat!,https://dashboard.waterdata.usgs.gov/app/nwd/?region=lower48&aoi=default,No,FALSE,NA CM_028,CM_028-3,2022-07-11,1657573200,16:00:00,Central Daylight Time (UTC-5),8.36,0.24,33.25,0.05,-11.38,-41.12,Measured_10mL,0.994,0.988,0.0147260859799632,10,3,0,6.87666666666667,MP-102340,28.83182444,-96.57826799,28.83182444,-96.57826799,15:15:00,16:30:00,186138,8,Bayani,Cardenas,University of Texas at Austin,cardenas@jsg.utexas.edu,Lavaca River across boat ramp,Lavaca River/Estuary,Lolita,Texas,USA,"Sunny, Record heat! (106F, 114F heat index!)",Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,32.2,28,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,It's a fairly large river/estuary. The most secure and convenient spot was downstream of nice exposed bank materials. I think the estuary was mostly tidal at this point because we are under drought. There is probably not much upstream freshwater input.,Record heat!,https://dashboard.waterdata.usgs.gov/app/nwd/?region=lower48&aoi=default,No,FALSE,NA @@ -224,9 +224,9 @@ CM_083,CM_083-3,2023-08-14,1692029910,11:18:30,Central Daylight Time (UTC-5),7.8 CM_084,CM_084-1,2023-03-12,1678654020,14:47:00,Mountain Daylight Time (UTC-6),9.59,0.02,0.61,0.04,-3.2,-11.39,Measured_10mL,0.99,0.987,0.00270979800525841,60,6,1,8.26666666666667,MP-102398,39.844312,-105.751041,39.844312,-105.751041,13:03:00,16:16:00,793860,6.5,Ben,McClellan,citizen scientist,benjamminmcclellan@gmail.com,NA,Fraser River,Winter Park,Colorado,USA,"Overcast, light to heavy snow",Perennial,Needleleaf evergreen tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),-0.8,7.4,Inside bend of stream,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,"90-95% of stream in area covered by snow. Labeled filter only used for 3 ICR samples, water in the needle froze after completing the 2nd replicate. Labeled filter preserved and new filter and needle used for rest of filtered samples. DO sensor placement, all water sampling, and some sediment sampling performed on depositional zone on the inside of a channel bend. Additional sediment gathered about 20 m downstream from the lip of a pool. Right before shipping (taking out of the refrigerator), frost was observed on ziploc bags and bulk water samples felt frozen in their bottles.",https://waterdata.usgs.gov/monitoring-location/09022000/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_084,CM_084-2,2023-03-12,1678654020,14:47:00,Mountain Daylight Time (UTC-6),9.59,0.02,0.61,0.04,-3.23,-11.61,Measured_10mL,0.987,0.983,0.00313987954186383,60,6,1,8.38,MP-102398,39.844312,-105.751041,39.844312,-105.751041,13:03:00,16:16:00,793860,6.5,Ben,McClellan,citizen scientist,benjamminmcclellan@gmail.com,NA,Fraser River,Winter Park,Colorado,USA,"Overcast, light to heavy snow",Perennial,Needleleaf evergreen tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),-0.8,7.4,Inside bend of stream,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,"90-95% of stream in area covered by snow. Labeled filter only used for 3 ICR samples, water in the needle froze after completing the 2nd replicate. Labeled filter preserved and new filter and needle used for rest of filtered samples. DO sensor placement, all water sampling, and some sediment sampling performed on depositional zone on the inside of a channel bend. Additional sediment gathered about 20 m downstream from the lip of a pool. Right before shipping (taking out of the refrigerator), frost was observed on ziploc bags and bulk water samples felt frozen in their bottles.",https://waterdata.usgs.gov/monitoring-location/09022000/#parameterCode=00065&period=P7D,NA,FALSE,NA CM_084,CM_084-3,2023-03-12,1678654020,14:47:00,Mountain Daylight Time (UTC-6),9.59,0.02,0.61,0.04,-3.34,-12.07,Measured_10mL,0.978,0.973,0.00413236323909278,63,6,1,8.51666666666667,MP-102398,39.844312,-105.751041,39.844312,-105.751041,13:03:00,16:16:00,793860,6.5,Ben,McClellan,citizen scientist,benjamminmcclellan@gmail.com,NA,Fraser River,Winter Park,Colorado,USA,"Overcast, light to heavy snow",Perennial,Needleleaf evergreen tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),-0.8,7.4,Inside bend of stream,Partial coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,"90-95% of stream in area covered by snow. Labeled filter only used for 3 ICR samples, water in the needle froze after completing the 2nd replicate. Labeled filter preserved and new filter and needle used for rest of filtered samples. DO sensor placement, all water sampling, and some sediment sampling performed on depositional zone on the inside of a channel bend. Additional sediment gathered about 20 m downstream from the lip of a pool. Right before shipping (taking out of the refrigerator), frost was observed on ziploc bags and bulk water samples felt frozen in their bottles.",https://waterdata.usgs.gov/monitoring-location/09022000/#parameterCode=00065&period=P7D,NA,FALSE,NA -CM_085,CM_085-1,2023-03-13,1678747470,17:44:30,Eastern Standard Time (UTC-5),10.41,0.19,12.32,0.61,-6.07,-21.52,Measured_10mL,0.989,0.986,0.00602246137609237,31,5,0,7.41666666666667,MP-103149,35.8365411,-78.782094,35.8365411,-78.782094,16:57:00,18:17:00,629457,6,Andreana,Madera-Martorell,Geologist,amaderamartorell@gmail.com,103149,Crabtree Creek,Raleigh,North Carolina,USA,Sunny,Perennial,Needleleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),n/a,28,Shallow waters near the shore,Full coverage,Partial coverage,Partial coverage,3-10cm in some places,NA,"Was not able to preserve the filter, the needle would not come off. Clogging was an issue even after changing the filter, the ""filtered"" sample was taken unfiltered and upstream.My thermometer did not work, the outside weather was 60 F.",NA,NA,FALSE,NA -CM_085,CM_085-2,2023-03-13,1678747470,17:44:30,Eastern Standard Time (UTC-5),10.41,0.19,12.32,0.61,-18.29,-65.41,Measured_10mL,0.932,0.865,0.0820773625929033,14,3,1,NA,MP-103149,35.8365411,-78.782094,35.8365411,-78.782094,16:57:00,18:17:00,629457,6,Andreana,Madera-Martorell,Geologist,amaderamartorell@gmail.com,103149,Crabtree Creek,Raleigh,North Carolina,USA,Sunny,Perennial,Needleleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),n/a,28,Shallow waters near the shore,Full coverage,Partial coverage,Partial coverage,3-10cm in some places,NA,"Was not able to preserve the filter, the needle would not come off. Clogging was an issue even after changing the filter, the ""filtered"" sample was taken unfiltered and upstream.My thermometer did not work, the outside weather was 60 F.",NA,NA,FALSE,NA -CM_085,CM_085-3,2023-03-13,1678747470,17:44:30,Eastern Standard Time (UTC-5),10.41,0.19,12.32,0.61,-6.08,-22.17,Measured_10mL,0.999,0.998,0.00245972023380678,16,4,2,7.71666666666667,MP-103149,35.8365411,-78.782094,35.8365411,-78.782094,16:57:00,18:17:00,629457,6,Andreana,Madera-Martorell,Geologist,amaderamartorell@gmail.com,103149,Crabtree Creek,Raleigh,North Carolina,USA,Sunny,Perennial,Needleleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),n/a,28,Shallow waters near the shore,Full coverage,Partial coverage,Partial coverage,3-10cm in some places,NA,"Was not able to preserve the filter, the needle would not come off. Clogging was an issue even after changing the filter, the ""filtered"" sample was taken unfiltered and upstream.My thermometer did not work, the outside weather was 60 F.",NA,NA,FALSE,NA +CM_085,CM_085-1,2023-03-13,1678747470,17:44:30,Eastern Standard Time (UTC-5),10.41,0.19,12.32,0.61,-6.07,-21.52,Measured_10mL,0.989,0.986,0.00602246137609237,31,5,0,7.41666666666667,MP-103149,35.8365411,-78.782094,35.8365411,-78.782094,16:57:00,18:17:00,629457,6,Andreana,Madera-Martorell,Geologist,amaderamartorell@gmail.com,103149,Crabtree Creek,Raleigh,North Carolina,USA,Sunny,Perennial,Needleleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,28,Shallow waters near the shore,Full coverage,Partial coverage,Partial coverage,3-10cm in some places,NA,"Was not able to preserve the filter, the needle would not come off. Clogging was an issue even after changing the filter, the ""filtered"" sample was taken unfiltered and upstream.My thermometer did not work, the outside weather was 60 F.",NA,NA,FALSE,NA +CM_085,CM_085-2,2023-03-13,1678747470,17:44:30,Eastern Standard Time (UTC-5),10.41,0.19,12.32,0.61,-18.29,-65.41,Measured_10mL,0.932,0.865,0.0820773625929033,14,3,1,NA,MP-103149,35.8365411,-78.782094,35.8365411,-78.782094,16:57:00,18:17:00,629457,6,Andreana,Madera-Martorell,Geologist,amaderamartorell@gmail.com,103149,Crabtree Creek,Raleigh,North Carolina,USA,Sunny,Perennial,Needleleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,28,Shallow waters near the shore,Full coverage,Partial coverage,Partial coverage,3-10cm in some places,NA,"Was not able to preserve the filter, the needle would not come off. Clogging was an issue even after changing the filter, the ""filtered"" sample was taken unfiltered and upstream.My thermometer did not work, the outside weather was 60 F.",NA,NA,FALSE,NA +CM_085,CM_085-3,2023-03-13,1678747470,17:44:30,Eastern Standard Time (UTC-5),10.41,0.19,12.32,0.61,-6.08,-22.17,Measured_10mL,0.999,0.998,0.00245972023380678,16,4,2,7.71666666666667,MP-103149,35.8365411,-78.782094,35.8365411,-78.782094,16:57:00,18:17:00,629457,6,Andreana,Madera-Martorell,Geologist,amaderamartorell@gmail.com,103149,Crabtree Creek,Raleigh,North Carolina,USA,Sunny,Perennial,Needleleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,28,Shallow waters near the shore,Full coverage,Partial coverage,Partial coverage,3-10cm in some places,NA,"Was not able to preserve the filter, the needle would not come off. Clogging was an issue even after changing the filter, the ""filtered"" sample was taken unfiltered and upstream.My thermometer did not work, the outside weather was 60 F.",NA,NA,FALSE,NA CM_086,CM_086-4,2023-08-28,1693241490,09:51:30,Pacific Daylight Time (UTC-7),7.58,0.03,21.46,0.29,-39.76,-655.72,Measured_2.5mL,1,-9999,-9999,5,2,0,3.87333333333333,SP-21,38.257823,-121.433908,38.257823,-121.433908,09:04:00,10:33:00,021119,6.5,Jacob,Nesslage,University of California Merced,jnesslage@ucmerced.edu,Cosumnes River Preserve,Cosumnes River,Galt,California,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,65,Shallow waters near the shore,Partial coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,NA,Thermometer issues in the field - no data.,https://waterdata.usgs.gov/monitoring-location/11335000/#parameterCode=00065&period=P30D,NA,FALSE,NA CM_086,CM_086-5,2023-08-28,1693241490,09:51:30,Pacific Daylight Time (UTC-7),7.58,0.03,21.46,0.29,-42.08,-694.32,Measured_2.5mL,1,-9999,-9999,5,2,0,6.2,SP-21,38.257823,-121.433908,38.257823,-121.433908,09:04:00,10:33:00,021119,6.5,Jacob,Nesslage,University of California Merced,jnesslage@ucmerced.edu,Cosumnes River Preserve,Cosumnes River,Galt,California,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,65,Shallow waters near the shore,Partial coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,NA,Thermometer issues in the field - no data.,https://waterdata.usgs.gov/monitoring-location/11335000/#parameterCode=00065&period=P30D,NA,FALSE,NA CM_086,CM_086-6,2023-08-28,1693241490,09:51:30,Pacific Daylight Time (UTC-7),7.58,0.03,21.46,0.29,-41.36,-669.87,Measured_2.5mL,1,-9999,-9999,5,2,0,6.01333333333333,SP-21,38.257823,-121.433908,38.257823,-121.433908,09:04:00,10:33:00,021119,6.5,Jacob,Nesslage,University of California Merced,jnesslage@ucmerced.edu,Cosumnes River Preserve,Cosumnes River,Galt,California,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),NA,65,Shallow waters near the shore,Partial coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,NA,Thermometer issues in the field - no data.,https://waterdata.usgs.gov/monitoring-location/11335000/#parameterCode=00065&period=P30D,NA,FALSE,NA @@ -278,9 +278,9 @@ CM_101,CM_101-3,2023-05-29,1685388990,15:36:30,Eastern Daylight Time (UTC-4),8.8 CM_102,CM_102-1,2023-06-26,1687830450,19:47:30,Mountain Daylight Time (UTC-6),7.86,0.05,11.33,0.29,-0.7,-2.54,Measured_10mL,0.939,0.928,0.00122124456891015,120,8,0,9.22333333333333,SP-32,35.86754,-106.52276,35.86754,-106.52276,18:24:00,20:54:00,020092,7,Nicole,Hucke,University of Idaho,huck4481@vandals.uidaho.edu,LJ - Caldera,La Jara Creek,Valles Caldera National Preserve,New Mexico,USA,Overcast,Perennial,"Needleleaf deciduous tree, Grass",Multi-channel,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),11,5,Inside bend of stream,Partial coverage,Partial coverage,No coverage,3-10cm in some places,"Due to water being so shallow, sensor had to be in contact with riverbed. However, I slightly elevated the inlet with some cobbles.","It was getting dark when we were doing the sediment sampling, so we were not able to fill up the bottle up to the neck. Hopefully this won't be too detrimental. Additionally, temperature data was obtained through sensors deployed further upstream (where I have the sampling equipment for my research), hopefully the discrepancy in measured temperature isn't much of an issue. The difference in temperature at both locations shouldn't be too much since they are only ~60m apart from each other. I had to dig further into the streambed to obtain the sediment, since there weren't a lot of depositional zones. I do not think I exceeded 10 cm though.",https://www.hydroshare.org/resource/c0e5094d1de54547a304d4dec3a7b3ff/,Yes,FALSE,NA CM_102,CM_102-2,2023-06-26,1687830450,19:47:30,Mountain Daylight Time (UTC-6),7.86,0.05,11.33,0.29,-0.99,-3.51,Measured_10mL,0.95,0.941,0.00155791711612477,120,8,0,9.28333333333333,SP-32,35.86754,-106.52276,35.86754,-106.52276,18:24:00,20:54:00,020092,7,Nicole,Hucke,University of Idaho,huck4481@vandals.uidaho.edu,LJ - Caldera,La Jara Creek,Valles Caldera National Preserve,New Mexico,USA,Overcast,Perennial,"Needleleaf deciduous tree, Grass",Multi-channel,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),11,5,Inside bend of stream,Partial coverage,Partial coverage,No coverage,3-10cm in some places,"Due to water being so shallow, sensor had to be in contact with riverbed. However, I slightly elevated the inlet with some cobbles.","It was getting dark when we were doing the sediment sampling, so we were not able to fill up the bottle up to the neck. Hopefully this won't be too detrimental. Additionally, temperature data was obtained through sensors deployed further upstream (where I have the sampling equipment for my research), hopefully the discrepancy in measured temperature isn't much of an issue. The difference in temperature at both locations shouldn't be too much since they are only ~60m apart from each other. I had to dig further into the streambed to obtain the sediment, since there weren't a lot of depositional zones. I do not think I exceeded 10 cm though.",https://www.hydroshare.org/resource/c0e5094d1de54547a304d4dec3a7b3ff/,Yes,FALSE,NA CM_102,CM_102-3,2023-06-26,1687830450,19:47:30,Mountain Daylight Time (UTC-6),7.86,0.05,11.33,0.29,-1.3,-4.57,Measured_10mL,0.976,0.972,0.00150568631763559,90,7,1,9.35,SP-32,35.86754,-106.52276,35.86754,-106.52276,18:24:00,20:54:00,020092,7,Nicole,Hucke,University of Idaho,huck4481@vandals.uidaho.edu,LJ - Caldera,La Jara Creek,Valles Caldera National Preserve,New Mexico,USA,Overcast,Perennial,"Needleleaf deciduous tree, Grass",Multi-channel,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),11,5,Inside bend of stream,Partial coverage,Partial coverage,No coverage,3-10cm in some places,"Due to water being so shallow, sensor had to be in contact with riverbed. However, I slightly elevated the inlet with some cobbles.","It was getting dark when we were doing the sediment sampling, so we were not able to fill up the bottle up to the neck. Hopefully this won't be too detrimental. Additionally, temperature data was obtained through sensors deployed further upstream (where I have the sampling equipment for my research), hopefully the discrepancy in measured temperature isn't much of an issue. The difference in temperature at both locations shouldn't be too much since they are only ~60m apart from each other. I had to dig further into the streambed to obtain the sediment, since there weren't a lot of depositional zones. I do not think I exceeded 10 cm though.",https://www.hydroshare.org/resource/c0e5094d1de54547a304d4dec3a7b3ff/,Yes,FALSE,NA -CM_103,CM_103-1,2023-07-10,1689003300,10:35:00,Central Daylight Time (UTC-5),7.68,0.29,27.89,0.25,-2.41,-8.94,Measured_10mL,0.983,0.98,0.00232846955114302,91,7,0,8.24666666666667,SP-28,33.487858,-88.455436,33.487858,-88.455436,09:30:00,11:25:00,116650,7,Varun,Paul,Mississippi State University,vgp25@msstate.edu,NA,Tennessee Tombigbee Waterway,Columbus,Mississippi,USA,"Sunny, Partly cloudy",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),26.5,34.9,Inside bend of stream,Full coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,N/A,Sample BWT (filtered): Multiple filters got clogged after filling ~150 ml. The remaining was filled with unfiltered water. Water was very turbid.,N/A,No,FALSE,NA -CM_103,CM_103-2,2023-07-10,1689003300,10:35:00,Central Daylight Time (UTC-5),7.68,0.29,27.89,0.25,-1.99,-7.37,Measured_10mL,0.984,0.982,0.00171533735129209,125,8,0,8.02666666666667,SP-28,33.487858,-88.455436,33.487858,-88.455436,09:30:00,11:25:00,116650,7,Varun,Paul,Mississippi State University,vgp25@msstate.edu,NA,Tennessee Tombigbee Waterway,Columbus,Mississippi,USA,"Sunny, Partly cloudy",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),26.5,34.9,Inside bend of stream,Full coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,N/A,Sample BWT (filtered): Multiple filters got clogged after filling ~150 ml. The remaining was filled with unfiltered water. Water was very turbid.,N/A,No,FALSE,NA -CM_103,CM_103-3,2023-07-10,1689003300,10:35:00,Central Daylight Time (UTC-5),7.68,0.29,27.89,0.25,-1.94,-7.29,Measured_10mL,0.981,0.978,0.00180837112347878,120,8,0,8.46,SP-28,33.487858,-88.455436,33.487858,-88.455436,09:30:00,11:25:00,116650,7,Varun,Paul,Mississippi State University,vgp25@msstate.edu,NA,Tennessee Tombigbee Waterway,Columbus,Mississippi,USA,"Sunny, Partly cloudy",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),26.5,34.9,Inside bend of stream,Full coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,N/A,Sample BWT (filtered): Multiple filters got clogged after filling ~150 ml. The remaining was filled with unfiltered water. Water was very turbid.,N/A,No,FALSE,NA +CM_103,CM_103-1,2023-07-10,1689003300,10:35:00,Central Daylight Time (UTC-5),7.68,0.29,27.89,0.25,-2.41,-8.94,Measured_10mL,0.983,0.98,0.00232846955114302,91,7,0,8.24666666666667,SP-28,33.487858,-88.455436,33.487858,-88.455436,09:30:00,11:25:00,116650,7,Varun,Paul,Mississippi State University,vgp25@msstate.edu,NA,Tennessee Tombigbee Waterway,Columbus,Mississippi,USA,"Sunny, Partly cloudy",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),26.5,34.9,Inside bend of stream,Full coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,NA,Sample BWT (filtered): Multiple filters got clogged after filling ~150 ml. The remaining was filled with unfiltered water. Water was very turbid.,NA,No,FALSE,NA +CM_103,CM_103-2,2023-07-10,1689003300,10:35:00,Central Daylight Time (UTC-5),7.68,0.29,27.89,0.25,-1.99,-7.37,Measured_10mL,0.984,0.982,0.00171533735129209,125,8,0,8.02666666666667,SP-28,33.487858,-88.455436,33.487858,-88.455436,09:30:00,11:25:00,116650,7,Varun,Paul,Mississippi State University,vgp25@msstate.edu,NA,Tennessee Tombigbee Waterway,Columbus,Mississippi,USA,"Sunny, Partly cloudy",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),26.5,34.9,Inside bend of stream,Full coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,NA,Sample BWT (filtered): Multiple filters got clogged after filling ~150 ml. The remaining was filled with unfiltered water. Water was very turbid.,NA,No,FALSE,NA +CM_103,CM_103-3,2023-07-10,1689003300,10:35:00,Central Daylight Time (UTC-5),7.68,0.29,27.89,0.25,-1.94,-7.29,Measured_10mL,0.981,0.978,0.00180837112347878,120,8,0,8.46,SP-28,33.487858,-88.455436,33.487858,-88.455436,09:30:00,11:25:00,116650,7,Varun,Paul,Mississippi State University,vgp25@msstate.edu,NA,Tennessee Tombigbee Waterway,Columbus,Mississippi,USA,"Sunny, Partly cloudy",Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),26.5,34.9,Inside bend of stream,Full coverage,Partial coverage,No coverage,1-3 cm as described in the protocol,NA,Sample BWT (filtered): Multiple filters got clogged after filling ~150 ml. The remaining was filled with unfiltered water. Water was very turbid.,NA,No,FALSE,NA CM_104,CM_104-1,2023-07-24,1690214730,11:05:30,Eastern Standard Time (UTC-5),8.95,0.31,19.62,2.11,-8.44,-31.86,Measured_10mL,0.991,0.988,0.00767108270084131,30,5,1,9.38666666666667,SP-66,33.56176,-79.08539,33.56176,-79.08539,10:28:00,11:28:00,412314,6.5,Kelly,Cheah,Clemson University,wcheah@clemson.edu,Waccamaw Wache Marina,Cow House Creek,Murrells Inlet,South Carolina,USA,Partly cloudy,Perennial,"Broadleaf evergreen tree, Broadleaf deciduous tree",Multi-channel,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),27.8,43.18,Shallow waters near the shore,Full coverage,Partial coverage,No coverage,3-10cm in some places,NA,NA,NA,NA,FALSE,NA CM_104,CM_104-2,2023-07-24,1690214730,11:05:30,Eastern Standard Time (UTC-5),8.95,0.31,19.62,2.11,-8.7,-33.13,Measured_10mL,0.995,0.993,0.00716844939067481,15,4,2,9.16,SP-66,33.56176,-79.08539,33.56176,-79.08539,10:28:00,11:28:00,412314,6.5,Kelly,Cheah,Clemson University,wcheah@clemson.edu,Waccamaw Wache Marina,Cow House Creek,Murrells Inlet,South Carolina,USA,Partly cloudy,Perennial,"Broadleaf evergreen tree, Broadleaf deciduous tree",Multi-channel,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),27.8,43.18,Shallow waters near the shore,Full coverage,Partial coverage,No coverage,3-10cm in some places,NA,NA,NA,NA,FALSE,NA CM_104,CM_104-3,2023-07-24,1690214730,11:05:30,Eastern Standard Time (UTC-5),8.95,0.31,19.62,2.11,-9.48,-35.93,Measured_10mL,0.992,0.989,0.00838994260731086,30,5,0,8.61666666666667,SP-66,33.56176,-79.08539,33.56176,-79.08539,10:28:00,11:28:00,412314,6.5,Kelly,Cheah,Clemson University,wcheah@clemson.edu,Waccamaw Wache Marina,Cow House Creek,Murrells Inlet,South Carolina,USA,Partly cloudy,Perennial,"Broadleaf evergreen tree, Broadleaf deciduous tree",Multi-channel,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),27.8,43.18,Shallow waters near the shore,Full coverage,Partial coverage,No coverage,3-10cm in some places,NA,NA,NA,NA,FALSE,NA @@ -305,12 +305,12 @@ CM_110,CM_110-3,2023-08-21,1692635310,10:28:30,Mountain Daylight Time (UTC-6),9. CM_111,CM_111-1,2023-09-05,1693931400,11:30:00,Central Daylight Time (UTC-5),7.65,0.17,27.83,0.07,-0.99,-3.43,Measured_10mL,0.984,0.981,9.4290577906701e-4,88,7,1,8.19333333333333,MP-101898,38.86168,-90.13425,38.86168,-90.13425,10:16:00,12:29:00,942543,7.5,Jancoba,Dorley,NGRREC,jdorley@lc.edu,NA,Mississippi River,East Alton,Illinois,USA,Partly cloudy,Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,20,9.5,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"A cargo badge sailed across the river, going upstream at about 11:15 which created some disturbances to the water (i.e., turbidity etc.). However, at this time, I had completed sampling Phase 3.",The sampling location was about 3 km from a US Army Corp of engineers Lock and Dam and the river sees lot of traffic from fishing to cargo badges. The location i sampled had two dead Carps about 50 meters upstream of me.,NA,No,FALSE,NA CM_111,CM_111-2,2023-09-05,1693931400,11:30:00,Central Daylight Time (UTC-5),7.65,0.17,27.83,0.07,-1.03,-3.6,Measured_10mL,0.994,0.993,6.0545485945423e-4,90,7,1,8.32333333333333,MP-101898,38.86168,-90.13425,38.86168,-90.13425,10:16:00,12:29:00,942543,7.5,Jancoba,Dorley,NGRREC,jdorley@lc.edu,NA,Mississippi River,East Alton,Illinois,USA,Partly cloudy,Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,20,9.5,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"A cargo badge sailed across the river, going upstream at about 11:15 which created some disturbances to the water (i.e., turbidity etc.). However, at this time, I had completed sampling Phase 3.",The sampling location was about 3 km from a US Army Corp of engineers Lock and Dam and the river sees lot of traffic from fishing to cargo badges. The location i sampled had two dead Carps about 50 meters upstream of me.,NA,No,FALSE,NA CM_111,CM_111-3,2023-09-05,1693931400,11:30:00,Central Daylight Time (UTC-5),7.65,0.17,27.83,0.07,-0.66,-2.28,Measured_10mL,0.989,0.987,5.067555137801e-4,90,7,1,7.81666666666667,MP-101898,38.86168,-90.13425,38.86168,-90.13425,10:16:00,12:29:00,942543,7.5,Jancoba,Dorley,NGRREC,jdorley@lc.edu,NA,Mississippi River,East Alton,Illinois,USA,Partly cloudy,Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,20,9.5,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"A cargo badge sailed across the river, going upstream at about 11:15 which created some disturbances to the water (i.e., turbidity etc.). However, at this time, I had completed sampling Phase 3.",The sampling location was about 3 km from a US Army Corp of engineers Lock and Dam and the river sees lot of traffic from fishing to cargo badges. The location i sampled had two dead Carps about 50 meters upstream of me.,NA,No,FALSE,NA -CM_112,CM_112-1,2023-09-05,1693931400,11:30:00,Central Daylight Time (UTC-5),7.65,0.17,27.83,0.07,-1.84,-7.45,Measured_10mL,0.986,0.984,0.00149707787273837,120,8,0,8.39666666666667,MP-101897,38.9329146,-90.3068491,38.86168,-90.13425,10:16:00,12:29:00,942543,7.5,Jancoba,Dorley,NGRREC,jdorley@lc.edu,NA,Mississippi,Godfrey,Illinois,USA,Partly cloudy,Perennial,Shrub,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,16.6,11,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"Data from minidot deployed at time of sampling was bad so the minidot data from CM_111 was used. The two sites are very close together and sampled within a week of each other. The original minidot ID was 738321; deployed on 9/11/2023 from 9:18 to 10:31; and deployed at (38.93291, -90.3068).",N/A,N/A,No,FALSE,NA -CM_112,CM_112-2,2023-09-05,1693931400,11:30:00,Central Daylight Time (UTC-5),7.65,0.17,27.83,0.07,-2.47,-8.56,Measured_10mL,0.984,0.98,0.00261277114054049,60,6,1,8.06,MP-101897,38.9329146,-90.3068491,38.86168,-90.13425,10:16:00,12:29:00,942543,7.5,Jancoba,Dorley,NGRREC,jdorley@lc.edu,NA,Mississippi,Godfrey,Illinois,USA,Partly cloudy,Perennial,Shrub,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,16.6,11,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"Data from minidot deployed at time of sampling was bad so the minidot data from CM_111 was used. The two sites are very close together and sampled within a week of each other. The original minidot ID was 738321; deployed on 9/11/2023 from 9:18 to 10:31; and deployed at (38.93291, -90.3068).",N/A,N/A,No,FALSE,NA -CM_112,CM_112-3,2023-09-05,1693931400,11:30:00,Central Daylight Time (UTC-5),7.65,0.17,27.83,0.07,-2.24,-7.86,Measured_10mL,0.986,0.983,0.00202224269523531,90,7,0,8.15,MP-101897,38.9329146,-90.3068491,38.86168,-90.13425,10:16:00,12:29:00,942543,7.5,Jancoba,Dorley,NGRREC,jdorley@lc.edu,NA,Mississippi,Godfrey,Illinois,USA,Partly cloudy,Perennial,Shrub,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,16.6,11,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"Data from minidot deployed at time of sampling was bad so the minidot data from CM_111 was used. The two sites are very close together and sampled within a week of each other. The original minidot ID was 738321; deployed on 9/11/2023 from 9:18 to 10:31; and deployed at (38.93291, -90.3068).",N/A,N/A,No,FALSE,NA -CM_113,CM_113-1,2023-09-11,1694451360,09:56:00,Pacific Daylight Time (UTC-7),8.94,0.11,13.14,0.11,-23.84,-85.25,Measured_10mL,1,-9999,-9999,5,2,0,6.43333333333333,MP-102534,39.52207,-119.97538,39.52207,-119.97538,08:50:00,10:47:00,629457,6.5,Monica,Arienzo,Desert Research Institute,marienzo@dri.edu,NA,Truckee,Verdi,Nevada,USA,Sunny,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),12,47,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,N/A,Concerned I touched the inner part of the seive so I collected the microbe sediment sample ealier to avoid contamination of the microbe sediment sample. (i.e. collected microbe sediment before I touched the sieve.),https://waterdata.usgs.gov/monitoring-location/10347310/#parameterCode=00065&period=P7D&showMedian=true,NA,FALSE,NA -CM_113,CM_113-2,2023-09-11,1694451360,09:56:00,Pacific Daylight Time (UTC-7),8.94,0.11,13.14,0.11,-16.58,-59.89,Measured_10mL,0.951,0.903,0.0625462791622093,10,3,0,7.19666666666667,MP-102534,39.52207,-119.97538,39.52207,-119.97538,08:50:00,10:47:00,629457,6.5,Monica,Arienzo,Desert Research Institute,marienzo@dri.edu,NA,Truckee,Verdi,Nevada,USA,Sunny,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),12,47,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,N/A,Concerned I touched the inner part of the seive so I collected the microbe sediment sample ealier to avoid contamination of the microbe sediment sample. (i.e. collected microbe sediment before I touched the sieve.),https://waterdata.usgs.gov/monitoring-location/10347310/#parameterCode=00065&period=P7D&showMedian=true,NA,FALSE,NA -CM_113,CM_113-3,2023-09-11,1694451360,09:56:00,Pacific Daylight Time (UTC-7),8.94,0.11,13.14,0.11,-14.14,-51.65,Measured_10mL,0.987,0.973,0.0275203628313723,10,3,0,7.07666666666667,MP-102534,39.52207,-119.97538,39.52207,-119.97538,08:50:00,10:47:00,629457,6.5,Monica,Arienzo,Desert Research Institute,marienzo@dri.edu,NA,Truckee,Verdi,Nevada,USA,Sunny,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),12,47,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,N/A,Concerned I touched the inner part of the seive so I collected the microbe sediment sample ealier to avoid contamination of the microbe sediment sample. (i.e. collected microbe sediment before I touched the sieve.),https://waterdata.usgs.gov/monitoring-location/10347310/#parameterCode=00065&period=P7D&showMedian=true,NA,FALSE,NA +CM_112,CM_112-1,2023-09-05,1693931400,11:30:00,Central Daylight Time (UTC-5),7.65,0.17,27.83,0.07,-1.84,-7.45,Measured_10mL,0.986,0.984,0.00149707787273837,120,8,0,8.39666666666667,MP-101897,38.9329146,-90.3068491,38.86168,-90.13425,10:16:00,12:29:00,942543,7.5,Jancoba,Dorley,NGRREC,jdorley@lc.edu,NA,Mississippi,Godfrey,Illinois,USA,Partly cloudy,Perennial,Shrub,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,16.6,11,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"Data from minidot deployed at time of sampling was bad so the minidot data from CM_111 was used. The two sites are very close together and sampled within a week of each other. The original minidot ID was 738321; deployed on 9/11/2023 from 9:18 to 10:31; and deployed at (38.93291, -90.3068).",NA,NA,No,FALSE,NA +CM_112,CM_112-2,2023-09-05,1693931400,11:30:00,Central Daylight Time (UTC-5),7.65,0.17,27.83,0.07,-2.47,-8.56,Measured_10mL,0.984,0.98,0.00261277114054049,60,6,1,8.06,MP-101897,38.9329146,-90.3068491,38.86168,-90.13425,10:16:00,12:29:00,942543,7.5,Jancoba,Dorley,NGRREC,jdorley@lc.edu,NA,Mississippi,Godfrey,Illinois,USA,Partly cloudy,Perennial,Shrub,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,16.6,11,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"Data from minidot deployed at time of sampling was bad so the minidot data from CM_111 was used. The two sites are very close together and sampled within a week of each other. The original minidot ID was 738321; deployed on 9/11/2023 from 9:18 to 10:31; and deployed at (38.93291, -90.3068).",NA,NA,No,FALSE,NA +CM_112,CM_112-3,2023-09-05,1693931400,11:30:00,Central Daylight Time (UTC-5),7.65,0.17,27.83,0.07,-2.24,-7.86,Measured_10mL,0.986,0.983,0.00202224269523531,90,7,0,8.15,MP-101897,38.9329146,-90.3068491,38.86168,-90.13425,10:16:00,12:29:00,942543,7.5,Jancoba,Dorley,NGRREC,jdorley@lc.edu,NA,Mississippi,Godfrey,Illinois,USA,Partly cloudy,Perennial,Shrub,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Sand,16.6,11,Shallow waters near the shore,No coverage,No coverage,No coverage,3-10cm in some places,"Data from minidot deployed at time of sampling was bad so the minidot data from CM_111 was used. The two sites are very close together and sampled within a week of each other. The original minidot ID was 738321; deployed on 9/11/2023 from 9:18 to 10:31; and deployed at (38.93291, -90.3068).",NA,NA,No,FALSE,NA +CM_113,CM_113-1,2023-09-11,1694451360,09:56:00,Pacific Daylight Time (UTC-7),8.94,0.11,13.14,0.11,-23.84,-85.25,Measured_10mL,1,-9999,-9999,5,2,0,6.43333333333333,MP-102534,39.52207,-119.97538,39.52207,-119.97538,08:50:00,10:47:00,629457,6.5,Monica,Arienzo,Desert Research Institute,marienzo@dri.edu,NA,Truckee,Verdi,Nevada,USA,Sunny,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),12,47,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,Concerned I touched the inner part of the seive so I collected the microbe sediment sample ealier to avoid contamination of the microbe sediment sample. (i.e. collected microbe sediment before I touched the sieve.),https://waterdata.usgs.gov/monitoring-location/10347310/#parameterCode=00065&period=P7D&showMedian=true,NA,FALSE,NA +CM_113,CM_113-2,2023-09-11,1694451360,09:56:00,Pacific Daylight Time (UTC-7),8.94,0.11,13.14,0.11,-16.58,-59.89,Measured_10mL,0.951,0.903,0.0625462791622093,10,3,0,7.19666666666667,MP-102534,39.52207,-119.97538,39.52207,-119.97538,08:50:00,10:47:00,629457,6.5,Monica,Arienzo,Desert Research Institute,marienzo@dri.edu,NA,Truckee,Verdi,Nevada,USA,Sunny,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),12,47,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,Concerned I touched the inner part of the seive so I collected the microbe sediment sample ealier to avoid contamination of the microbe sediment sample. (i.e. collected microbe sediment before I touched the sieve.),https://waterdata.usgs.gov/monitoring-location/10347310/#parameterCode=00065&period=P7D&showMedian=true,NA,FALSE,NA +CM_113,CM_113-3,2023-09-11,1694451360,09:56:00,Pacific Daylight Time (UTC-7),8.94,0.11,13.14,0.11,-14.14,-51.65,Measured_10mL,0.987,0.973,0.0275203628313723,10,3,0,7.07666666666667,MP-102534,39.52207,-119.97538,39.52207,-119.97538,08:50:00,10:47:00,629457,6.5,Monica,Arienzo,Desert Research Institute,marienzo@dri.edu,NA,Truckee,Verdi,Nevada,USA,Sunny,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),12,47,Shallow waters near the shore,No coverage,No coverage,No coverage,1-3 cm as described in the protocol,NA,Concerned I touched the inner part of the seive so I collected the microbe sediment sample ealier to avoid contamination of the microbe sediment sample. (i.e. collected microbe sediment before I touched the sieve.),https://waterdata.usgs.gov/monitoring-location/10347310/#parameterCode=00065&period=P7D&showMedian=true,NA,FALSE,NA CM_114,CM_114-1,2023-09-25,1695685110,18:38:30,Central Daylight Time (UTC-5),9.3,0.06,19.16,0.06,-19.08,-70.02,Measured_10mL,0.992,0.983,0.0292524136389412,10,3,0,7.82,MP-101584,46.9316,-96.78201,46.9316,-96.78201,17:48:00,19:14:00,284528,8,Bernhardt,Saini-Eidukat,North Dakota State University,bernhardt.sainieiduk@ndsu.edu,MP-101584,Red River of the North,Fargo,North Dakota,USA,"Partly cloudy, Overcast",Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),19.2,20,Shallow waters near the shore,No coverage,No coverage,No coverage,More than 10 cm in some places,no notes,no notes,NA,No,FALSE,NA CM_114,CM_114-2,2023-09-25,1695685110,18:38:30,Central Daylight Time (UTC-5),9.3,0.06,19.16,0.06,-34.32,-127.36,Measured_10mL,1,-9999,-9999,5,2,0,6.62333333333333,MP-101584,46.9316,-96.78201,46.9316,-96.78201,17:48:00,19:14:00,284528,8,Bernhardt,Saini-Eidukat,North Dakota State University,bernhardt.sainieiduk@ndsu.edu,MP-101584,Red River of the North,Fargo,North Dakota,USA,"Partly cloudy, Overcast",Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),19.2,20,Shallow waters near the shore,No coverage,No coverage,No coverage,More than 10 cm in some places,no notes,no notes,NA,No,FALSE,NA CM_114,CM_114-3,2023-09-25,1695685110,18:38:30,Central Daylight Time (UTC-5),9.3,0.06,19.16,0.06,-30.24,-114.34,Measured_10mL,1,-9999,-9999,5,2,0,5.23666666666667,MP-101584,46.9316,-96.78201,46.9316,-96.78201,17:48:00,19:14:00,284528,8,Bernhardt,Saini-Eidukat,North Dakota State University,bernhardt.sainieiduk@ndsu.edu,MP-101584,Red River of the North,Fargo,North Dakota,USA,"Partly cloudy, Overcast",Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),19.2,20,Shallow waters near the shore,No coverage,No coverage,No coverage,More than 10 cm in some places,no notes,no notes,NA,No,FALSE,NA @@ -323,150 +323,150 @@ CM_116,CM_116-3,2023-09-17,1694970330,11:05:30,Mountain Daylight Time (UTC-6),9. CM_117,CM_117-1,2023-10-10,1696963890,11:51:30,Pacific Daylight Time (UTC-7),10.19,0.04,12.56,0.07,-1.01,-3.66,Measured_10mL,0.986,0.984,8.1340575506662e-4,120,8,0,8.91333333333333,MP-102944,45.7124168,-123.7629212,45.7124168,-123.7629212,10:55:00,12:33:00,654896,6,Zachary,Mallon,Lower Nehalem Watershed Council,info@nehalemwatershed.org,Nehalem River,Nehalem River,Nehalem,Oregon,USA,Raining,Perennial,Needleleaf evergreen tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),13,16,Downstream from obstacles,No coverage,No coverage,Partial coverage,More than 10 cm in some places,NA,I was only able to collect 2 of the 3 filtered water samples into the vial with the acids. I couldn't get a needle on the new filter after the original filter clogged.,NA,NA,FALSE,NA CM_117,CM_117-2,2023-10-10,1696963890,11:51:30,Pacific Daylight Time (UTC-7),10.19,0.04,12.56,0.07,-0.95,-3.41,Measured_10mL,0.985,0.983,7.9743515728898e-4,120,8,0,8.85666666666667,MP-102944,45.7124168,-123.7629212,45.7124168,-123.7629212,10:55:00,12:33:00,654896,6,Zachary,Mallon,Lower Nehalem Watershed Council,info@nehalemwatershed.org,Nehalem River,Nehalem River,Nehalem,Oregon,USA,Raining,Perennial,Needleleaf evergreen tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),13,16,Downstream from obstacles,No coverage,No coverage,Partial coverage,More than 10 cm in some places,NA,I was only able to collect 2 of the 3 filtered water samples into the vial with the acids. I couldn't get a needle on the new filter after the original filter clogged.,NA,NA,FALSE,NA CM_117,CM_117-3,2023-10-10,1696963890,11:51:30,Pacific Daylight Time (UTC-7),10.19,0.04,12.56,0.07,-1.1,-4.01,Measured_10mL,0.986,0.983,8.9587282894606e-4,120,8,0,8.59333333333333,MP-102944,45.7124168,-123.7629212,45.7124168,-123.7629212,10:55:00,12:33:00,654896,6,Zachary,Mallon,Lower Nehalem Watershed Council,info@nehalemwatershed.org,Nehalem River,Nehalem River,Nehalem,Oregon,USA,Raining,Perennial,Needleleaf evergreen tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Bedrock (primarily),13,16,Downstream from obstacles,No coverage,No coverage,Partial coverage,More than 10 cm in some places,NA,I was only able to collect 2 of the 3 filtered water samples into the vial with the acids. I couldn't get a needle on the new filter after the original filter clogged.,NA,NA,FALSE,NA -SSS001,SSS001-1,2022-08-08,1659979110,09:18:30,Pacific Standard Time (UTC-8),9.75,0.05,15.84,0.34,-564.8,-2236.81,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,3.793333333,S63,46.0417,-120.5731,46.0418,-120.5729,08:53:00,09:49:00,654896,8.18,James,Stegen,PNNL,james.stegen@pnnl.gov,S63,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.33,41,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS001,SSS001-2,2022-08-08,1659979110,09:18:30,Pacific Standard Time (UTC-8),9.75,0.05,15.84,0.34,-1012.4,-3827.24,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.063333333,S63,46.0417,-120.5731,46.0418,-120.5729,08:53:00,09:49:00,654896,8.18,James,Stegen,PNNL,james.stegen@pnnl.gov,S63,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.33,41,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS001,SSS001-3,2022-08-08,1659979110,09:18:30,Pacific Standard Time (UTC-8),9.75,0.05,15.84,0.34,-1006.8,-3800.03,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.11,S63,46.0417,-120.5731,46.0418,-120.5729,08:53:00,09:49:00,654896,8.18,James,Stegen,PNNL,james.stegen@pnnl.gov,S63,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.33,41,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS002,SSS002-1,2022-08-08,1659986610,11:23:30,Pacific Standard Time (UTC-8),10.06,0.02,20.57,0.33,-1.6,-5.81,Measured_10mL,0.994,0.993,8.32799e-4,120,8,0,8.553333333,S30R,46.0959,-120.5476,46.096,-120.5474,10:58:00,11:54:00,809246,8.45,James,Stegen,PNNL,james.stegen@pnnl.gov,S30R,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.58,7.5,N/A,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS002,SSS002-2,2022-08-08,1659986610,11:23:30,Pacific Standard Time (UTC-8),10.06,0.02,20.57,0.33,-1.5,-5.53,Measured_10mL,0.962,0.956,0.002030142,120,8,0,8.31,S30R,46.0959,-120.5476,46.096,-120.5474,10:58:00,11:54:00,809246,8.45,James,Stegen,PNNL,james.stegen@pnnl.gov,S30R,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.58,7.5,N/A,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS002,SSS002-3,2022-08-08,1659986610,11:23:30,Pacific Standard Time (UTC-8),10.06,0.02,20.57,0.33,-2.02,-7.38,Measured_10mL,0.993,0.992,0.001123398,110,8,0,8.753333333,S30R,46.0959,-120.5476,46.096,-120.5474,10:58:00,11:54:00,809246,8.45,James,Stegen,PNNL,james.stegen@pnnl.gov,S30R,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.58,7.5,N/A,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS003,SSS003-1,2022-08-08,1659994650,13:37:30,Pacific Standard Time (UTC-8),9.02,0.04,20.46,0.15,-9.82,-37.2,Measured_10mL,0.986,0.98,0.013564988,15,4,0,7.173333333,S31,46.2059,-120.4811,46.2059,-120.4809,13:12:00,14:08:00,417508,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S31,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.47,9.5,N/A,Med (30-70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS003,SSS003-2,2022-08-08,1659994650,13:37:30,Pacific Standard Time (UTC-8),9.02,0.04,20.46,0.15,-8.3,-31.44,Measured_10mL,0.977,0.966,0.01493125,15,4,0,7.136666667,S31,46.2059,-120.4811,46.2059,-120.4809,13:12:00,14:08:00,417508,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S31,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.47,9.5,N/A,Med (30-70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS003,SSS003-3,2022-08-08,1659994650,13:37:30,Pacific Standard Time (UTC-8),9.02,0.04,20.46,0.15,-17.77,-67.87,Measured_10mL,1,-9999,-9999,6,2,0,6.206666667,S31,46.2059,-120.4811,46.2059,-120.4809,13:12:00,14:08:00,417508,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S31,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.47,9.5,N/A,Med (30-70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS004,SSS004-1,2022-08-09,1660062990,08:36:30,Pacific Standard Time (UTC-8),9.04,0.05,17.86,0.04,-772.4,-3048.94,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,2.063333333,S55N,46.6659,-120.8161,46.6659,-120.8161,08:11:00,09:07:00,553257,7.82,James,Stegen,PNNL,james.stegen@pnnl.gov,S55N,NA,NA,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.9,10,N/A,Low (5-30%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS004,SSS004-2,2022-08-09,1660062990,08:36:30,Pacific Standard Time (UTC-8),9.04,0.05,17.86,0.04,-761.6,-2965.18,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,2.153333333,S55N,46.6659,-120.8161,46.6659,-120.8161,08:11:00,09:07:00,553257,7.82,James,Stegen,PNNL,james.stegen@pnnl.gov,S55N,NA,NA,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.9,10,N/A,Low (5-30%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS004,SSS004-3,2022-08-09,1660062990,08:36:30,Pacific Standard Time (UTC-8),9.04,0.05,17.86,0.04,-822.8,-3263.52,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.643333333,S55N,46.6659,-120.8161,46.6659,-120.8161,08:11:00,09:07:00,553257,7.82,James,Stegen,PNNL,james.stegen@pnnl.gov,S55N,NA,NA,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.9,10,N/A,Low (5-30%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS005,SSS005-1,2022-08-09,1660072470,11:14:30,Pacific Standard Time (UTC-8),9.47,0.06,17.54,0.04,-1.25,-4.7,Measured_10mL,0.995,0.994,5.96277e-4,120,8,0,8.466666667,S57,NA,NA,46.5813,-120.4613,10:49:00,11:45:00,257901,7.73,James,Stegen,PNNL,james.stegen@pnnl.gov,S57,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),17.66,5,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,No sediment latitude and longitude. Sediment samples were taken from under the bridge,N/A,N/A,FALSE,NA -SSS005,SSS005-2,2022-08-09,1660072470,11:14:30,Pacific Standard Time (UTC-8),9.47,0.06,17.54,0.04,-1.09,-4.13,Measured_10mL,0.992,0.99,7.43643e-4,120,8,0,8.88,S57,NA,NA,46.5813,-120.4613,10:49:00,11:45:00,257901,7.73,James,Stegen,PNNL,james.stegen@pnnl.gov,S57,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),17.66,5,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,No sediment latitude and longitude. Sediment samples were taken from under the bridge,N/A,N/A,FALSE,NA -SSS005,SSS005-3,2022-08-09,1660072470,11:14:30,Pacific Standard Time (UTC-8),9.47,0.06,17.54,0.04,-1.08,-4.16,Measured_10mL,0.987,0.985,8.24775e-4,120,8,0,8.51,S57,NA,NA,46.5813,-120.4613,10:49:00,11:45:00,257901,7.73,James,Stegen,PNNL,james.stegen@pnnl.gov,S57,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),17.66,5,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,No sediment latitude and longitude. Sediment samples were taken from under the bridge,N/A,N/A,FALSE,NA -SSS006,SSS006-1,2022-08-09,1660081470,13:44:30,Pacific Standard Time (UTC-8),9.81,0.15,19.43,0.02,-15.12,-58.23,Measured_10mL,1,-9999,-9999,5,2,0,5.22,S56N,46.6218,-120.6206,46.6218,-120.6207,13:19:00,14:15:00,936810,8.59,James,Stegen,PNNL,james.stegen@pnnl.gov,S56N,NA,NA,Washington,USA,Overcast,Perennial,Shrub,Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Sand,19.52,38,N/A,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS006,SSS006-2,2022-08-09,1660081470,13:44:30,Pacific Standard Time (UTC-8),9.81,0.15,19.43,0.02,-14.96,-57.26,Measured_10mL,1,-9999,-9999,5,2,0,6.083333333,S56N,46.6218,-120.6206,46.6218,-120.6207,13:19:00,14:15:00,936810,8.59,James,Stegen,PNNL,james.stegen@pnnl.gov,S56N,NA,NA,Washington,USA,Overcast,Perennial,Shrub,Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Sand,19.52,38,N/A,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS006,SSS006-3,2022-08-09,1660081470,13:44:30,Pacific Standard Time (UTC-8),9.81,0.15,19.43,0.02,-24.04,-91.7,Measured_10mL,1,-9999,-9999,5,2,0,5.573333333,S56N,46.6218,-120.6206,46.6218,-120.6207,13:19:00,14:15:00,936810,8.59,James,Stegen,PNNL,james.stegen@pnnl.gov,S56N,NA,NA,Washington,USA,Overcast,Perennial,Shrub,Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Sand,19.52,38,N/A,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS007,SSS007-1,2022-08-10,1660144530,07:15:30,Pacific Standard Time (UTC-8),9.67,0.01,13.61,0.02,-1.53,-5.6,Measured_10mL,0.986,0.984,0.001238428,120,8,0,8.89,S53,46.6646,-121.1237,46.6647,-121.1232,06:50:00,07:46:00,165317,8.04,James,Stegen,PNNL,james.stegen@pnnl.gov,S53,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.63,9,N/A,Low (5-30%),None,Med (30-70%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS007,SSS007-2,2022-08-10,1660144530,07:15:30,Pacific Standard Time (UTC-8),9.67,0.01,13.61,0.02,-0.86,-3.22,Measured_10mL,0.969,0.963,0.00105615,120,8,0,8.26,S53,46.6646,-121.1237,46.6647,-121.1232,06:50:00,07:46:00,165317,8.04,James,Stegen,PNNL,james.stegen@pnnl.gov,S53,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.63,9,N/A,Low (5-30%),None,Med (30-70%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS007,SSS007-3,2022-08-10,1660144530,07:15:30,Pacific Standard Time (UTC-8),9.67,0.01,13.61,0.02,-2.14,-7.91,Measured_10mL,0.997,0.997,9.21528e-4,90,7,0,9.07,S53,46.6646,-121.1237,46.6647,-121.1232,06:50:00,07:46:00,165317,8.04,James,Stegen,PNNL,james.stegen@pnnl.gov,S53,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.63,9,N/A,Low (5-30%),None,Med (30-70%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,TRUE,NA -SSS008,SSS008-1,2022-08-10,1660152030,09:20:30,Pacific Standard Time (UTC-8),9.43,0.01,13.16,0.04,-954.4,-3824.62,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.546666667,S52,46.6592,-121.0893,46.6592,-121.0892,08:51:00,09:47:00,718228,7.76,James,Stegen,PNNL,james.stegen@pnnl.gov,S52,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),13.29,13,N/A,Med (30-70%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS008,SSS008-2,2022-08-10,1660152030,09:20:30,Pacific Standard Time (UTC-8),9.43,0.01,13.16,0.04,-1016,-3976.99,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.033333333,S52,46.6592,-121.0893,46.6592,-121.0892,08:51:00,09:47:00,718228,7.76,James,Stegen,PNNL,james.stegen@pnnl.gov,S52,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),13.29,13,N/A,Med (30-70%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS008,SSS008-3,2022-08-10,1660152030,09:20:30,Pacific Standard Time (UTC-8),9.43,0.01,13.16,0.04,-992,-3890.98,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.233333333,S52,46.6592,-121.0893,46.6592,-121.0892,08:51:00,09:47:00,718228,7.76,James,Stegen,PNNL,james.stegen@pnnl.gov,S52,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),13.29,13,N/A,Med (30-70%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS009,SSS009-1,2022-08-10,1660158870,11:14:30,Pacific Standard Time (UTC-8),9.39,0.06,14.2,0.3,-0.55,-2.05,Measured_10mL,0.978,0.974,6.11705e-4,97,7,1,8.716666667,S45,46.6168,-121.1511,46.6169,-121.1512,10:49:00,11:45:00,665955,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S45,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),14.98,35,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS009,SSS009-2,2022-08-10,1660158870,11:14:30,Pacific Standard Time (UTC-8),9.39,0.06,14.2,0.3,-0.61,-2.26,Measured_10mL,0.932,0.915,0.001379413,60,6,2,8.09,S45,46.6168,-121.1511,46.6169,-121.1512,10:49:00,11:45:00,665955,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S45,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),14.98,35,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS009,SSS009-3,2022-08-10,1660158870,11:14:30,Pacific Standard Time (UTC-8),9.39,0.06,14.2,0.3,-0.81,-3.01,Measured_10mL,0.992,0.991,5.905e-4,62,6,2,8.776666667,S45,46.6168,-121.1511,46.6169,-121.1512,10:49:00,11:45:00,665955,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S45,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),14.98,35,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS010,SSS010-1,2022-08-11,1660230270,07:04:30,Pacific Standard Time (UTC-8),9.68,0.02,13.61,0.01,-1.12,-4.12,Measured_10mL,0.992,0.991,6.74752e-4,120,8,0,8.293333333,S10,46.8095,-121.0675,46.8095,-121.0675,06:39:00,07:35:00,293065,8,James,Stegen,PNNL,james.stegen@pnnl.gov,S10,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.64,5,N/A,Low (5-30%),None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS010,SSS010-2,2022-08-11,1660230270,07:04:30,Pacific Standard Time (UTC-8),9.68,0.02,13.61,0.01,-1.21,-4.35,Measured_10mL,0.997,0.996,4.86588e-4,120,8,0,8.59,S10,46.8095,-121.0675,46.8095,-121.0675,06:39:00,07:35:00,293065,8,James,Stegen,PNNL,james.stegen@pnnl.gov,S10,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.64,5,N/A,Low (5-30%),None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS010,SSS010-3,2022-08-11,1660230270,07:04:30,Pacific Standard Time (UTC-8),9.68,0.02,13.61,0.01,-1.17,-4.31,Measured_10mL,0.989,0.987,8.50306e-4,120,8,0,8.173333333,S10,46.8095,-121.0675,46.8095,-121.0675,06:39:00,07:35:00,293065,8,James,Stegen,PNNL,james.stegen@pnnl.gov,S10,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.64,5,N/A,Low (5-30%),None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS011,SSS011-1,2022-08-11,1660234050,08:07:30,Pacific Standard Time (UTC-8),9.92,0.01,12.59,0.08,-3.06,-11.55,Measured_10mL,0.975,0.968,0.004118405,60,6,0,7.773333333,S04,46.8099,-121.0672,46.8099,-121.0673,07:42:00,08:38:00,194049,7.79,James,Stegen,PNNL,james.stegen@pnnl.gov,S04,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.3,8,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS011,SSS011-2,2022-08-11,1660234050,08:07:30,Pacific Standard Time (UTC-8),9.92,0.01,12.59,0.08,-2.68,-9.98,Measured_10mL,0.986,0.983,0.00240394,90,7,0,8.116666667,S04,46.8099,-121.0672,46.8099,-121.0673,07:42:00,08:38:00,194049,7.79,James,Stegen,PNNL,james.stegen@pnnl.gov,S04,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.3,8,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS011,SSS011-3,2022-08-11,1660234050,08:07:30,Pacific Standard Time (UTC-8),9.92,0.01,12.59,0.08,-2.92,-10.88,Measured_10mL,0.996,0.996,0.001323205,90,7,0,7.866666667,S04,46.8099,-121.0672,46.8099,-121.0673,07:42:00,08:38:00,194049,7.79,James,Stegen,PNNL,james.stegen@pnnl.gov,S04,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.3,8,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS012,SSS012-1,2022-08-11,1660245810,11:23:30,Pacific Standard Time (UTC-8),9.48,0.04,19.15,0.21,-9.21,-35.91,Measured_10mL,0.999,0.999,0.003162499,17,4,0,6.616666667,S50P,46.7521,-120.8178,46.7521,-120.8178,10:58:00,11:54:00,092070,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,S50P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.47,4,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,Very little sediment.,N/A,N/A,FALSE,NA -SSS012,SSS012-2,2022-08-11,1660245810,11:23:30,Pacific Standard Time (UTC-8),9.48,0.04,19.15,0.21,-14.39,-58.05,Measured_10mL,0.907,0.875,0.044425054,30,5,0,6.886666667,S50P,46.7521,-120.8178,46.7521,-120.8178,10:58:00,11:54:00,092070,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,S50P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.47,4,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,Very little sediment.,N/A,N/A,FALSE,NA -SSS012,SSS012-3,2022-08-11,1660245810,11:23:30,Pacific Standard Time (UTC-8),9.48,0.04,19.15,0.21,-3.35,-13.61,Measured_10mL,0.981,0.972,0.005468292,15,4,1,7.406666667,S50P,46.7521,-120.8178,46.7521,-120.8178,10:58:00,11:54:00,092070,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,S50P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.47,4,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,Very little sediment.,N/A,N/A,FALSE,NA -SSS013,SSS013-1,2022-08-08,1659973770,07:49:30,Pacific Standard Time (UTC-8),8.37,0.19,22.45,0.08,-4.62,-16.87,Measured_10mL,0.999,0.999,0.001478738,15,4,3,8.35,T07,46.2554,-119.474,46.2558,-119.4743,07:24:00,08:20:00,443657,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T07,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),22.33,9.6,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS013,SSS013-2,2022-08-08,1659973770,07:49:30,Pacific Standard Time (UTC-8),8.37,0.19,22.45,0.08,-3.44,-12.45,Measured_10mL,0.996,0.995,0.00185097,60,6,0,7.856666667,T07,46.2554,-119.474,46.2558,-119.4743,07:24:00,08:20:00,443657,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T07,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),22.33,9.6,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS013,SSS013-3,2022-08-08,1659973770,07:49:30,Pacific Standard Time (UTC-8),8.37,0.19,22.45,0.08,-3.49,-12.89,Measured_10mL,0.943,0.929,0.007145298,51,6,0,7.773333333,T07,46.2554,-119.474,46.2558,-119.4743,07:24:00,08:20:00,443657,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T07,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),22.33,9.6,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS014,SSS014-1,2022-08-08,1659988020,11:47:00,Pacific Standard Time (UTC-8),10.9,0.22,22.19,0.1,-411.6,-1599.21,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,5.07,T02,46.232,-119.9999,46.2321,-119.9999,11:19:00,NA,169228,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,T02,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),22.31,18,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,"Calm water, very murky with a lot of vegetation and macrophytes. Could not find sensors that day. (11/21 BF Hobo and minidot wwere removed and redeployed on 8/12 from 11:45 to 11:55)",N/A,N/A,FALSE,Respiration was originally measured and it was replaced with a theoretical value based on the other 2 reps being theoretical. -SSS014,SSS014-2,2022-08-08,1659988020,11:47:00,Pacific Standard Time (UTC-8),10.9,0.22,22.19,0.1,-983.2,-3564.45,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.306666667,T02,46.232,-119.9999,46.2321,-119.9999,11:19:00,NA,169228,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,T02,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),22.31,18,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,"Calm water, very murky with a lot of vegetation and macrophytes. Could not find sensors that day. (11/21 BF Hobo and minidot wwere removed and redeployed on 8/12 from 11:45 to 11:55)",N/A,N/A,FALSE,NA -SSS014,SSS014-3,2022-08-08,1659988020,11:47:00,Pacific Standard Time (UTC-8),10.9,0.22,22.19,0.1,-827.2,-3049.36,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.606666667,T02,46.232,-119.9999,46.2321,-119.9999,11:19:00,NA,169228,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,T02,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),22.31,18,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,"Calm water, very murky with a lot of vegetation and macrophytes. Could not find sensors that day. (11/21 BF Hobo and minidot wwere removed and redeployed on 8/12 from 11:45 to 11:55)",N/A,N/A,FALSE,NA -SSS015,SSS015-1,2022-08-08,1659998070,14:34:30,Pacific Standard Time (UTC-8),10.24,0.01,19.08,0.08,-3.86,-13.69,Measured_10mL,0.772,0.695,0.020225233,46,5,0,7.773333333,T03,46.5302,-120.4704,46.5308,-120.4704,14:09:00,15:05:00,284528,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T03,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.18,10,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,"Lost chamber, swept away by river when no one was looking. Extra minidot and new bottle were used next day. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 412314 and 255981; one miniDOT was swept away). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in PDT as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 15:08 to 16:08 to reflect the actual data. (3/1/2023 BF) We suspect the end time for the manta was also written in PDT instead of PST. 60 minutes was also added to ""Manta_End_Time_PST"" and ""Manta_Time_Turned_Off_PST""",N/A,N/A,FALSE,NA -SSS015,SSS015-2,2022-08-08,1659998070,14:34:30,Pacific Standard Time (UTC-8),10.24,0.01,19.08,0.08,-6.87,-25.26,Measured_10mL,0.996,0.994,0.004939257,25,4,0,7.403333333,T03,46.5302,-120.4704,46.5308,-120.4704,14:09:00,15:05:00,284528,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T03,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.18,10,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,"Lost chamber, swept away by river when no one was looking. Extra minidot and new bottle were used next day. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 412314 and 255981; one miniDOT was swept away). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in PDT as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 15:08 to 16:08 to reflect the actual data. (3/1/2023 BF) We suspect the end time for the manta was also written in PDT instead of PST. 60 minutes was also added to ""Manta_End_Time_PST"" and ""Manta_Time_Turned_Off_PST""",N/A,N/A,FALSE,NA -SSS015,SSS015-3,2022-08-08,1659998070,14:34:30,Pacific Standard Time (UTC-8),10.24,0.01,19.08,0.08,-7.18,-26.77,Measured_10mL,0.995,0.993,0.005010248,30,5,0,7.733333333,T03,46.5302,-120.4704,46.5308,-120.4704,14:09:00,15:05:00,284528,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T03,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.18,10,N/A,None,None,Low (5-30%),1-3 cm as described in the protocol,N/A,"Lost chamber, swept away by river when no one was looking. Extra minidot and new bottle were used next day. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 412314 and 255981; one miniDOT was swept away). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in PDT as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 15:08 to 16:08 to reflect the actual data. (3/1/2023 BF) We suspect the end time for the manta was also written in PDT instead of PST. 60 minutes was also added to ""Manta_End_Time_PST"" and ""Manta_Time_Turned_Off_PST""",N/A,N/A,FALSE,NA -SSS016,SSS016-1,2022-08-09,1660067430,09:50:30,Pacific Standard Time (UTC-8),9.81,0.04,16.28,0.04,-32.76,-132.92,Measured_10mL,1,-9999,-9999,5,2,0,6.03,T42,46.7288,-120.7135,46.7287,-120.7136,09:25:00,10:21:00,020092,7.8,James,Stegen,PNNL,james.stegen@pnnl.gov,T42,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.3,3,N/A,None,None,High (>70%),1-3 cm as described in the protocol,N/A,"Weather was cloudy and cool. Water was low, fast and cool. It was drizzling almost entire time. It was difficult to collect sediment samples because there was not a lot of soil to collect from. It was mainly big rocks and gravel. RNAlater water filter broke but still kept it.",N/A,N/A,FALSE,NA -SSS016,SSS016-2,2022-08-09,1660067430,09:50:30,Pacific Standard Time (UTC-8),9.81,0.04,16.28,0.04,NA,NA,NA,1,-9999,-9999,5,2,0,4.296666667,T42,46.7288,-120.7135,46.7287,-120.7136,09:25:00,10:21:00,020092,7.8,James,Stegen,PNNL,james.stegen@pnnl.gov,T42,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.3,3,N/A,None,None,High (>70%),1-3 cm as described in the protocol,N/A,"Weather was cloudy and cool. Water was low, fast and cool. It was drizzling almost entire time. It was difficult to collect sediment samples because there was not a lot of soil to collect from. It was mainly big rocks and gravel. RNAlater water filter broke but still kept it.",N/A,N/A,FALSE,Respiration removed because the other 2 reps were measured and this was originally theoretical. -SSS016,SSS016-3,2022-08-09,1660067430,09:50:30,Pacific Standard Time (UTC-8),9.81,0.04,16.28,0.04,-18.64,-75.22,Measured_10mL,1,-9999,-9999,5,2,0,5.646666667,T42,46.7288,-120.7135,46.7287,-120.7136,09:25:00,10:21:00,020092,7.8,James,Stegen,PNNL,james.stegen@pnnl.gov,T42,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.3,3,N/A,None,None,High (>70%),1-3 cm as described in the protocol,N/A,"Weather was cloudy and cool. Water was low, fast and cool. It was drizzling almost entire time. It was difficult to collect sediment samples because there was not a lot of soil to collect from. It was mainly big rocks and gravel. RNAlater water filter broke but still kept it.",N/A,N/A,FALSE,NA -SSS017,SSS017-1,2022-08-09,1660074630,11:50:30,Pacific Standard Time (UTC-8),10.33,0.07,17.45,0.07,-1.41,-5.13,Measured_10mL,0.934,0.923,0.002548172,120,8,0,8.35,S58,46.6856,-120.6553,46.6858,-120.6551,11:25:00,12:21:00,338715,7.81,James,Stegen,PNNL,james.stegen@pnnl.gov,S58,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.78,5,N/A,None,None,Med (30-70%),1-3 cm as described in the protocol,N/A,Sediment difficult to find because it was covered with rocks.,N/A,N/A,FALSE,NA -SSS017,SSS017-2,2022-08-09,1660074630,11:50:30,Pacific Standard Time (UTC-8),10.33,0.07,17.45,0.07,-1.5,-5.38,Measured_10mL,0.989,0.988,0.001062564,120,8,0,8.8,S58,46.6856,-120.6553,46.6858,-120.6551,11:25:00,12:21:00,338715,7.81,James,Stegen,PNNL,james.stegen@pnnl.gov,S58,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.78,5,N/A,None,None,Med (30-70%),1-3 cm as described in the protocol,N/A,Sediment difficult to find because it was covered with rocks.,N/A,N/A,FALSE,NA -SSS017,SSS017-3,2022-08-09,1660074630,11:50:30,Pacific Standard Time (UTC-8),10.33,0.07,17.45,0.07,-1.35,-4.77,Measured_10mL,0.972,0.967,0.00155477,120,8,0,8.36,S58,46.6856,-120.6553,46.6858,-120.6551,11:25:00,12:21:00,338715,7.81,James,Stegen,PNNL,james.stegen@pnnl.gov,S58,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.78,5,N/A,None,None,Med (30-70%),1-3 cm as described in the protocol,N/A,Sediment difficult to find because it was covered with rocks.,N/A,N/A,FALSE,NA -SSS018,SSS018-1,2022-08-10,1660146840,07:54:00,Pacific Standard Time (UTC-8),8.96,0.04,13.46,0.02,-0.51,-2.02,Measured_10mL,0.992,0.99,3.12041e-4,120,8,0,8.19,S08,47.0171,-121.1357,47.0174,-121.1355,07:29:00,08:25:00,194819,7.19,James,Stegen,PNNL,james.stegen@pnnl.gov,S08,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Grass",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.48,5,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,"Hot weather. Hard to get to sensors. Large dirt, mostly rocky. Difficult to collect because there is not a lot of sediment in easy to reach places.",N/A,N/A,FALSE,NA -SSS018,SSS018-2,2022-08-10,1660146840,07:54:00,Pacific Standard Time (UTC-8),8.96,0.04,13.46,0.02,-1.6,-6.06,Measured_10mL,0.972,0.967,0.001848671,121,8,0,9.11,S08,47.0171,-121.1357,47.0174,-121.1355,07:29:00,08:25:00,194819,7.19,James,Stegen,PNNL,james.stegen@pnnl.gov,S08,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Grass",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.48,5,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,"Hot weather. Hard to get to sensors. Large dirt, mostly rocky. Difficult to collect because there is not a lot of sediment in easy to reach places.",N/A,N/A,FALSE,NA -SSS018,SSS018-3,2022-08-10,1660146840,07:54:00,Pacific Standard Time (UTC-8),8.96,0.04,13.46,0.02,-0.39,-1.54,Measured_10mL,0.964,0.958,5.08481e-4,120,8,0,7.83,S08,47.0171,-121.1357,47.0174,-121.1355,07:29:00,08:25:00,194819,7.19,James,Stegen,PNNL,james.stegen@pnnl.gov,S08,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Grass",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.48,5,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,"Hot weather. Hard to get to sensors. Large dirt, mostly rocky. Difficult to collect because there is not a lot of sediment in easy to reach places.",N/A,N/A,FALSE,NA -SSS019,SSS019-1,2022-08-10,1660155270,10:14:30,Pacific Standard Time (UTC-8),9.84,0.02,12.24,0.11,-2.87,-10.78,Measured_10mL,0.932,0.915,0.006472513,60,6,0,7.976666667,S03,47.0195,-121.1285,47.0196,-121.1285,09:49:00,10:45:00,605279,8.02,James,Stegen,PNNL,james.stegen@pnnl.gov,S03,NA,NA,Washington,USA,Sunny,Perennial,Needleleaf evergreen tree,Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Silt/mud (<0.0625mm),12.69,2,N/A,Med (30-70%),Med (30-70%),Low (5-30%),1-3 cm as described in the protocol,N/A,Cold and calm water,N/A,N/A,FALSE,NA -SSS019,SSS019-2,2022-08-10,1660155270,10:14:30,Pacific Standard Time (UTC-8),9.84,0.02,12.24,0.11,-5.14,-18.67,Measured_10mL,0.985,0.981,0.005311189,60,6,0,7.656666667,S03,47.0195,-121.1285,47.0196,-121.1285,09:49:00,10:45:00,605279,8.02,James,Stegen,PNNL,james.stegen@pnnl.gov,S03,NA,NA,Washington,USA,Sunny,Perennial,Needleleaf evergreen tree,Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Silt/mud (<0.0625mm),12.69,2,N/A,Med (30-70%),Med (30-70%),Low (5-30%),1-3 cm as described in the protocol,N/A,Cold and calm water,N/A,N/A,FALSE,NA -SSS019,SSS019-3,2022-08-10,1660155270,10:14:30,Pacific Standard Time (UTC-8),9.84,0.02,12.24,0.11,-6.89,-25.35,Measured_10mL,0.967,0.958,0.010686569,60,6,0,8.3,S03,47.0195,-121.1285,47.0196,-121.1285,09:49:00,10:45:00,605279,8.02,James,Stegen,PNNL,james.stegen@pnnl.gov,S03,NA,NA,Washington,USA,Sunny,Perennial,Needleleaf evergreen tree,Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Silt/mud (<0.0625mm),12.69,2,N/A,Med (30-70%),Med (30-70%),Low (5-30%),1-3 cm as described in the protocol,N/A,Cold and calm water,N/A,N/A,FALSE,NA -SSS020,SSS020-1,2022-08-10,1660165770,13:09:30,Pacific Standard Time (UTC-8),9.02,0.07,18.79,0.24,-26.06,-98.57,Measured_10mL,0.983,0.965,0.057927477,10,3,0,7.546666667,T05P,46.9891,-121.0983,46.989,-121.0982,12:44:00,13:40:00,727993,8.29,James,Stegen,PNNL,james.stegen@pnnl.gov,T05P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.16,6,N/A,None,None,None,1-3 cm as described in the protocol,N/A,"Cool, calm water. Slight wind.",N/A,N/A,FALSE,NA -SSS020,SSS020-2,2022-08-10,1660165770,13:09:30,Pacific Standard Time (UTC-8),9.02,0.07,18.79,0.24,-8.84,-33.18,Measured_10mL,1,-9999,-9999,5,2,0,5.276666667,T05P,46.9891,-121.0983,46.989,-121.0982,12:44:00,13:40:00,727993,8.29,James,Stegen,PNNL,james.stegen@pnnl.gov,T05P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.16,6,N/A,None,None,None,1-3 cm as described in the protocol,N/A,"Cool, calm water. Slight wind.",N/A,N/A,FALSE,NA -SSS020,SSS020-3,2022-08-10,1660165770,13:09:30,Pacific Standard Time (UTC-8),9.02,0.07,18.79,0.24,-23.28,-88.98,Measured_10mL,1,-9999,-9999,5,2,0,6.49,T05P,46.9891,-121.0983,46.989,-121.0982,12:44:00,13:40:00,727993,8.29,James,Stegen,PNNL,james.stegen@pnnl.gov,T05P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.16,6,N/A,None,None,None,1-3 cm as described in the protocol,N/A,"Cool, calm water. Slight wind.",N/A,N/A,FALSE,NA -SSS021,SSS021-1,2022-08-11,1660231590,07:26:30,Pacific Standard Time (UTC-8),9.46,0.03,14.94,0.03,-1.29,-5.01,Measured_10mL,0.793,0.758,0.004497829,123,8,0,8.73,S24,47.3543,-121.1082,47.3543,-121.1083,07:01:00,07:57:00,116650,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S24,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.04,5.5,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,"Sunny, hot day. Fast and cool river. Equilibration time went a bit over, due to waiting boat motor batteries to charge before starting incubation.",N/A,N/A,FALSE,NA -SSS021,SSS021-2,2022-08-11,1660231590,07:26:30,Pacific Standard Time (UTC-8),9.46,0.03,14.94,0.03,-2.96,-11.46,Measured_10mL,0.983,0.979,0.003237331,60,6,0,7.81,S24,47.3543,-121.1082,47.3543,-121.1083,07:01:00,07:57:00,116650,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S24,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.04,5.5,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,"Sunny, hot day. Fast and cool river. Equilibration time went a bit over, due to waiting boat motor batteries to charge before starting incubation.",N/A,N/A,FALSE,NA -SSS021,SSS021-3,2022-08-11,1660231590,07:26:30,Pacific Standard Time (UTC-8),9.46,0.03,14.94,0.03,-3.75,-14.33,Measured_10mL,0.972,0.965,0.005303149,60,6,0,8.29,S24,47.3543,-121.1082,47.3543,-121.1083,07:01:00,07:57:00,116650,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S24,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.04,5.5,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,"Sunny, hot day. Fast and cool river. Equilibration time went a bit over, due to waiting boat motor batteries to charge before starting incubation.",N/A,N/A,FALSE,NA -SSS022,SSS022-1,2022-08-11,1660239510,09:38:30,Pacific Standard Time (UTC-8),9.61,0.03,14.6,0.16,-0.88,-3.26,Measured_10mL,0.996,0.995,3.90156e-4,120,8,0,8.503333333,S15,47.4636,-121.1073,47.3636,-121.1072,09:13:00,10:09:00,803484,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S15,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.06,4,N/A,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,N/A,Slightly breezy,N/A,N/A,FALSE,NA -SSS022,SSS022-2,2022-08-11,1660239510,09:38:30,Pacific Standard Time (UTC-8),9.61,0.03,14.6,0.16,-0.99,-3.53,Measured_10mL,0.99,0.988,7.52343e-4,90,7,1,8.286666667,S15,47.4636,-121.1073,47.3636,-121.1072,09:13:00,10:09:00,803484,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S15,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.06,4,N/A,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,N/A,Slightly breezy,N/A,N/A,FALSE,NA -SSS022,SSS022-3,2022-08-11,1660239510,09:38:30,Pacific Standard Time (UTC-8),9.61,0.03,14.6,0.16,-0.73,-2.66,Measured_10mL,0.996,0.995,3.4452e-4,102,7,1,8.64,S15,47.4636,-121.1073,47.3636,-121.1072,09:13:00,10:09:00,803484,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S15,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.06,4,N/A,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,N/A,Slightly breezy,N/A,N/A,FALSE,NA -SSS023,SSS023-1,2022-08-12,1660317450,07:17:30,Pacific Standard Time (UTC-8),6.32,0.03,13.77,0.05,-787.2,-2936.54,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.94,U20,46.8986,-120.6423,46.8986,-120.6423,06:56:00,07:52:00,565200,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,U20,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),14.04,38,N/A,Med (30-70%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,N/A,No GPS location recorded. Latitude and Longitude copied from deployment,N/A,N/A,FALSE,NA -SSS023,SSS023-2,2022-08-12,1660317450,07:17:30,Pacific Standard Time (UTC-8),6.32,0.03,13.77,0.05,-829.2,-3235.01,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.59,U20,46.8986,-120.6423,46.8986,-120.6423,06:56:00,07:52:00,565200,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,U20,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),14.04,38,N/A,Med (30-70%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,N/A,No GPS location recorded. Latitude and Longitude copied from deployment,N/A,N/A,FALSE,NA -SSS023,SSS023-3,2022-08-12,1660317450,07:17:30,Pacific Standard Time (UTC-8),6.32,0.03,13.77,0.05,-449.6,-1691.56,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,4.753333333,U20,46.8986,-120.6423,46.8986,-120.6423,06:56:00,07:52:00,565200,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,U20,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),14.04,38,N/A,Med (30-70%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,N/A,No GPS location recorded. Latitude and Longitude copied from deployment,N/A,N/A,FALSE,NA -SSS024,SSS024-1,2022-08-12,1660319190,07:46:30,Pacific Standard Time (UTC-8),9.08,0.16,17.71,0.17,-464.8,-1740.84,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,4.626666667,W20,46.8331,-120.7125,46.833,-120.7126,07:21:00,08:17:00,700887,7.9,James,Stegen,PNNL,james.stegen@pnnl.gov,W20,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.98,8,N/A,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,Manta left at site and logging data at 15 min intervals.,N/A,N/A,FALSE,NA -SSS024,SSS024-2,2022-08-12,1660319190,07:46:30,Pacific Standard Time (UTC-8),9.08,0.16,17.71,0.17,-554.4,-2084.19,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,3.88,W20,46.8331,-120.7125,46.833,-120.7126,07:21:00,08:17:00,700887,7.9,James,Stegen,PNNL,james.stegen@pnnl.gov,W20,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.98,8,N/A,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,Manta left at site and logging data at 15 min intervals.,N/A,N/A,FALSE,NA -SSS024,SSS024-3,2022-08-12,1660319190,07:46:30,Pacific Standard Time (UTC-8),9.08,0.16,17.71,0.17,-448,-1713.76,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,4.766666667,W20,46.8331,-120.7125,46.833,-120.7126,07:21:00,08:17:00,700887,7.9,James,Stegen,PNNL,james.stegen@pnnl.gov,W20,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.98,8,N/A,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,Manta left at site and logging data at 15 min intervals.,N/A,N/A,FALSE,NA -SSS025,SSS025-1,2022-08-08,1659973950,07:52:30,Pacific Standard Time (UTC-8),6.58,0.25,18.24,0.01,NA,-3555.34,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.006666667,S34R,46.2752,-120.1377,46.2752,-120.1377,07:27:00,08:23:00,182707,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S34R,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),18.3,38.1,N/A,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,N/A,Minidot/HOBO covered in filamentous algae and algae. Manta deployed in pipekit carefully resting on lid because weighted sensor guard was missing and it was deployed facing upstream.,N/A,N/A,FALSE,NA -SSS025,SSS025-2,2022-08-08,1659973950,07:52:30,Pacific Standard Time (UTC-8),6.58,0.25,18.24,0.01,-1000.8,-3631.26,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.16,S34R,46.2752,-120.1377,46.2752,-120.1377,07:27:00,08:23:00,182707,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S34R,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),18.3,38.1,N/A,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,N/A,Minidot/HOBO covered in filamentous algae and algae. Manta deployed in pipekit carefully resting on lid because weighted sensor guard was missing and it was deployed facing upstream.,N/A,N/A,FALSE,NA -SSS025,SSS025-3,2022-08-08,1659973950,07:52:30,Pacific Standard Time (UTC-8),6.58,0.25,18.24,0.01,-1016,-3685.4,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.033333333,S34R,46.2752,-120.1377,46.2752,-120.1377,07:27:00,08:23:00,182707,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S34R,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),18.3,38.1,N/A,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,N/A,Minidot/HOBO covered in filamentous algae and algae. Manta deployed in pipekit carefully resting on lid because weighted sensor guard was missing and it was deployed facing upstream.,N/A,N/A,FALSE,NA -SSS026,SSS026-1,2022-08-08,1659986430,11:20:30,Pacific Standard Time (UTC-8),12.89,0.43,20.46,0.19,-847.2,-3114.61,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.44,S36,46.3147,-120.1991,46.3146,-120.1991,10:55:00,11:51:00,179957,8.83,James,Stegen,PNNL,james.stegen@pnnl.gov,S36,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,21.17,58.42,N/A,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,N/A,No weighted sensor guard on Manta.,N/A,N/A,FALSE,NA -SSS026,SSS026-2,2022-08-08,1659986430,11:20:30,Pacific Standard Time (UTC-8),12.89,0.43,20.46,0.19,-848,-3019.19,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.433333333,S36,46.3147,-120.1991,46.3146,-120.1991,10:55:00,11:51:00,179957,8.83,James,Stegen,PNNL,james.stegen@pnnl.gov,S36,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,21.17,58.42,N/A,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,N/A,No weighted sensor guard on Manta.,N/A,N/A,FALSE,NA -SSS026,SSS026-3,2022-08-08,1659986430,11:20:30,Pacific Standard Time (UTC-8),12.89,0.43,20.46,0.19,-642.4,-2328.29,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,3.146666667,S36,46.3147,-120.1991,46.3146,-120.1991,10:55:00,11:51:00,179957,8.83,James,Stegen,PNNL,james.stegen@pnnl.gov,S36,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,21.17,58.42,N/A,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,N/A,No weighted sensor guard on Manta.,N/A,N/A,FALSE,NA -SSS027,SSS027-1,2022-08-08,1659999690,15:01:30,Pacific Standard Time (UTC-8),9.37,0.08,23.53,0.05,-4.6,-16.97,Measured_10mL,0.993,0.99,0.003817278,30,5,1,7.643333333,S32,46.2354,-120.4197,46.2355,-120.4197,14:36:00,15:32:00,854896,8.28,James,Stegen,PNNL,james.stegen@pnnl.gov,S32,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),23.69,22.86,N/A,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,"No boat motor in all manual chambers. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 077847, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 16:30 to 17:30 to reflect the actual data.",N/A,N/A,FALSE,NA -SSS027,SSS027-2,2022-08-08,1659999690,15:01:30,Pacific Standard Time (UTC-8),9.37,0.08,23.53,0.05,-4.83,-17.58,Measured_10mL,0.995,0.994,0.002809139,62,6,0,8.073333333,S32,46.2354,-120.4197,46.2355,-120.4197,14:36:00,15:32:00,854896,8.28,James,Stegen,PNNL,james.stegen@pnnl.gov,S32,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),23.69,22.86,N/A,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,"No boat motor in all manual chambers. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 077847, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 16:30 to 17:30 to reflect the actual data.",N/A,N/A,FALSE,NA -SSS027,SSS027-3,2022-08-08,1659999690,15:01:30,Pacific Standard Time (UTC-8),9.37,0.08,23.53,0.05,-5.35,-19.64,Measured_10mL,0.995,0.993,0.003618913,30,5,0,7.633333333,S32,46.2354,-120.4197,46.2355,-120.4197,14:36:00,15:32:00,854896,8.28,James,Stegen,PNNL,james.stegen@pnnl.gov,S32,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),23.69,22.86,N/A,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,"No boat motor in all manual chambers. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 077847, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 16:30 to 17:30 to reflect the actual data.",N/A,N/A,FALSE,NA -SSS028,SSS028-1,2022-08-09,1660062630,08:30:30,Pacific Standard Time (UTC-8),8.41,0.03,15.5,0.03,-6.19,-22.3,Measured_10mL,0.992,0.99,0.005206595,30,5,1,8.276666667,S42,46.2902,-120.8717,46.2901,-120.8718,08:05:00,09:01:00,775117,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S42,NA,NA,Washington,USA,"Overcast, Drizzle",Perennial,"Needleleaf evergreen tree, Needleleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.7,NA,N/A,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,Two motor boats in manual chambers at the end of test. Forgot to write serial numbers,N/A,N/A,FALSE,NA -SSS028,SSS028-2,2022-08-09,1660062630,08:30:30,Pacific Standard Time (UTC-8),8.41,0.03,15.5,0.03,-4.27,-15.57,Measured_10mL,0.99,0.986,0.004197973,30,5,1,7.83,S42,46.2902,-120.8717,46.2901,-120.8718,08:05:00,09:01:00,775117,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S42,NA,NA,Washington,USA,"Overcast, Drizzle",Perennial,"Needleleaf evergreen tree, Needleleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.7,NA,N/A,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,Two motor boats in manual chambers at the end of test. Forgot to write serial numbers,N/A,N/A,FALSE,NA -SSS028,SSS028-3,2022-08-09,1660062630,08:30:30,Pacific Standard Time (UTC-8),8.41,0.03,15.5,0.03,-4.38,-15.99,Measured_10mL,0.999,0.998,0.001293992,60,6,0,8.28,S42,46.2902,-120.8717,46.2901,-120.8718,08:05:00,09:01:00,775117,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S42,NA,NA,Washington,USA,"Overcast, Drizzle",Perennial,"Needleleaf evergreen tree, Needleleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.7,NA,N/A,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,Two motor boats in manual chambers at the end of test. Forgot to write serial numbers,N/A,N/A,FALSE,NA -SSS029,SSS029-1,2022-08-09,1660071090,10:51:30,Pacific Standard Time (UTC-8),9.15,0.05,18.19,0.05,-11.82,-42.7,Measured_10mL,0.966,0.949,0.026066752,15,4,0,6.78,S41R,46.3111,-120.7891,46.3111,-120.7891,10:26:00,11:22:00,263695,8.03,James,Stegen,PNNL,james.stegen@pnnl.gov,S41R,NA,NA,Washington,USA,Partly cloudy,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.8,NA,N/A,Med (30-70%),None,None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS029,SSS029-2,2022-08-09,1660071090,10:51:30,Pacific Standard Time (UTC-8),9.15,0.05,18.19,0.05,-8.06,-29.32,Measured_10mL,0.978,0.967,0.014186378,15,4,1,7.256666667,S41R,46.3111,-120.7891,46.3111,-120.7891,10:26:00,11:22:00,263695,8.03,James,Stegen,PNNL,james.stegen@pnnl.gov,S41R,NA,NA,Washington,USA,Partly cloudy,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.8,NA,N/A,Med (30-70%),None,None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS029,SSS029-3,2022-08-09,1660071090,10:51:30,Pacific Standard Time (UTC-8),9.15,0.05,18.19,0.05,-13.4,-49.18,Measured_10mL,0.978,0.967,0.023664976,15,4,0,7.26,S41R,46.3111,-120.7891,46.3111,-120.7891,10:26:00,11:22:00,263695,8.03,James,Stegen,PNNL,james.stegen@pnnl.gov,S41R,NA,NA,Washington,USA,Partly cloudy,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.8,NA,N/A,Med (30-70%),None,None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS030,SSS030-1,2022-08-09,1660081170,13:39:30,Pacific Standard Time (UTC-8),11,0.08,19.71,0.07,-3.87,-13.59,Measured_10mL,0.913,0.895,0.008928477,91,7,0,8.54,S43,46.3656,-120.6704,46.3656,-120.6704,13:14:00,14:10:00,857721,8.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S43,NA,NA,Washington,USA,"Overcast, Warm",Perennial,Broadleaf evergreen tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20,1.5,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS030,SSS030-2,2022-08-09,1660081170,13:39:30,Pacific Standard Time (UTC-8),11,0.08,19.71,0.07,-2.58,-8.92,Measured_10mL,0.998,0.997,0.001067718,60,6,1,8.273333333,S43,46.3656,-120.6704,46.3656,-120.6704,13:14:00,14:10:00,857721,8.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S43,NA,NA,Washington,USA,"Overcast, Warm",Perennial,Broadleaf evergreen tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20,1.5,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS030,SSS030-3,2022-08-09,1660081170,13:39:30,Pacific Standard Time (UTC-8),11,0.08,19.71,0.07,-3.92,-13.78,Measured_10mL,0.991,0.988,0.003604456,30,5,2,8.79,S43,46.3656,-120.6704,46.3656,-120.6704,13:14:00,14:10:00,857721,8.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S43,NA,NA,Washington,USA,"Overcast, Warm",Perennial,Broadleaf evergreen tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20,1.5,N/A,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS031,SSS031-1,2022-08-10,1660144110,07:08:30,Pacific Standard Time (UTC-8),10.38,0.03,9.51,0.01,-1.64,-5.72,Measured_10mL,0.996,0.995,8.3356e-4,90,7,1,8.91,S47R,46.6674,-121.094,46.6212,-121.3025,06:43:00,07:39:00,519482,8.05,James,Stegen,PNNL,james.stegen@pnnl.gov,S47R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),9.54,24,N/A,Med (30-70%),None,None,1-3 cm as described in the protocol,N/A,Added Minidot 856289. It had not motor boat and only incubated for 40min. Lost chamber with Minidot 077847 down the river. Cotton strips bricks were moved about 7 to 10ft downstream of original deployment location. They are currently downstream of Minidot brick by about 5ft and tea infusers are facing downstream. A small pile of gravels have built up immediately behind the bricks. Steph flipped the bricks 90 degrees so tea infusers are now back in contact with river bed. Sensors redeployed immediately downstream of bricks. Double check Manta time in water.,N/A,N/A,FALSE,NA -SSS031,SSS031-2,2022-08-10,1660144110,07:08:30,Pacific Standard Time (UTC-8),10.38,0.03,9.51,0.01,-0.64,-2.31,Measured_10mL,0.94,0.93,0.001103474,120,8,0,8.176666667,S47R,46.6674,-121.094,46.6212,-121.3025,06:43:00,07:39:00,519482,8.05,James,Stegen,PNNL,james.stegen@pnnl.gov,S47R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),9.54,24,N/A,Med (30-70%),None,None,1-3 cm as described in the protocol,N/A,Added Minidot 856289. It had not motor boat and only incubated for 40min. Lost chamber with Minidot 077847 down the river. Cotton strips bricks were moved about 7 to 10ft downstream of original deployment location. They are currently downstream of Minidot brick by about 5ft and tea infusers are facing downstream. A small pile of gravels have built up immediately behind the bricks. Steph flipped the bricks 90 degrees so tea infusers are now back in contact with river bed. Sensors redeployed immediately downstream of bricks. Double check Manta time in water.,N/A,N/A,FALSE,NA -SSS031,SSS031-3,2022-08-10,1660144110,07:08:30,Pacific Standard Time (UTC-8),10.38,0.03,9.51,0.01,-1.35,-4.84,Measured_10mL,0.997,0.997,5.77738e-4,60,6,2,9.286666667,S47R,46.6674,-121.094,46.6212,-121.3025,06:43:00,07:39:00,519482,8.05,James,Stegen,PNNL,james.stegen@pnnl.gov,S47R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),9.54,24,N/A,Med (30-70%),None,None,1-3 cm as described in the protocol,N/A,Added Minidot 856289. It had not motor boat and only incubated for 40min. Lost chamber with Minidot 077847 down the river. Cotton strips bricks were moved about 7 to 10ft downstream of original deployment location. They are currently downstream of Minidot brick by about 5ft and tea infusers are facing downstream. A small pile of gravels have built up immediately behind the bricks. Steph flipped the bricks 90 degrees so tea infusers are now back in contact with river bed. Sensors redeployed immediately downstream of bricks. Double check Manta time in water.,N/A,N/A,FALSE,NA -SSS032,SSS032-1,2022-08-10,1660153110,09:38:30,Pacific Standard Time (UTC-8),11.22,0.02,5.82,0.11,-1.09,-3.76,Measured_10mL,0.966,0.96,0.00139764,120,8,0,7.99,C21,46.6399,-121.2901,46.64,-121.2901,09:13:00,10:09:00,835040,7.46,James,Stegen,PNNL,james.stegen@pnnl.gov,C21,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),6.17,11,N/A,Low (5-30%),None,None,1-3 cm as described in the protocol,N/A,"(BF 2022-08-19) Site Vial ID inccorectly written as SSS003 on metadata sheet, changed to 32 based on that being the only sequential vial missing and the field crew had vial 31 and 33 the same day. (BF 2022-08-23) Date mistyped as 2020, changed it to 2022",N/A,N/A,FALSE,NA -SSS032,SSS032-2,2022-08-10,1660153110,09:38:30,Pacific Standard Time (UTC-8),11.22,0.02,5.82,0.11,-1.02,-3.7,Measured_10mL,0.969,0.963,0.001254497,120,8,0,8.496666667,C21,46.6399,-121.2901,46.64,-121.2901,09:13:00,10:09:00,835040,7.46,James,Stegen,PNNL,james.stegen@pnnl.gov,C21,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),6.17,11,N/A,Low (5-30%),None,None,1-3 cm as described in the protocol,N/A,"(BF 2022-08-19) Site Vial ID inccorectly written as SSS003 on metadata sheet, changed to 32 based on that being the only sequential vial missing and the field crew had vial 31 and 33 the same day. (BF 2022-08-23) Date mistyped as 2020, changed it to 2022",N/A,N/A,FALSE,NA -SSS032,SSS032-3,2022-08-10,1660153110,09:38:30,Pacific Standard Time (UTC-8),11.22,0.02,5.82,0.11,-0.93,-3.26,Measured_10mL,0.934,0.918,0.00205423,60,6,2,7.8,C21,46.6399,-121.2901,46.64,-121.2901,09:13:00,10:09:00,835040,7.46,James,Stegen,PNNL,james.stegen@pnnl.gov,C21,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),6.17,11,N/A,Low (5-30%),None,None,1-3 cm as described in the protocol,N/A,"(BF 2022-08-19) Site Vial ID inccorectly written as SSS003 on metadata sheet, changed to 32 based on that being the only sequential vial missing and the field crew had vial 31 and 33 the same day. (BF 2022-08-23) Date mistyped as 2020, changed it to 2022",N/A,N/A,FALSE,NA -SSS033,SSS033-1,2022-08-10,1660163670,12:34:30,Pacific Standard Time (UTC-8),10.18,0.04,12.1,0.08,-1.43,-5.14,Measured_10mL,0.99,0.988,9.85647e-4,120,8,0,8.066666667,S48R,46.6382,-121.2631,46.6457,-121.2511,12:09:00,13:05:00,645487,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S48R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Multi-channel/Braided,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),12.07,4,N/A,None,None,None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS033,SSS033-2,2022-08-10,1660163670,12:34:30,Pacific Standard Time (UTC-8),10.18,0.04,12.1,0.08,-1.88,-6.74,Measured_10mL,0.996,0.995,9.35441e-4,121,8,0,8.956666667,S48R,46.6382,-121.2631,46.6457,-121.2511,12:09:00,13:05:00,645487,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S48R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Multi-channel/Braided,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),12.07,4,N/A,None,None,None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS033,SSS033-3,2022-08-10,1660163670,12:34:30,Pacific Standard Time (UTC-8),10.18,0.04,12.1,0.08,-1.43,-5.02,Measured_10mL,0.99,0.988,9.9598e-4,120,8,0,8.05,S48R,46.6382,-121.2631,46.6457,-121.2511,12:09:00,13:05:00,645487,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S48R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Multi-channel/Braided,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),12.07,4,N/A,None,None,None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS034,SSS034-1,2022-08-11,1660238850,09:27:30,Pacific Standard Time (UTC-8),9.78,0.01,15.09,0.06,-1.2,-4.3,Measured_10mL,0.984,0.98,0.001154602,90,7,1,8.376666667,S18R,47.3966,-121.0977,47.3966,-121.0978,09:02:00,09:58:00,806577,7.6,James,Stegen,PNNL,james.stegen@pnnl.gov,S18R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.05,34,N/A,None,None,None,1-3 cm as described in the protocol,N/A,"Cotton strips bricks were found angled up out of the water with the tea infusers facing sky. Both the brick and sensors were found in fairly shallow water near the bank. Based on the HOBO pressure date, there were three large flashy events (quick, substantial increase in pressure follow by an almost as quick and large decrease in pressure), that likely flushed and moved the bricks/sensors from their original location.",N/A,N/A,FALSE,NA -SSS034,SSS034-2,2022-08-11,1660238850,09:27:30,Pacific Standard Time (UTC-8),9.78,0.01,15.09,0.06,-1.15,-4.1,Measured_10mL,0.945,0.926,0.002686143,30,5,3,8.44,S18R,47.3966,-121.0977,47.3966,-121.0978,09:02:00,09:58:00,806577,7.6,James,Stegen,PNNL,james.stegen@pnnl.gov,S18R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.05,34,N/A,None,None,None,1-3 cm as described in the protocol,N/A,"Cotton strips bricks were found angled up out of the water with the tea infusers facing sky. Both the brick and sensors were found in fairly shallow water near the bank. Based on the HOBO pressure date, there were three large flashy events (quick, substantial increase in pressure follow by an almost as quick and large decrease in pressure), that likely flushed and moved the bricks/sensors from their original location.",N/A,N/A,FALSE,NA -SSS034,SSS034-3,2022-08-11,1660238850,09:27:30,Pacific Standard Time (UTC-8),9.78,0.01,15.09,0.06,-1.12,-4.02,Measured_10mL,0.99,0.988,7.63242e-4,120,8,0,8.183333333,S18R,47.3966,-121.0977,47.3966,-121.0978,09:02:00,09:58:00,806577,7.6,James,Stegen,PNNL,james.stegen@pnnl.gov,S18R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.05,34,N/A,None,None,None,1-3 cm as described in the protocol,N/A,"Cotton strips bricks were found angled up out of the water with the tea infusers facing sky. Both the brick and sensors were found in fairly shallow water near the bank. Based on the HOBO pressure date, there were three large flashy events (quick, substantial increase in pressure follow by an almost as quick and large decrease in pressure), that likely flushed and moved the bricks/sensors from their original location.",N/A,N/A,FALSE,NA -SSS035,SSS035-1,2022-08-11,1660247970,11:59:30,Pacific Standard Time (UTC-8),8.68,0.04,19.35,0.25,-1.46,-5.28,Measured_10mL,0.941,0.931,0.002491528,120,8,0,9.16,S17R,47.3956,-121.104,47.3955,-121.1038,11:34:00,12:30:00,437318,7.26,James,Stegen,PNNL,james.stegen@pnnl.gov,S17R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),19.57,NA,N/A,Low (5-30%),None,None,1-3 cm as described in the protocol,N/A,"N/A. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 16 mins instead 75 mins for both miniDOT (SNs 856289, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 13:10 to 14:10 to reflect the actual data.",N/A,N/A,FALSE,NA -SSS035,SSS035-2,2022-08-11,1660247970,11:59:30,Pacific Standard Time (UTC-8),8.68,0.04,19.35,0.25,-1.36,-4.86,Measured_10mL,0.994,0.993,7.05737e-4,120,8,0,8.41,S17R,47.3956,-121.104,47.3955,-121.1038,11:34:00,12:30:00,437318,7.26,James,Stegen,PNNL,james.stegen@pnnl.gov,S17R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),19.57,NA,N/A,Low (5-30%),None,None,1-3 cm as described in the protocol,N/A,"N/A. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 16 mins instead 75 mins for both miniDOT (SNs 856289, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 13:10 to 14:10 to reflect the actual data.",N/A,N/A,FALSE,NA -SSS035,SSS035-3,2022-08-11,1660247970,11:59:30,Pacific Standard Time (UTC-8),8.68,0.04,19.35,0.25,-1.12,-4.03,Measured_10mL,0.914,0.899,0.002339499,120,8,0,8.406666667,S17R,47.3956,-121.104,47.3955,-121.1038,11:34:00,12:30:00,437318,7.26,James,Stegen,PNNL,james.stegen@pnnl.gov,S17R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),19.57,NA,N/A,Low (5-30%),None,None,1-3 cm as described in the protocol,N/A,"N/A. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 16 mins instead 75 mins for both miniDOT (SNs 856289, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 13:10 to 14:10 to reflect the actual data.",N/A,N/A,FALSE,NA -SSS036,SSS036-1,2022-08-12,1660317510,07:18:30,Pacific Standard Time (UTC-8),8.6,0.01,16.69,0.03,-12.36,-44.74,Measured_10mL,0.888,0.776,0.073131034,10,3,0,6.723333333,W10,46.8674,-120.7743,46.8676,-120.7744,06:54:00,07:50:00,909143,7.74,James,Stegen,PNNL,james.stegen@pnnl.gov,W10,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.79,16,N/A,High (>70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,Sensors redeployed next to Manta which is being deployed long-term at the site. Manta for RC3 kicked up a lot of sediment around 8:43 am while doing depth transects. This data should be removed.,N/A,N/A,FALSE,NA -SSS036,SSS036-2,2022-08-12,1660317510,07:18:30,Pacific Standard Time (UTC-8),8.6,0.01,16.69,0.03,-13.02,-47.31,Measured_10mL,0.902,0.805,0.071398983,10,3,0,7.02,W10,46.8674,-120.7743,46.8676,-120.7744,06:54:00,07:50:00,909143,7.74,James,Stegen,PNNL,james.stegen@pnnl.gov,W10,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.79,16,N/A,High (>70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,Sensors redeployed next to Manta which is being deployed long-term at the site. Manta for RC3 kicked up a lot of sediment around 8:43 am while doing depth transects. This data should be removed.,N/A,N/A,FALSE,NA -SSS036,SSS036-3,2022-08-12,1660317510,07:18:30,Pacific Standard Time (UTC-8),8.6,0.01,16.69,0.03,-15.34,-54.98,Measured_10mL,0.961,0.941,0.036580626,15,4,0,7.496666667,W10,46.8674,-120.7743,46.8676,-120.7744,06:54:00,07:50:00,909143,7.74,James,Stegen,PNNL,james.stegen@pnnl.gov,W10,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.79,16,N/A,High (>70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,N/A,Sensors redeployed next to Manta which is being deployed long-term at the site. Manta for RC3 kicked up a lot of sediment around 8:43 am while doing depth transects. This data should be removed.,N/A,N/A,FALSE,NA -SSS037,SSS037-1,2022-08-08,1659981210,09:53:30,Pacific Standard Time (UTC-8),9.71,0.04,14.2,0.24,-3.76,-13.97,Measured_10mL,0.996,0.993,0.002926507,15,4,1,7.973333333,S39,46.0168,-120.6496,46.0167,-120.6497,09:28:00,10:24:00,179470,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S39,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.69,15,N/A,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,Barotroll was moved slightly because the original branch it was on broke,N/A,N/A,FALSE,NA -SSS037,SSS037-2,2022-08-08,1659981210,09:53:30,Pacific Standard Time (UTC-8),9.71,0.04,14.2,0.24,-5.52,-19.99,Measured_10mL,0.998,0.997,0.002218727,60,6,0,8.216666667,S39,46.0168,-120.6496,46.0167,-120.6497,09:28:00,10:24:00,179470,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S39,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.69,15,N/A,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,Barotroll was moved slightly because the original branch it was on broke,N/A,N/A,FALSE,NA -SSS037,SSS037-3,2022-08-08,1659981210,09:53:30,Pacific Standard Time (UTC-8),9.71,0.04,14.2,0.24,-2.96,-10.77,Measured_10mL,0.986,0.983,0.002889142,60,6,1,8.166666667,S39,46.0168,-120.6496,46.0167,-120.6497,09:28:00,10:24:00,179470,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S39,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.69,15,N/A,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,Barotroll was moved slightly because the original branch it was on broke,N/A,N/A,FALSE,NA -SSS038,SSS038-1,2022-08-08,1659989670,12:14:30,Pacific Standard Time (UTC-8),5.45,0.03,15.2,0.02,-2.62,-9.63,Measured_10mL,0.986,0.983,0.002312332,89,7,0,8.023333333,S38,46.029,-120.6364,46.0291,-120.6365,11:49:00,12:45:00,681364,7.27,James,Stegen,PNNL,james.stegen@pnnl.gov,S38,NA,NA,Washington,USA,"Sunny, Site completely shaded",Perennial,"Broadleaf evergreen tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.34,6,N/A,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,N/A,Very low flow,N/A,N/A,FALSE,NA -SSS038,SSS038-2,2022-08-08,1659989670,12:14:30,Pacific Standard Time (UTC-8),5.45,0.03,15.2,0.02,-3.11,-11.29,Measured_10mL,0.99,0.988,0.002588841,60,6,0,7.73,S38,46.029,-120.6364,46.0291,-120.6365,11:49:00,12:45:00,681364,7.27,James,Stegen,PNNL,james.stegen@pnnl.gov,S38,NA,NA,Washington,USA,"Sunny, Site completely shaded",Perennial,"Broadleaf evergreen tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.34,6,N/A,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,N/A,Very low flow,N/A,N/A,FALSE,NA -SSS038,SSS038-3,2022-08-08,1659989670,12:14:30,Pacific Standard Time (UTC-8),5.45,0.03,15.2,0.02,-4.08,-14.81,Measured_10mL,0.999,0.999,0.001174562,29,5,1,7.726666667,S38,46.029,-120.6364,46.0291,-120.6365,11:49:00,12:45:00,681364,7.27,James,Stegen,PNNL,james.stegen@pnnl.gov,S38,NA,NA,Washington,USA,"Sunny, Site completely shaded",Perennial,"Broadleaf evergreen tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.34,6,N/A,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,N/A,Very low flow,N/A,N/A,FALSE,NA -SSS039,SSS039-1,2022-08-08,1659995670,13:54:30,Pacific Standard Time (UTC-8),9.35,0.07,18.3,0.24,-2.1,-8.47,Measured_10mL,0.996,0.995,9.22861e-4,120,8,0,8.41,S37,46.0284,-120.6115,46.0285,-120.6114,13:29:00,14:25:00,750289,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S37,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.35,20,N/A,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,(BF 2022-03-01) Manta had good data after the recorded manta end time. The end time was estimated based on the data and was double checked visually.,N/A,N/A,FALSE,NA -SSS039,SSS039-2,2022-08-08,1659995670,13:54:30,Pacific Standard Time (UTC-8),9.35,0.07,18.3,0.24,-2.87,-10.57,Measured_10mL,0.957,0.946,0.005069792,75,7,0,8.256666667,S37,46.0284,-120.6115,46.0285,-120.6114,13:29:00,14:25:00,750289,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S37,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.35,20,N/A,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,(BF 2022-03-01) Manta had good data after the recorded manta end time. The end time was estimated based on the data and was double checked visually.,N/A,N/A,FALSE,NA -SSS039,SSS039-3,2022-08-08,1659995670,13:54:30,Pacific Standard Time (UTC-8),9.35,0.07,18.3,0.24,-1.91,-7.19,Measured_10mL,0.976,0.971,0.002058189,120,8,0,8.173333333,S37,46.0284,-120.6115,46.0285,-120.6114,13:29:00,14:25:00,750289,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S37,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.35,20,N/A,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,(BF 2022-03-01) Manta had good data after the recorded manta end time. The end time was estimated based on the data and was double checked visually.,N/A,N/A,FALSE,NA -SSS040,SSS040-1,2022-08-09,1660063590,08:46:30,Pacific Standard Time (UTC-8),10.28,0.02,11.9,0.04,-2.49,-8.88,Measured_10mL,0.995,0.995,0.001256658,90,7,0,8.603333333,S54,46.6833,-120.9404,46.6833,-120.9404,08:21:00,09:17:00,310845,7.42,James,Stegen,PNNL,james.stegen@pnnl.gov,S54,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Needleleaf evergreen tree, Shrub",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),11.86,12,N/A,None,Low (5-30%),None,1-3 cm as described in the protocol,N/A,Hobo might not be logging. It was relaunched because could not tell if deployed. Lupita made sure it was GMT-08 and did not change logging interval. Minidot serial numbers were missing on metadata hard copy. ML/DJD copied Minidot serial numbers from LP/PR previous metadata sheet.,N/A,N/A,FALSE,NA -SSS040,SSS040-2,2022-08-09,1660063590,08:46:30,Pacific Standard Time (UTC-8),10.28,0.02,11.9,0.04,-1.67,-6.06,Measured_10mL,0.974,0.969,0.001861341,120,8,0,7.973333333,S54,46.6833,-120.9404,46.6833,-120.9404,08:21:00,09:17:00,310845,7.42,James,Stegen,PNNL,james.stegen@pnnl.gov,S54,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Needleleaf evergreen tree, Shrub",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),11.86,12,N/A,None,Low (5-30%),None,1-3 cm as described in the protocol,N/A,Hobo might not be logging. It was relaunched because could not tell if deployed. Lupita made sure it was GMT-08 and did not change logging interval. Minidot serial numbers were missing on metadata hard copy. ML/DJD copied Minidot serial numbers from LP/PR previous metadata sheet.,N/A,N/A,FALSE,NA -SSS040,SSS040-3,2022-08-09,1660063590,08:46:30,Pacific Standard Time (UTC-8),10.28,0.02,11.9,0.04,-1.47,-5.3,Measured_10mL,0.966,0.96,0.001880864,120,8,0,8.943333333,S54,46.6833,-120.9404,46.6833,-120.9404,08:21:00,09:17:00,310845,7.42,James,Stegen,PNNL,james.stegen@pnnl.gov,S54,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Needleleaf evergreen tree, Shrub",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),11.86,12,N/A,None,Low (5-30%),None,1-3 cm as described in the protocol,N/A,Hobo might not be logging. It was relaunched because could not tell if deployed. Lupita made sure it was GMT-08 and did not change logging interval. Minidot serial numbers were missing on metadata hard copy. ML/DJD copied Minidot serial numbers from LP/PR previous metadata sheet.,N/A,N/A,FALSE,NA -SSS041,SSS041-1,2022-08-09,1660070190,10:36:30,Pacific Standard Time (UTC-8),10.46,0.03,13.86,0.13,-3.72,-13.24,Measured_10mL,0.993,0.991,0.002691869,60,6,0,7.866666667,S49R,46.7239,-120.8135,46.7242,-120.8134,10:11:00,11:07:00,912877,7.43,James,Stegen,PNNL,james.stegen@pnnl.gov,S49R,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.12,6,N/A,None,Med (30-70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS041,SSS041-2,2022-08-09,1660070190,10:36:30,Pacific Standard Time (UTC-8),10.46,0.03,13.86,0.13,-4.56,-16.21,Measured_10mL,0.963,0.95,0.008643563,30,5,2,8.266666667,S49R,46.7239,-120.8135,46.7242,-120.8134,10:11:00,11:07:00,912877,7.43,James,Stegen,PNNL,james.stegen@pnnl.gov,S49R,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.12,6,N/A,None,Med (30-70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS041,SSS041-3,2022-08-09,1660070190,10:36:30,Pacific Standard Time (UTC-8),10.46,0.03,13.86,0.13,-2.73,-9.74,Measured_10mL,0.924,0.905,0.006516447,60,6,0,7.793333333,S49R,46.7239,-120.8135,46.7242,-120.8134,10:11:00,11:07:00,912877,7.43,James,Stegen,PNNL,james.stegen@pnnl.gov,S49R,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.12,6,N/A,None,Med (30-70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS042,SSS042-1,2022-08-09,1660078410,12:53:30,Pacific Standard Time (UTC-8),9.99,0.09,15.94,0.03,-1.37,-4.78,Measured_10mL,0.993,0.992,8.52425e-4,90,7,1,8.123333333,S51,46.7298,-120.8041,46.7301,-120.8038,12:28:00,13:24:00,424713,8.09,James,Stegen,PNNL,james.stegen@pnnl.gov,S51,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.89,20,N/A,None,Med (30-70%),None,1-3 cm as described in the protocol,N/A,"HOBO/Minidot deployed about 1ft away from original spot because the water level seemed to have dropped. (BF 2022-08-25) Date mistakelnly entered at 2022-09-08, I changed it to 2022-08-09",N/A,N/A,FALSE,NA -SSS042,SSS042-2,2022-08-09,1660078410,12:53:30,Pacific Standard Time (UTC-8),9.99,0.09,15.94,0.03,-1.6,-5.63,Measured_10mL,0.979,0.975,0.001733612,90,7,1,8.95,S51,46.7298,-120.8041,46.7301,-120.8038,12:28:00,13:24:00,424713,8.09,James,Stegen,PNNL,james.stegen@pnnl.gov,S51,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.89,20,N/A,None,Med (30-70%),None,1-3 cm as described in the protocol,N/A,"HOBO/Minidot deployed about 1ft away from original spot because the water level seemed to have dropped. (BF 2022-08-25) Date mistakelnly entered at 2022-09-08, I changed it to 2022-08-09",N/A,N/A,FALSE,NA -SSS042,SSS042-3,2022-08-09,1660078410,12:53:30,Pacific Standard Time (UTC-8),9.99,0.09,15.94,0.03,-1.04,-3.73,Measured_10mL,0.968,0.96,0.001560665,60,6,2,8.226666667,S51,46.7298,-120.8041,46.7301,-120.8038,12:28:00,13:24:00,424713,8.09,James,Stegen,PNNL,james.stegen@pnnl.gov,S51,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.89,20,N/A,None,Med (30-70%),None,1-3 cm as described in the protocol,N/A,"HOBO/Minidot deployed about 1ft away from original spot because the water level seemed to have dropped. (BF 2022-08-25) Date mistakelnly entered at 2022-09-08, I changed it to 2022-08-09",N/A,N/A,FALSE,NA -SSS043,SSS043-1,2022-08-10,1660147050,07:57:30,Pacific Standard Time (UTC-8),8.83,0.03,16.25,0.08,-1.87,-6.86,Measured_10mL,0.982,0.978,0.001903108,90,7,1,7.85,S11,46.9006,-121.2466,46.9005,-121.2468,07:32:00,08:28:00,177943,6.92,James,Stegen,PNNL,james.stegen@pnnl.gov,S11,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.25,31,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS043,SSS043-2,2022-08-10,1660147050,07:57:30,Pacific Standard Time (UTC-8),8.83,0.03,16.25,0.08,-2.05,-7.5,Measured_10mL,0.989,0.986,0.00182528,60,6,2,8.75,S11,46.9006,-121.2466,46.9005,-121.2468,07:32:00,08:28:00,177943,6.92,James,Stegen,PNNL,james.stegen@pnnl.gov,S11,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.25,31,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS043,SSS043-3,2022-08-10,1660147050,07:57:30,Pacific Standard Time (UTC-8),8.83,0.03,16.25,0.08,-1.33,-4.79,Measured_10mL,0.847,0.822,0.003853614,120,8,0,7.936666667,S11,46.9006,-121.2466,46.9005,-121.2468,07:32:00,08:28:00,177943,6.92,James,Stegen,PNNL,james.stegen@pnnl.gov,S11,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.25,31,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS044,SSS044-1,2022-08-10,1660156830,10:40:30,Pacific Standard Time (UTC-8),9.29,0.03,17.03,0.26,-2.29,-8.09,Measured_10mL,0.953,0.943,0.003793666,90,7,0,8.33,S02,46.9754,-121.158,46.9755,-121.158,10:15:00,11:11:00,593062,7.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S02,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.5,22,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,"(BF 2022-08-23) Date mistyped as 2020, changed it to 2022",N/A,N/A,FALSE,NA -SSS044,SSS044-2,2022-08-10,1660156830,10:40:30,Pacific Standard Time (UTC-8),9.29,0.03,17.03,0.26,-1.99,-7.1,Measured_10mL,0.988,0.986,0.00161858,90,7,0,7.876666667,S02,46.9754,-121.158,46.9755,-121.158,10:15:00,11:11:00,593062,7.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S02,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.5,22,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,"(BF 2022-08-23) Date mistyped as 2020, changed it to 2022",N/A,N/A,FALSE,NA -SSS044,SSS044-3,2022-08-10,1660156830,10:40:30,Pacific Standard Time (UTC-8),9.29,0.03,17.03,0.26,-1.7,-6.14,Measured_10mL,0.983,0.98,0.001505793,120,8,0,8.456666667,S02,46.9754,-121.158,46.9755,-121.158,10:15:00,11:11:00,593062,7.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S02,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.5,22,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,"(BF 2022-08-23) Date mistyped as 2020, changed it to 2022",N/A,N/A,FALSE,NA -SSS045,SSS045-1,2022-08-10,1660163460,12:31:00,Pacific Standard Time (UTC-8),9.91,0.03,14.91,0.12,-1.76,-6.33,Measured_10mL,0.993,0.992,0.00121242,60,6,1,7.953333333,S01,46.976,-121.1579,46.976,-121.1579,12:06:00,13:02:00,236120,7.61,James,Stegen,PNNL,james.stegen@pnnl.gov,S01,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf evergreen tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.49,6,N/A,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS045,SSS045-2,2022-08-10,1660163460,12:31:00,Pacific Standard Time (UTC-8),9.91,0.03,14.91,0.12,-2.35,-8.59,Measured_10mL,0.985,0.982,0.002129343,102,7,0,8.926666667,S01,46.976,-121.1579,46.976,-121.1579,12:06:00,13:02:00,236120,7.61,James,Stegen,PNNL,james.stegen@pnnl.gov,S01,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf evergreen tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.49,6,N/A,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS045,SSS045-3,2022-08-10,1660163460,12:31:00,Pacific Standard Time (UTC-8),9.91,0.03,14.91,0.12,-1.91,-6.95,Measured_10mL,0.983,0.981,0.001680251,120,8,0,8.07,S01,46.976,-121.1579,46.976,-121.1579,12:06:00,13:02:00,236120,7.61,James,Stegen,PNNL,james.stegen@pnnl.gov,S01,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf evergreen tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.49,6,N/A,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS046,SSS046-1,2022-08-11,1660233150,07:52:30,Pacific Standard Time (UTC-8),9.11,0.07,17.61,0.11,-5.71,-20.56,Measured_10mL,0.999,0.998,0.001890283,30,5,1,8.223333333,S22RR,47.1683,-120.8346,47.1683,-120.8345,07:27:00,08:23:00,805101,6.94,James,Stegen,PNNL,james.stegen@pnnl.gov,S22RR,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.72,5,N/A,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,Cotton strips were moved and on their side. They were placed facing down again.,N/A,N/A,FALSE,NA -SSS046,SSS046-2,2022-08-11,1660233150,07:52:30,Pacific Standard Time (UTC-8),9.11,0.07,17.61,0.11,-13.72,-49.41,Measured_10mL,0.856,0.784,0.066270154,15,4,0,7.44,S22RR,47.1683,-120.8346,47.1683,-120.8345,07:27:00,08:23:00,805101,6.94,James,Stegen,PNNL,james.stegen@pnnl.gov,S22RR,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.72,5,N/A,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,Cotton strips were moved and on their side. They were placed facing down again.,N/A,N/A,FALSE,NA -SSS046,SSS046-3,2022-08-11,1660233150,07:52:30,Pacific Standard Time (UTC-8),9.11,0.07,17.61,0.11,-6.42,-23.47,Measured_10mL,0.675,0.566,0.042888996,29,5,0,7.8,S22RR,47.1683,-120.8346,47.1683,-120.8345,07:27:00,08:23:00,805101,6.94,James,Stegen,PNNL,james.stegen@pnnl.gov,S22RR,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.72,5,N/A,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,N/A,Cotton strips were moved and on their side. They were placed facing down again.,N/A,N/A,FALSE,NA -SSS047,SSS047-1,2022-08-11,1660241070,10:04:30,Pacific Standard Time (UTC-8),9.82,0.02,13.78,0.02,-15.28,-55.84,Measured_10mL,1,-9999,-9999,5,2,0,5.586666667,S23,47.1857,-120.9213,47.1858,-120.9214,09:39:00,10:35:00,911336,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,S23,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.67,30,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS047,SSS047-2,2022-08-11,1660241070,10:04:30,Pacific Standard Time (UTC-8),9.82,0.02,13.78,0.02,-38.28,-139.47,Measured_10mL,1,-9999,-9999,5,2,0,5.006666667,S23,47.1857,-120.9213,47.1858,-120.9214,09:39:00,10:35:00,911336,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,S23,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.67,30,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS047,SSS047-3,2022-08-11,1660241070,10:04:30,Pacific Standard Time (UTC-8),9.82,0.02,13.78,0.02,-15.44,-57.78,Measured_10mL,1,-9999,-9999,5,2,0,6.326666667,S23,47.1857,-120.9213,47.1858,-120.9214,09:39:00,10:35:00,911336,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,S23,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.67,30,N/A,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS048,SSS048-1,2022-08-11,1660251210,12:53:30,Pacific Standard Time (UTC-8),8.86,0.05,21.68,0.29,-3.01,-10.77,Measured_10mL,0.961,0.951,0.005050317,60,6,1,8.36,S29,47.0822,-120.7334,47.082,-120.7342,12:28:00,13:24:00,197185,7.58,James,Stegen,PNNL,james.stegen@pnnl.gov,S29,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),21.64,15,N/A,Med (30-70%),High (>70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS048,SSS048-2,2022-08-11,1660251210,12:53:30,Pacific Standard Time (UTC-8),8.86,0.05,21.68,0.29,-2.83,-10.1,Measured_10mL,0.988,0.986,0.002284918,90,7,0,8.266666667,S29,47.0822,-120.7334,47.082,-120.7342,12:28:00,13:24:00,197185,7.58,James,Stegen,PNNL,james.stegen@pnnl.gov,S29,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),21.64,15,N/A,Med (30-70%),High (>70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA -SSS048,SSS048-3,2022-08-11,1660251210,12:53:30,Pacific Standard Time (UTC-8),8.86,0.05,21.68,0.29,-2.35,-8.33,Measured_10mL,0.986,0.983,0.002108846,100,7,0,8.393333333,S29,47.0822,-120.7334,47.082,-120.7342,12:28:00,13:24:00,197185,7.58,James,Stegen,PNNL,james.stegen@pnnl.gov,S29,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),21.64,15,N/A,Med (30-70%),High (>70%),None,1-3 cm as described in the protocol,N/A,NA,N/A,N/A,FALSE,NA +SSS001,SSS001-1,2022-08-08,1659979110,09:18:30,Pacific Standard Time (UTC-8),9.75,0.05,15.84,0.34,-564.8,-2236.81,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,3.793333333,S63,46.0417,-120.5731,46.0418,-120.5729,08:53:00,09:49:00,654896,8.18,James,Stegen,PNNL,james.stegen@pnnl.gov,S63,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.33,41,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS001,SSS001-2,2022-08-08,1659979110,09:18:30,Pacific Standard Time (UTC-8),9.75,0.05,15.84,0.34,-1012.4,-3827.24,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.063333333,S63,46.0417,-120.5731,46.0418,-120.5729,08:53:00,09:49:00,654896,8.18,James,Stegen,PNNL,james.stegen@pnnl.gov,S63,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.33,41,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS001,SSS001-3,2022-08-08,1659979110,09:18:30,Pacific Standard Time (UTC-8),9.75,0.05,15.84,0.34,-1006.8,-3800.03,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.11,S63,46.0417,-120.5731,46.0418,-120.5729,08:53:00,09:49:00,654896,8.18,James,Stegen,PNNL,james.stegen@pnnl.gov,S63,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.33,41,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS002,SSS002-1,2022-08-08,1659986610,11:23:30,Pacific Standard Time (UTC-8),10.06,0.02,20.57,0.33,-1.6,-5.81,Measured_10mL,0.994,0.993,8.32799e-4,120,8,0,8.553333333,S30R,46.0959,-120.5476,46.096,-120.5474,10:58:00,11:54:00,809246,8.45,James,Stegen,PNNL,james.stegen@pnnl.gov,S30R,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.58,7.5,NA,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS002,SSS002-2,2022-08-08,1659986610,11:23:30,Pacific Standard Time (UTC-8),10.06,0.02,20.57,0.33,-1.5,-5.53,Measured_10mL,0.962,0.956,0.002030142,120,8,0,8.31,S30R,46.0959,-120.5476,46.096,-120.5474,10:58:00,11:54:00,809246,8.45,James,Stegen,PNNL,james.stegen@pnnl.gov,S30R,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.58,7.5,NA,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS002,SSS002-3,2022-08-08,1659986610,11:23:30,Pacific Standard Time (UTC-8),10.06,0.02,20.57,0.33,-2.02,-7.38,Measured_10mL,0.993,0.992,0.001123398,110,8,0,8.753333333,S30R,46.0959,-120.5476,46.096,-120.5474,10:58:00,11:54:00,809246,8.45,James,Stegen,PNNL,james.stegen@pnnl.gov,S30R,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.58,7.5,NA,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS003,SSS003-1,2022-08-08,1659994650,13:37:30,Pacific Standard Time (UTC-8),9.02,0.04,20.46,0.15,-9.82,-37.2,Measured_10mL,0.986,0.98,0.013564988,15,4,0,7.173333333,S31,46.2059,-120.4811,46.2059,-120.4809,13:12:00,14:08:00,417508,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S31,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.47,9.5,NA,Med (30-70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS003,SSS003-2,2022-08-08,1659994650,13:37:30,Pacific Standard Time (UTC-8),9.02,0.04,20.46,0.15,-8.3,-31.44,Measured_10mL,0.977,0.966,0.01493125,15,4,0,7.136666667,S31,46.2059,-120.4811,46.2059,-120.4809,13:12:00,14:08:00,417508,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S31,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.47,9.5,NA,Med (30-70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS003,SSS003-3,2022-08-08,1659994650,13:37:30,Pacific Standard Time (UTC-8),9.02,0.04,20.46,0.15,-17.77,-67.87,Measured_10mL,1,-9999,-9999,6,2,0,6.206666667,S31,46.2059,-120.4811,46.2059,-120.4809,13:12:00,14:08:00,417508,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S31,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20.47,9.5,NA,Med (30-70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS004,SSS004-1,2022-08-09,1660062990,08:36:30,Pacific Standard Time (UTC-8),9.04,0.05,17.86,0.04,-772.4,-3048.94,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,2.063333333,S55N,46.6659,-120.8161,46.6659,-120.8161,08:11:00,09:07:00,553257,7.82,James,Stegen,PNNL,james.stegen@pnnl.gov,S55N,NA,NA,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.9,10,NA,Low (5-30%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS004,SSS004-2,2022-08-09,1660062990,08:36:30,Pacific Standard Time (UTC-8),9.04,0.05,17.86,0.04,-761.6,-2965.18,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,2.153333333,S55N,46.6659,-120.8161,46.6659,-120.8161,08:11:00,09:07:00,553257,7.82,James,Stegen,PNNL,james.stegen@pnnl.gov,S55N,NA,NA,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.9,10,NA,Low (5-30%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS004,SSS004-3,2022-08-09,1660062990,08:36:30,Pacific Standard Time (UTC-8),9.04,0.05,17.86,0.04,-822.8,-3263.52,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.643333333,S55N,46.6659,-120.8161,46.6659,-120.8161,08:11:00,09:07:00,553257,7.82,James,Stegen,PNNL,james.stegen@pnnl.gov,S55N,NA,NA,Washington,USA,Overcast,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.9,10,NA,Low (5-30%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS005,SSS005-1,2022-08-09,1660072470,11:14:30,Pacific Standard Time (UTC-8),9.47,0.06,17.54,0.04,-1.25,-4.7,Measured_10mL,0.995,0.994,5.96277e-4,120,8,0,8.466666667,S57,NA,NA,46.5813,-120.4613,10:49:00,11:45:00,257901,7.73,James,Stegen,PNNL,james.stegen@pnnl.gov,S57,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),17.66,5,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,No sediment latitude and longitude. Sediment samples were taken from under the bridge,NA,NA,FALSE,NA +SSS005,SSS005-2,2022-08-09,1660072470,11:14:30,Pacific Standard Time (UTC-8),9.47,0.06,17.54,0.04,-1.09,-4.13,Measured_10mL,0.992,0.99,7.43643e-4,120,8,0,8.88,S57,NA,NA,46.5813,-120.4613,10:49:00,11:45:00,257901,7.73,James,Stegen,PNNL,james.stegen@pnnl.gov,S57,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),17.66,5,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,No sediment latitude and longitude. Sediment samples were taken from under the bridge,NA,NA,FALSE,NA +SSS005,SSS005-3,2022-08-09,1660072470,11:14:30,Pacific Standard Time (UTC-8),9.47,0.06,17.54,0.04,-1.08,-4.16,Measured_10mL,0.987,0.985,8.24775e-4,120,8,0,8.51,S57,NA,NA,46.5813,-120.4613,10:49:00,11:45:00,257901,7.73,James,Stegen,PNNL,james.stegen@pnnl.gov,S57,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),17.66,5,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,No sediment latitude and longitude. Sediment samples were taken from under the bridge,NA,NA,FALSE,NA +SSS006,SSS006-1,2022-08-09,1660081470,13:44:30,Pacific Standard Time (UTC-8),9.81,0.15,19.43,0.02,-15.12,-58.23,Measured_10mL,1,-9999,-9999,5,2,0,5.22,S56N,46.6218,-120.6206,46.6218,-120.6207,13:19:00,14:15:00,936810,8.59,James,Stegen,PNNL,james.stegen@pnnl.gov,S56N,NA,NA,Washington,USA,Overcast,Perennial,Shrub,Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Sand,19.52,38,NA,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS006,SSS006-2,2022-08-09,1660081470,13:44:30,Pacific Standard Time (UTC-8),9.81,0.15,19.43,0.02,-14.96,-57.26,Measured_10mL,1,-9999,-9999,5,2,0,6.083333333,S56N,46.6218,-120.6206,46.6218,-120.6207,13:19:00,14:15:00,936810,8.59,James,Stegen,PNNL,james.stegen@pnnl.gov,S56N,NA,NA,Washington,USA,Overcast,Perennial,Shrub,Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Sand,19.52,38,NA,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS006,SSS006-3,2022-08-09,1660081470,13:44:30,Pacific Standard Time (UTC-8),9.81,0.15,19.43,0.02,-24.04,-91.7,Measured_10mL,1,-9999,-9999,5,2,0,5.573333333,S56N,46.6218,-120.6206,46.6218,-120.6207,13:19:00,14:15:00,936810,8.59,James,Stegen,PNNL,james.stegen@pnnl.gov,S56N,NA,NA,Washington,USA,Overcast,Perennial,Shrub,Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Sand,19.52,38,NA,Med (30-70%),Low (5-30%),Med (30-70%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS007,SSS007-1,2022-08-10,1660144530,07:15:30,Pacific Standard Time (UTC-8),9.67,0.01,13.61,0.02,-1.53,-5.6,Measured_10mL,0.986,0.984,0.001238428,120,8,0,8.89,S53,46.6646,-121.1237,46.6647,-121.1232,06:50:00,07:46:00,165317,8.04,James,Stegen,PNNL,james.stegen@pnnl.gov,S53,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.63,9,NA,Low (5-30%),None,Med (30-70%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS007,SSS007-2,2022-08-10,1660144530,07:15:30,Pacific Standard Time (UTC-8),9.67,0.01,13.61,0.02,-0.86,-3.22,Measured_10mL,0.969,0.963,0.00105615,120,8,0,8.26,S53,46.6646,-121.1237,46.6647,-121.1232,06:50:00,07:46:00,165317,8.04,James,Stegen,PNNL,james.stegen@pnnl.gov,S53,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.63,9,NA,Low (5-30%),None,Med (30-70%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS007,SSS007-3,2022-08-10,1660144530,07:15:30,Pacific Standard Time (UTC-8),9.67,0.01,13.61,0.02,-2.14,-7.91,Measured_10mL,0.997,0.997,9.21528e-4,90,7,0,9.07,S53,46.6646,-121.1237,46.6647,-121.1232,06:50:00,07:46:00,165317,8.04,James,Stegen,PNNL,james.stegen@pnnl.gov,S53,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.63,9,NA,Low (5-30%),None,Med (30-70%),1-3 cm as described in the protocol,NA,NA,NA,NA,TRUE,NA +SSS008,SSS008-1,2022-08-10,1660152030,09:20:30,Pacific Standard Time (UTC-8),9.43,0.01,13.16,0.04,-954.4,-3824.62,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.546666667,S52,46.6592,-121.0893,46.6592,-121.0892,08:51:00,09:47:00,718228,7.76,James,Stegen,PNNL,james.stegen@pnnl.gov,S52,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),13.29,13,NA,Med (30-70%),Med (30-70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS008,SSS008-2,2022-08-10,1660152030,09:20:30,Pacific Standard Time (UTC-8),9.43,0.01,13.16,0.04,-1016,-3976.99,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.033333333,S52,46.6592,-121.0893,46.6592,-121.0892,08:51:00,09:47:00,718228,7.76,James,Stegen,PNNL,james.stegen@pnnl.gov,S52,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),13.29,13,NA,Med (30-70%),Med (30-70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS008,SSS008-3,2022-08-10,1660152030,09:20:30,Pacific Standard Time (UTC-8),9.43,0.01,13.16,0.04,-992,-3890.98,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.233333333,S52,46.6592,-121.0893,46.6592,-121.0892,08:51:00,09:47:00,718228,7.76,James,Stegen,PNNL,james.stegen@pnnl.gov,S52,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),13.29,13,NA,Med (30-70%),Med (30-70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS009,SSS009-1,2022-08-10,1660158870,11:14:30,Pacific Standard Time (UTC-8),9.39,0.06,14.2,0.3,-0.55,-2.05,Measured_10mL,0.978,0.974,6.11705e-4,97,7,1,8.716666667,S45,46.6168,-121.1511,46.6169,-121.1512,10:49:00,11:45:00,665955,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S45,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),14.98,35,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS009,SSS009-2,2022-08-10,1660158870,11:14:30,Pacific Standard Time (UTC-8),9.39,0.06,14.2,0.3,-0.61,-2.26,Measured_10mL,0.932,0.915,0.001379413,60,6,2,8.09,S45,46.6168,-121.1511,46.6169,-121.1512,10:49:00,11:45:00,665955,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S45,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),14.98,35,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS009,SSS009-3,2022-08-10,1660158870,11:14:30,Pacific Standard Time (UTC-8),9.39,0.06,14.2,0.3,-0.81,-3.01,Measured_10mL,0.992,0.991,5.905e-4,62,6,2,8.776666667,S45,46.6168,-121.1511,46.6169,-121.1512,10:49:00,11:45:00,665955,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S45,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),14.98,35,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS010,SSS010-1,2022-08-11,1660230270,07:04:30,Pacific Standard Time (UTC-8),9.68,0.02,13.61,0.01,-1.12,-4.12,Measured_10mL,0.992,0.991,6.74752e-4,120,8,0,8.293333333,S10,46.8095,-121.0675,46.8095,-121.0675,06:39:00,07:35:00,293065,8,James,Stegen,PNNL,james.stegen@pnnl.gov,S10,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.64,5,NA,Low (5-30%),None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS010,SSS010-2,2022-08-11,1660230270,07:04:30,Pacific Standard Time (UTC-8),9.68,0.02,13.61,0.01,-1.21,-4.35,Measured_10mL,0.997,0.996,4.86588e-4,120,8,0,8.59,S10,46.8095,-121.0675,46.8095,-121.0675,06:39:00,07:35:00,293065,8,James,Stegen,PNNL,james.stegen@pnnl.gov,S10,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.64,5,NA,Low (5-30%),None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS010,SSS010-3,2022-08-11,1660230270,07:04:30,Pacific Standard Time (UTC-8),9.68,0.02,13.61,0.01,-1.17,-4.31,Measured_10mL,0.989,0.987,8.50306e-4,120,8,0,8.173333333,S10,46.8095,-121.0675,46.8095,-121.0675,06:39:00,07:35:00,293065,8,James,Stegen,PNNL,james.stegen@pnnl.gov,S10,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.64,5,NA,Low (5-30%),None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS011,SSS011-1,2022-08-11,1660234050,08:07:30,Pacific Standard Time (UTC-8),9.92,0.01,12.59,0.08,-3.06,-11.55,Measured_10mL,0.975,0.968,0.004118405,60,6,0,7.773333333,S04,46.8099,-121.0672,46.8099,-121.0673,07:42:00,08:38:00,194049,7.79,James,Stegen,PNNL,james.stegen@pnnl.gov,S04,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.3,8,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS011,SSS011-2,2022-08-11,1660234050,08:07:30,Pacific Standard Time (UTC-8),9.92,0.01,12.59,0.08,-2.68,-9.98,Measured_10mL,0.986,0.983,0.00240394,90,7,0,8.116666667,S04,46.8099,-121.0672,46.8099,-121.0673,07:42:00,08:38:00,194049,7.79,James,Stegen,PNNL,james.stegen@pnnl.gov,S04,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.3,8,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS011,SSS011-3,2022-08-11,1660234050,08:07:30,Pacific Standard Time (UTC-8),9.92,0.01,12.59,0.08,-2.92,-10.88,Measured_10mL,0.996,0.996,0.001323205,90,7,0,7.866666667,S04,46.8099,-121.0672,46.8099,-121.0673,07:42:00,08:38:00,194049,7.79,James,Stegen,PNNL,james.stegen@pnnl.gov,S04,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),13.3,8,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS012,SSS012-1,2022-08-11,1660245810,11:23:30,Pacific Standard Time (UTC-8),9.48,0.04,19.15,0.21,-9.21,-35.91,Measured_10mL,0.999,0.999,0.003162499,17,4,0,6.616666667,S50P,46.7521,-120.8178,46.7521,-120.8178,10:58:00,11:54:00,092070,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,S50P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.47,4,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,Very little sediment.,NA,NA,FALSE,NA +SSS012,SSS012-2,2022-08-11,1660245810,11:23:30,Pacific Standard Time (UTC-8),9.48,0.04,19.15,0.21,-14.39,-58.05,Measured_10mL,0.907,0.875,0.044425054,30,5,0,6.886666667,S50P,46.7521,-120.8178,46.7521,-120.8178,10:58:00,11:54:00,092070,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,S50P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.47,4,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,Very little sediment.,NA,NA,FALSE,NA +SSS012,SSS012-3,2022-08-11,1660245810,11:23:30,Pacific Standard Time (UTC-8),9.48,0.04,19.15,0.21,-3.35,-13.61,Measured_10mL,0.981,0.972,0.005468292,15,4,1,7.406666667,S50P,46.7521,-120.8178,46.7521,-120.8178,10:58:00,11:54:00,092070,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,S50P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.47,4,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,Very little sediment.,NA,NA,FALSE,NA +SSS013,SSS013-1,2022-08-08,1659973770,07:49:30,Pacific Standard Time (UTC-8),8.37,0.19,22.45,0.08,-4.62,-16.87,Measured_10mL,0.999,0.999,0.001478738,15,4,3,8.35,T07,46.2554,-119.474,46.2558,-119.4743,07:24:00,08:20:00,443657,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T07,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),22.33,9.6,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS013,SSS013-2,2022-08-08,1659973770,07:49:30,Pacific Standard Time (UTC-8),8.37,0.19,22.45,0.08,-3.44,-12.45,Measured_10mL,0.996,0.995,0.00185097,60,6,0,7.856666667,T07,46.2554,-119.474,46.2558,-119.4743,07:24:00,08:20:00,443657,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T07,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),22.33,9.6,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS013,SSS013-3,2022-08-08,1659973770,07:49:30,Pacific Standard Time (UTC-8),8.37,0.19,22.45,0.08,-3.49,-12.89,Measured_10mL,0.943,0.929,0.007145298,51,6,0,7.773333333,T07,46.2554,-119.474,46.2558,-119.4743,07:24:00,08:20:00,443657,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T07,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),22.33,9.6,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS014,SSS014-1,2022-08-08,1659988020,11:47:00,Pacific Standard Time (UTC-8),10.9,0.22,22.19,0.1,-411.6,-1599.21,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,5.07,T02,46.232,-119.9999,46.2321,-119.9999,11:19:00,NA,169228,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,T02,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),22.31,18,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,"Calm water, very murky with a lot of vegetation and macrophytes. Could not find sensors that day. (11/21 BF Hobo and minidot wwere removed and redeployed on 8/12 from 11:45 to 11:55)",NA,NA,FALSE,Respiration was originally measured and it was replaced with a theoretical value based on the other 2 reps being theoretical. +SSS014,SSS014-2,2022-08-08,1659988020,11:47:00,Pacific Standard Time (UTC-8),10.9,0.22,22.19,0.1,-983.2,-3564.45,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.306666667,T02,46.232,-119.9999,46.2321,-119.9999,11:19:00,NA,169228,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,T02,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),22.31,18,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,"Calm water, very murky with a lot of vegetation and macrophytes. Could not find sensors that day. (11/21 BF Hobo and minidot wwere removed and redeployed on 8/12 from 11:45 to 11:55)",NA,NA,FALSE,NA +SSS014,SSS014-3,2022-08-08,1659988020,11:47:00,Pacific Standard Time (UTC-8),10.9,0.22,22.19,0.1,-827.2,-3049.36,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.606666667,T02,46.232,-119.9999,46.2321,-119.9999,11:19:00,NA,169228,8.22,James,Stegen,PNNL,james.stegen@pnnl.gov,T02,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),22.31,18,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,"Calm water, very murky with a lot of vegetation and macrophytes. Could not find sensors that day. (11/21 BF Hobo and minidot wwere removed and redeployed on 8/12 from 11:45 to 11:55)",NA,NA,FALSE,NA +SSS015,SSS015-1,2022-08-08,1659998070,14:34:30,Pacific Standard Time (UTC-8),10.24,0.01,19.08,0.08,-3.86,-13.69,Measured_10mL,0.772,0.695,0.020225233,46,5,0,7.773333333,T03,46.5302,-120.4704,46.5308,-120.4704,14:09:00,15:05:00,284528,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T03,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.18,10,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,"Lost chamber, swept away by river when no one was looking. Extra minidot and new bottle were used next day. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 412314 and 255981; one miniDOT was swept away). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in PDT as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 15:08 to 16:08 to reflect the actual data. (3/1/2023 BF) We suspect the end time for the manta was also written in PDT instead of PST. 60 minutes was also added to ""Manta_End_Time_PST"" and ""Manta_Time_Turned_Off_PST""",NA,NA,FALSE,NA +SSS015,SSS015-2,2022-08-08,1659998070,14:34:30,Pacific Standard Time (UTC-8),10.24,0.01,19.08,0.08,-6.87,-25.26,Measured_10mL,0.996,0.994,0.004939257,25,4,0,7.403333333,T03,46.5302,-120.4704,46.5308,-120.4704,14:09:00,15:05:00,284528,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T03,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.18,10,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,"Lost chamber, swept away by river when no one was looking. Extra minidot and new bottle were used next day. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 412314 and 255981; one miniDOT was swept away). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in PDT as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 15:08 to 16:08 to reflect the actual data. (3/1/2023 BF) We suspect the end time for the manta was also written in PDT instead of PST. 60 minutes was also added to ""Manta_End_Time_PST"" and ""Manta_Time_Turned_Off_PST""",NA,NA,FALSE,NA +SSS015,SSS015-3,2022-08-08,1659998070,14:34:30,Pacific Standard Time (UTC-8),10.24,0.01,19.08,0.08,-7.18,-26.77,Measured_10mL,0.995,0.993,0.005010248,30,5,0,7.733333333,T03,46.5302,-120.4704,46.5308,-120.4704,14:09:00,15:05:00,284528,8.19,James,Stegen,PNNL,james.stegen@pnnl.gov,T03,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.18,10,NA,None,None,Low (5-30%),1-3 cm as described in the protocol,NA,"Lost chamber, swept away by river when no one was looking. Extra minidot and new bottle were used next day. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 412314 and 255981; one miniDOT was swept away). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in PDT as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 15:08 to 16:08 to reflect the actual data. (3/1/2023 BF) We suspect the end time for the manta was also written in PDT instead of PST. 60 minutes was also added to ""Manta_End_Time_PST"" and ""Manta_Time_Turned_Off_PST""",NA,NA,FALSE,NA +SSS016,SSS016-1,2022-08-09,1660067430,09:50:30,Pacific Standard Time (UTC-8),9.81,0.04,16.28,0.04,-32.76,-132.92,Measured_10mL,1,-9999,-9999,5,2,0,6.03,T42,46.7288,-120.7135,46.7287,-120.7136,09:25:00,10:21:00,020092,7.8,James,Stegen,PNNL,james.stegen@pnnl.gov,T42,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.3,3,NA,None,None,High (>70%),1-3 cm as described in the protocol,NA,"Weather was cloudy and cool. Water was low, fast and cool. It was drizzling almost entire time. It was difficult to collect sediment samples because there was not a lot of soil to collect from. It was mainly big rocks and gravel. RNAlater water filter broke but still kept it.",NA,NA,FALSE,NA +SSS016,SSS016-2,2022-08-09,1660067430,09:50:30,Pacific Standard Time (UTC-8),9.81,0.04,16.28,0.04,NA,NA,NA,1,-9999,-9999,5,2,0,4.296666667,T42,46.7288,-120.7135,46.7287,-120.7136,09:25:00,10:21:00,020092,7.8,James,Stegen,PNNL,james.stegen@pnnl.gov,T42,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.3,3,NA,None,None,High (>70%),1-3 cm as described in the protocol,NA,"Weather was cloudy and cool. Water was low, fast and cool. It was drizzling almost entire time. It was difficult to collect sediment samples because there was not a lot of soil to collect from. It was mainly big rocks and gravel. RNAlater water filter broke but still kept it.",NA,NA,FALSE,Respiration removed because the other 2 reps were measured and this was originally theoretical. +SSS016,SSS016-3,2022-08-09,1660067430,09:50:30,Pacific Standard Time (UTC-8),9.81,0.04,16.28,0.04,-18.64,-75.22,Measured_10mL,1,-9999,-9999,5,2,0,5.646666667,T42,46.7288,-120.7135,46.7287,-120.7136,09:25:00,10:21:00,020092,7.8,James,Stegen,PNNL,james.stegen@pnnl.gov,T42,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Broadleaf deciduous tree, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.3,3,NA,None,None,High (>70%),1-3 cm as described in the protocol,NA,"Weather was cloudy and cool. Water was low, fast and cool. It was drizzling almost entire time. It was difficult to collect sediment samples because there was not a lot of soil to collect from. It was mainly big rocks and gravel. RNAlater water filter broke but still kept it.",NA,NA,FALSE,NA +SSS017,SSS017-1,2022-08-09,1660074630,11:50:30,Pacific Standard Time (UTC-8),10.33,0.07,17.45,0.07,-1.41,-5.13,Measured_10mL,0.934,0.923,0.002548172,120,8,0,8.35,S58,46.6856,-120.6553,46.6858,-120.6551,11:25:00,12:21:00,338715,7.81,James,Stegen,PNNL,james.stegen@pnnl.gov,S58,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.78,5,NA,None,None,Med (30-70%),1-3 cm as described in the protocol,NA,Sediment difficult to find because it was covered with rocks.,NA,NA,FALSE,NA +SSS017,SSS017-2,2022-08-09,1660074630,11:50:30,Pacific Standard Time (UTC-8),10.33,0.07,17.45,0.07,-1.5,-5.38,Measured_10mL,0.989,0.988,0.001062564,120,8,0,8.8,S58,46.6856,-120.6553,46.6858,-120.6551,11:25:00,12:21:00,338715,7.81,James,Stegen,PNNL,james.stegen@pnnl.gov,S58,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.78,5,NA,None,None,Med (30-70%),1-3 cm as described in the protocol,NA,Sediment difficult to find because it was covered with rocks.,NA,NA,FALSE,NA +SSS017,SSS017-3,2022-08-09,1660074630,11:50:30,Pacific Standard Time (UTC-8),10.33,0.07,17.45,0.07,-1.35,-4.77,Measured_10mL,0.972,0.967,0.00155477,120,8,0,8.36,S58,46.6856,-120.6553,46.6858,-120.6551,11:25:00,12:21:00,338715,7.81,James,Stegen,PNNL,james.stegen@pnnl.gov,S58,NA,NA,Washington,USA,Partly cloudy,Perennial,"Broadleaf deciduous tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.78,5,NA,None,None,Med (30-70%),1-3 cm as described in the protocol,NA,Sediment difficult to find because it was covered with rocks.,NA,NA,FALSE,NA +SSS018,SSS018-1,2022-08-10,1660146840,07:54:00,Pacific Standard Time (UTC-8),8.96,0.04,13.46,0.02,-0.51,-2.02,Measured_10mL,0.992,0.99,3.12041e-4,120,8,0,8.19,S08,47.0171,-121.1357,47.0174,-121.1355,07:29:00,08:25:00,194819,7.19,James,Stegen,PNNL,james.stegen@pnnl.gov,S08,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Grass",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.48,5,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,"Hot weather. Hard to get to sensors. Large dirt, mostly rocky. Difficult to collect because there is not a lot of sediment in easy to reach places.",NA,NA,FALSE,NA +SSS018,SSS018-2,2022-08-10,1660146840,07:54:00,Pacific Standard Time (UTC-8),8.96,0.04,13.46,0.02,-1.6,-6.06,Measured_10mL,0.972,0.967,0.001848671,121,8,0,9.11,S08,47.0171,-121.1357,47.0174,-121.1355,07:29:00,08:25:00,194819,7.19,James,Stegen,PNNL,james.stegen@pnnl.gov,S08,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Grass",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.48,5,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,"Hot weather. Hard to get to sensors. Large dirt, mostly rocky. Difficult to collect because there is not a lot of sediment in easy to reach places.",NA,NA,FALSE,NA +SSS018,SSS018-3,2022-08-10,1660146840,07:54:00,Pacific Standard Time (UTC-8),8.96,0.04,13.46,0.02,-0.39,-1.54,Measured_10mL,0.964,0.958,5.08481e-4,120,8,0,7.83,S08,47.0171,-121.1357,47.0174,-121.1355,07:29:00,08:25:00,194819,7.19,James,Stegen,PNNL,james.stegen@pnnl.gov,S08,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Grass",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.48,5,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,"Hot weather. Hard to get to sensors. Large dirt, mostly rocky. Difficult to collect because there is not a lot of sediment in easy to reach places.",NA,NA,FALSE,NA +SSS019,SSS019-1,2022-08-10,1660155270,10:14:30,Pacific Standard Time (UTC-8),9.84,0.02,12.24,0.11,-2.87,-10.78,Measured_10mL,0.932,0.915,0.006472513,60,6,0,7.976666667,S03,47.0195,-121.1285,47.0196,-121.1285,09:49:00,10:45:00,605279,8.02,James,Stegen,PNNL,james.stegen@pnnl.gov,S03,NA,NA,Washington,USA,Sunny,Perennial,Needleleaf evergreen tree,Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Silt/mud (<0.0625mm),12.69,2,NA,Med (30-70%),Med (30-70%),Low (5-30%),1-3 cm as described in the protocol,NA,Cold and calm water,NA,NA,FALSE,NA +SSS019,SSS019-2,2022-08-10,1660155270,10:14:30,Pacific Standard Time (UTC-8),9.84,0.02,12.24,0.11,-5.14,-18.67,Measured_10mL,0.985,0.981,0.005311189,60,6,0,7.656666667,S03,47.0195,-121.1285,47.0196,-121.1285,09:49:00,10:45:00,605279,8.02,James,Stegen,PNNL,james.stegen@pnnl.gov,S03,NA,NA,Washington,USA,Sunny,Perennial,Needleleaf evergreen tree,Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Silt/mud (<0.0625mm),12.69,2,NA,Med (30-70%),Med (30-70%),Low (5-30%),1-3 cm as described in the protocol,NA,Cold and calm water,NA,NA,FALSE,NA +SSS019,SSS019-3,2022-08-10,1660155270,10:14:30,Pacific Standard Time (UTC-8),9.84,0.02,12.24,0.11,-6.89,-25.35,Measured_10mL,0.967,0.958,0.010686569,60,6,0,8.3,S03,47.0195,-121.1285,47.0196,-121.1285,09:49:00,10:45:00,605279,8.02,James,Stegen,PNNL,james.stegen@pnnl.gov,S03,NA,NA,Washington,USA,Sunny,Perennial,Needleleaf evergreen tree,Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Silt/mud (<0.0625mm),12.69,2,NA,Med (30-70%),Med (30-70%),Low (5-30%),1-3 cm as described in the protocol,NA,Cold and calm water,NA,NA,FALSE,NA +SSS020,SSS020-1,2022-08-10,1660165770,13:09:30,Pacific Standard Time (UTC-8),9.02,0.07,18.79,0.24,-26.06,-98.57,Measured_10mL,0.983,0.965,0.057927477,10,3,0,7.546666667,T05P,46.9891,-121.0983,46.989,-121.0982,12:44:00,13:40:00,727993,8.29,James,Stegen,PNNL,james.stegen@pnnl.gov,T05P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.16,6,NA,None,None,None,1-3 cm as described in the protocol,NA,"Cool, calm water. Slight wind.",NA,NA,FALSE,NA +SSS020,SSS020-2,2022-08-10,1660165770,13:09:30,Pacific Standard Time (UTC-8),9.02,0.07,18.79,0.24,-8.84,-33.18,Measured_10mL,1,-9999,-9999,5,2,0,5.276666667,T05P,46.9891,-121.0983,46.989,-121.0982,12:44:00,13:40:00,727993,8.29,James,Stegen,PNNL,james.stegen@pnnl.gov,T05P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.16,6,NA,None,None,None,1-3 cm as described in the protocol,NA,"Cool, calm water. Slight wind.",NA,NA,FALSE,NA +SSS020,SSS020-3,2022-08-10,1660165770,13:09:30,Pacific Standard Time (UTC-8),9.02,0.07,18.79,0.24,-23.28,-88.98,Measured_10mL,1,-9999,-9999,5,2,0,6.49,T05P,46.9891,-121.0983,46.989,-121.0982,12:44:00,13:40:00,727993,8.29,James,Stegen,PNNL,james.stegen@pnnl.gov,T05P,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),19.16,6,NA,None,None,None,1-3 cm as described in the protocol,NA,"Cool, calm water. Slight wind.",NA,NA,FALSE,NA +SSS021,SSS021-1,2022-08-11,1660231590,07:26:30,Pacific Standard Time (UTC-8),9.46,0.03,14.94,0.03,-1.29,-5.01,Measured_10mL,0.793,0.758,0.004497829,123,8,0,8.73,S24,47.3543,-121.1082,47.3543,-121.1083,07:01:00,07:57:00,116650,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S24,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.04,5.5,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,"Sunny, hot day. Fast and cool river. Equilibration time went a bit over, due to waiting boat motor batteries to charge before starting incubation.",NA,NA,FALSE,NA +SSS021,SSS021-2,2022-08-11,1660231590,07:26:30,Pacific Standard Time (UTC-8),9.46,0.03,14.94,0.03,-2.96,-11.46,Measured_10mL,0.983,0.979,0.003237331,60,6,0,7.81,S24,47.3543,-121.1082,47.3543,-121.1083,07:01:00,07:57:00,116650,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S24,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.04,5.5,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,"Sunny, hot day. Fast and cool river. Equilibration time went a bit over, due to waiting boat motor batteries to charge before starting incubation.",NA,NA,FALSE,NA +SSS021,SSS021-3,2022-08-11,1660231590,07:26:30,Pacific Standard Time (UTC-8),9.46,0.03,14.94,0.03,-3.75,-14.33,Measured_10mL,0.972,0.965,0.005303149,60,6,0,8.29,S24,47.3543,-121.1082,47.3543,-121.1083,07:01:00,07:57:00,116650,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S24,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.04,5.5,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,"Sunny, hot day. Fast and cool river. Equilibration time went a bit over, due to waiting boat motor batteries to charge before starting incubation.",NA,NA,FALSE,NA +SSS022,SSS022-1,2022-08-11,1660239510,09:38:30,Pacific Standard Time (UTC-8),9.61,0.03,14.6,0.16,-0.88,-3.26,Measured_10mL,0.996,0.995,3.90156e-4,120,8,0,8.503333333,S15,47.4636,-121.1073,47.3636,-121.1072,09:13:00,10:09:00,803484,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S15,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.06,4,NA,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,NA,Slightly breezy,NA,NA,FALSE,NA +SSS022,SSS022-2,2022-08-11,1660239510,09:38:30,Pacific Standard Time (UTC-8),9.61,0.03,14.6,0.16,-0.99,-3.53,Measured_10mL,0.99,0.988,7.52343e-4,90,7,1,8.286666667,S15,47.4636,-121.1073,47.3636,-121.1072,09:13:00,10:09:00,803484,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S15,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.06,4,NA,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,NA,Slightly breezy,NA,NA,FALSE,NA +SSS022,SSS022-3,2022-08-11,1660239510,09:38:30,Pacific Standard Time (UTC-8),9.61,0.03,14.6,0.16,-0.73,-2.66,Measured_10mL,0.996,0.995,3.4452e-4,102,7,1,8.64,S15,47.4636,-121.1073,47.3636,-121.1072,09:13:00,10:09:00,803484,7.85,James,Stegen,PNNL,james.stegen@pnnl.gov,S15,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Shrub",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.06,4,NA,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,NA,Slightly breezy,NA,NA,FALSE,NA +SSS023,SSS023-1,2022-08-12,1660317450,07:17:30,Pacific Standard Time (UTC-8),6.32,0.03,13.77,0.05,-787.2,-2936.54,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.94,U20,46.8986,-120.6423,46.8986,-120.6423,06:56:00,07:52:00,565200,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,U20,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),14.04,38,NA,Med (30-70%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,NA,No GPS location recorded. Latitude and Longitude copied from deployment,NA,NA,FALSE,NA +SSS023,SSS023-2,2022-08-12,1660317450,07:17:30,Pacific Standard Time (UTC-8),6.32,0.03,13.77,0.05,-829.2,-3235.01,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.59,U20,46.8986,-120.6423,46.8986,-120.6423,06:56:00,07:52:00,565200,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,U20,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),14.04,38,NA,Med (30-70%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,NA,No GPS location recorded. Latitude and Longitude copied from deployment,NA,NA,FALSE,NA +SSS023,SSS023-3,2022-08-12,1660317450,07:17:30,Pacific Standard Time (UTC-8),6.32,0.03,13.77,0.05,-449.6,-1691.56,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,4.753333333,U20,46.8986,-120.6423,46.8986,-120.6423,06:56:00,07:52:00,565200,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,U20,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),14.04,38,NA,Med (30-70%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,NA,No GPS location recorded. Latitude and Longitude copied from deployment,NA,NA,FALSE,NA +SSS024,SSS024-1,2022-08-12,1660319190,07:46:30,Pacific Standard Time (UTC-8),9.08,0.16,17.71,0.17,-464.8,-1740.84,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,4.626666667,W20,46.8331,-120.7125,46.833,-120.7126,07:21:00,08:17:00,700887,7.9,James,Stegen,PNNL,james.stegen@pnnl.gov,W20,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.98,8,NA,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,NA,Manta left at site and logging data at 15 min intervals.,NA,NA,FALSE,NA +SSS024,SSS024-2,2022-08-12,1660319190,07:46:30,Pacific Standard Time (UTC-8),9.08,0.16,17.71,0.17,-554.4,-2084.19,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,3.88,W20,46.8331,-120.7125,46.833,-120.7126,07:21:00,08:17:00,700887,7.9,James,Stegen,PNNL,james.stegen@pnnl.gov,W20,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.98,8,NA,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,NA,Manta left at site and logging data at 15 min intervals.,NA,NA,FALSE,NA +SSS024,SSS024-3,2022-08-12,1660319190,07:46:30,Pacific Standard Time (UTC-8),9.08,0.16,17.71,0.17,-448,-1713.76,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,4.766666667,W20,46.8331,-120.7125,46.833,-120.7126,07:21:00,08:17:00,700887,7.9,James,Stegen,PNNL,james.stegen@pnnl.gov,W20,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.98,8,NA,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,NA,Manta left at site and logging data at 15 min intervals.,NA,NA,FALSE,NA +SSS025,SSS025-1,2022-08-08,1659973950,07:52:30,Pacific Standard Time (UTC-8),6.58,0.25,18.24,0.01,NA,-3555.34,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.006666667,S34R,46.2752,-120.1377,46.2752,-120.1377,07:27:00,08:23:00,182707,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S34R,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),18.3,38.1,NA,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,NA,Minidot/HOBO covered in filamentous algae and algae. Manta deployed in pipekit carefully resting on lid because weighted sensor guard was missing and it was deployed facing upstream.,NA,NA,FALSE,NA +SSS025,SSS025-2,2022-08-08,1659973950,07:52:30,Pacific Standard Time (UTC-8),6.58,0.25,18.24,0.01,-1000.8,-3631.26,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.16,S34R,46.2752,-120.1377,46.2752,-120.1377,07:27:00,08:23:00,182707,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S34R,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),18.3,38.1,NA,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,NA,Minidot/HOBO covered in filamentous algae and algae. Manta deployed in pipekit carefully resting on lid because weighted sensor guard was missing and it was deployed facing upstream.,NA,NA,FALSE,NA +SSS025,SSS025-3,2022-08-08,1659973950,07:52:30,Pacific Standard Time (UTC-8),6.58,0.25,18.24,0.01,-1016,-3685.4,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,0.033333333,S34R,46.2752,-120.1377,46.2752,-120.1377,07:27:00,08:23:00,182707,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S34R,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Silt/mud (<0.0625mm),18.3,38.1,NA,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,NA,Minidot/HOBO covered in filamentous algae and algae. Manta deployed in pipekit carefully resting on lid because weighted sensor guard was missing and it was deployed facing upstream.,NA,NA,FALSE,NA +SSS026,SSS026-1,2022-08-08,1659986430,11:20:30,Pacific Standard Time (UTC-8),12.89,0.43,20.46,0.19,-847.2,-3114.61,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.44,S36,46.3147,-120.1991,46.3146,-120.1991,10:55:00,11:51:00,179957,8.83,James,Stegen,PNNL,james.stegen@pnnl.gov,S36,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,21.17,58.42,NA,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,NA,No weighted sensor guard on Manta.,NA,NA,FALSE,NA +SSS026,SSS026-2,2022-08-08,1659986430,11:20:30,Pacific Standard Time (UTC-8),12.89,0.43,20.46,0.19,-848,-3019.19,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,1.433333333,S36,46.3147,-120.1991,46.3146,-120.1991,10:55:00,11:51:00,179957,8.83,James,Stegen,PNNL,james.stegen@pnnl.gov,S36,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,21.17,58.42,NA,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,NA,No weighted sensor guard on Manta.,NA,NA,FALSE,NA +SSS026,SSS026-3,2022-08-08,1659986430,11:20:30,Pacific Standard Time (UTC-8),12.89,0.43,20.46,0.19,-642.4,-2328.29,Theoretical,-9999,-9999,-9999,-9999,-9999,-9999,3.146666667,S36,46.3147,-120.1991,46.3146,-120.1991,10:55:00,11:51:00,179957,8.83,James,Stegen,PNNL,james.stegen@pnnl.gov,S36,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Sand,21.17,58.42,NA,Low (5-30%),High (>70%),Low (5-30%),1-3 cm as described in the protocol,NA,No weighted sensor guard on Manta.,NA,NA,FALSE,NA +SSS027,SSS027-1,2022-08-08,1659999690,15:01:30,Pacific Standard Time (UTC-8),9.37,0.08,23.53,0.05,-4.6,-16.97,Measured_10mL,0.993,0.99,0.003817278,30,5,1,7.643333333,S32,46.2354,-120.4197,46.2355,-120.4197,14:36:00,15:32:00,854896,8.28,James,Stegen,PNNL,james.stegen@pnnl.gov,S32,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),23.69,22.86,NA,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,"No boat motor in all manual chambers. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 077847, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 16:30 to 17:30 to reflect the actual data.",NA,NA,FALSE,NA +SSS027,SSS027-2,2022-08-08,1659999690,15:01:30,Pacific Standard Time (UTC-8),9.37,0.08,23.53,0.05,-4.83,-17.58,Measured_10mL,0.995,0.994,0.002809139,62,6,0,8.073333333,S32,46.2354,-120.4197,46.2355,-120.4197,14:36:00,15:32:00,854896,8.28,James,Stegen,PNNL,james.stegen@pnnl.gov,S32,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),23.69,22.86,NA,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,"No boat motor in all manual chambers. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 077847, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 16:30 to 17:30 to reflect the actual data.",NA,NA,FALSE,NA +SSS027,SSS027-3,2022-08-08,1659999690,15:01:30,Pacific Standard Time (UTC-8),9.37,0.08,23.53,0.05,-5.35,-19.64,Measured_10mL,0.995,0.993,0.003618913,30,5,0,7.633333333,S32,46.2354,-120.4197,46.2355,-120.4197,14:36:00,15:32:00,854896,8.28,James,Stegen,PNNL,james.stegen@pnnl.gov,S32,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),23.69,22.86,NA,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,"No boat motor in all manual chambers. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 15 mins instead 75 mins for both miniDOT (SNs 077847, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 16:30 to 17:30 to reflect the actual data.",NA,NA,FALSE,NA +SSS028,SSS028-1,2022-08-09,1660062630,08:30:30,Pacific Standard Time (UTC-8),8.41,0.03,15.5,0.03,-6.19,-22.3,Measured_10mL,0.992,0.99,0.005206595,30,5,1,8.276666667,S42,46.2902,-120.8717,46.2901,-120.8718,08:05:00,09:01:00,775117,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S42,NA,NA,Washington,USA,"Overcast, Drizzle",Perennial,"Needleleaf evergreen tree, Needleleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.7,NA,NA,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,Two motor boats in manual chambers at the end of test. Forgot to write serial numbers,NA,NA,FALSE,NA +SSS028,SSS028-2,2022-08-09,1660062630,08:30:30,Pacific Standard Time (UTC-8),8.41,0.03,15.5,0.03,-4.27,-15.57,Measured_10mL,0.99,0.986,0.004197973,30,5,1,7.83,S42,46.2902,-120.8717,46.2901,-120.8718,08:05:00,09:01:00,775117,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S42,NA,NA,Washington,USA,"Overcast, Drizzle",Perennial,"Needleleaf evergreen tree, Needleleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.7,NA,NA,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,Two motor boats in manual chambers at the end of test. Forgot to write serial numbers,NA,NA,FALSE,NA +SSS028,SSS028-3,2022-08-09,1660062630,08:30:30,Pacific Standard Time (UTC-8),8.41,0.03,15.5,0.03,-4.38,-15.99,Measured_10mL,0.999,0.998,0.001293992,60,6,0,8.28,S42,46.2902,-120.8717,46.2901,-120.8718,08:05:00,09:01:00,775117,7.69,James,Stegen,PNNL,james.stegen@pnnl.gov,S42,NA,NA,Washington,USA,"Overcast, Drizzle",Perennial,"Needleleaf evergreen tree, Needleleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.7,NA,NA,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,Two motor boats in manual chambers at the end of test. Forgot to write serial numbers,NA,NA,FALSE,NA +SSS029,SSS029-1,2022-08-09,1660071090,10:51:30,Pacific Standard Time (UTC-8),9.15,0.05,18.19,0.05,-11.82,-42.7,Measured_10mL,0.966,0.949,0.026066752,15,4,0,6.78,S41R,46.3111,-120.7891,46.3111,-120.7891,10:26:00,11:22:00,263695,8.03,James,Stegen,PNNL,james.stegen@pnnl.gov,S41R,NA,NA,Washington,USA,Partly cloudy,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.8,NA,NA,Med (30-70%),None,None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS029,SSS029-2,2022-08-09,1660071090,10:51:30,Pacific Standard Time (UTC-8),9.15,0.05,18.19,0.05,-8.06,-29.32,Measured_10mL,0.978,0.967,0.014186378,15,4,1,7.256666667,S41R,46.3111,-120.7891,46.3111,-120.7891,10:26:00,11:22:00,263695,8.03,James,Stegen,PNNL,james.stegen@pnnl.gov,S41R,NA,NA,Washington,USA,Partly cloudy,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.8,NA,NA,Med (30-70%),None,None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS029,SSS029-3,2022-08-09,1660071090,10:51:30,Pacific Standard Time (UTC-8),9.15,0.05,18.19,0.05,-13.4,-49.18,Measured_10mL,0.978,0.967,0.023664976,15,4,0,7.26,S41R,46.3111,-120.7891,46.3111,-120.7891,10:26:00,11:22:00,263695,8.03,James,Stegen,PNNL,james.stegen@pnnl.gov,S41R,NA,NA,Washington,USA,Partly cloudy,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.8,NA,NA,Med (30-70%),None,None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS030,SSS030-1,2022-08-09,1660081170,13:39:30,Pacific Standard Time (UTC-8),11,0.08,19.71,0.07,-3.87,-13.59,Measured_10mL,0.913,0.895,0.008928477,91,7,0,8.54,S43,46.3656,-120.6704,46.3656,-120.6704,13:14:00,14:10:00,857721,8.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S43,NA,NA,Washington,USA,"Overcast, Warm",Perennial,Broadleaf evergreen tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20,1.5,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS030,SSS030-2,2022-08-09,1660081170,13:39:30,Pacific Standard Time (UTC-8),11,0.08,19.71,0.07,-2.58,-8.92,Measured_10mL,0.998,0.997,0.001067718,60,6,1,8.273333333,S43,46.3656,-120.6704,46.3656,-120.6704,13:14:00,14:10:00,857721,8.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S43,NA,NA,Washington,USA,"Overcast, Warm",Perennial,Broadleaf evergreen tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20,1.5,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS030,SSS030-3,2022-08-09,1660081170,13:39:30,Pacific Standard Time (UTC-8),11,0.08,19.71,0.07,-3.92,-13.78,Measured_10mL,0.991,0.988,0.003604456,30,5,2,8.79,S43,46.3656,-120.6704,46.3656,-120.6704,13:14:00,14:10:00,857721,8.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S43,NA,NA,Washington,USA,"Overcast, Warm",Perennial,Broadleaf evergreen tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),20,1.5,NA,None,Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS031,SSS031-1,2022-08-10,1660144110,07:08:30,Pacific Standard Time (UTC-8),10.38,0.03,9.51,0.01,-1.64,-5.72,Measured_10mL,0.996,0.995,8.3356e-4,90,7,1,8.91,S47R,46.6674,-121.094,46.6212,-121.3025,06:43:00,07:39:00,519482,8.05,James,Stegen,PNNL,james.stegen@pnnl.gov,S47R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),9.54,24,NA,Med (30-70%),None,None,1-3 cm as described in the protocol,NA,Added Minidot 856289. It had not motor boat and only incubated for 40min. Lost chamber with Minidot 077847 down the river. Cotton strips bricks were moved about 7 to 10ft downstream of original deployment location. They are currently downstream of Minidot brick by about 5ft and tea infusers are facing downstream. A small pile of gravels have built up immediately behind the bricks. Steph flipped the bricks 90 degrees so tea infusers are now back in contact with river bed. Sensors redeployed immediately downstream of bricks. Double check Manta time in water.,NA,NA,FALSE,NA +SSS031,SSS031-2,2022-08-10,1660144110,07:08:30,Pacific Standard Time (UTC-8),10.38,0.03,9.51,0.01,-0.64,-2.31,Measured_10mL,0.94,0.93,0.001103474,120,8,0,8.176666667,S47R,46.6674,-121.094,46.6212,-121.3025,06:43:00,07:39:00,519482,8.05,James,Stegen,PNNL,james.stegen@pnnl.gov,S47R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),9.54,24,NA,Med (30-70%),None,None,1-3 cm as described in the protocol,NA,Added Minidot 856289. It had not motor boat and only incubated for 40min. Lost chamber with Minidot 077847 down the river. Cotton strips bricks were moved about 7 to 10ft downstream of original deployment location. They are currently downstream of Minidot brick by about 5ft and tea infusers are facing downstream. A small pile of gravels have built up immediately behind the bricks. Steph flipped the bricks 90 degrees so tea infusers are now back in contact with river bed. Sensors redeployed immediately downstream of bricks. Double check Manta time in water.,NA,NA,FALSE,NA +SSS031,SSS031-3,2022-08-10,1660144110,07:08:30,Pacific Standard Time (UTC-8),10.38,0.03,9.51,0.01,-1.35,-4.84,Measured_10mL,0.997,0.997,5.77738e-4,60,6,2,9.286666667,S47R,46.6674,-121.094,46.6212,-121.3025,06:43:00,07:39:00,519482,8.05,James,Stegen,PNNL,james.stegen@pnnl.gov,S47R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),9.54,24,NA,Med (30-70%),None,None,1-3 cm as described in the protocol,NA,Added Minidot 856289. It had not motor boat and only incubated for 40min. Lost chamber with Minidot 077847 down the river. Cotton strips bricks were moved about 7 to 10ft downstream of original deployment location. They are currently downstream of Minidot brick by about 5ft and tea infusers are facing downstream. A small pile of gravels have built up immediately behind the bricks. Steph flipped the bricks 90 degrees so tea infusers are now back in contact with river bed. Sensors redeployed immediately downstream of bricks. Double check Manta time in water.,NA,NA,FALSE,NA +SSS032,SSS032-1,2022-08-10,1660153110,09:38:30,Pacific Standard Time (UTC-8),11.22,0.02,5.82,0.11,-1.09,-3.76,Measured_10mL,0.966,0.96,0.00139764,120,8,0,7.99,C21,46.6399,-121.2901,46.64,-121.2901,09:13:00,10:09:00,835040,7.46,James,Stegen,PNNL,james.stegen@pnnl.gov,C21,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),6.17,11,NA,Low (5-30%),None,None,1-3 cm as described in the protocol,NA,"(BF 2022-08-19) Site Vial ID inccorectly written as SSS003 on metadata sheet, changed to 32 based on that being the only sequential vial missing and the field crew had vial 31 and 33 the same day. (BF 2022-08-23) Date mistyped as 2020, changed it to 2022",NA,NA,FALSE,NA +SSS032,SSS032-2,2022-08-10,1660153110,09:38:30,Pacific Standard Time (UTC-8),11.22,0.02,5.82,0.11,-1.02,-3.7,Measured_10mL,0.969,0.963,0.001254497,120,8,0,8.496666667,C21,46.6399,-121.2901,46.64,-121.2901,09:13:00,10:09:00,835040,7.46,James,Stegen,PNNL,james.stegen@pnnl.gov,C21,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),6.17,11,NA,Low (5-30%),None,None,1-3 cm as described in the protocol,NA,"(BF 2022-08-19) Site Vial ID inccorectly written as SSS003 on metadata sheet, changed to 32 based on that being the only sequential vial missing and the field crew had vial 31 and 33 the same day. (BF 2022-08-23) Date mistyped as 2020, changed it to 2022",NA,NA,FALSE,NA +SSS032,SSS032-3,2022-08-10,1660153110,09:38:30,Pacific Standard Time (UTC-8),11.22,0.02,5.82,0.11,-0.93,-3.26,Measured_10mL,0.934,0.918,0.00205423,60,6,2,7.8,C21,46.6399,-121.2901,46.64,-121.2901,09:13:00,10:09:00,835040,7.46,James,Stegen,PNNL,james.stegen@pnnl.gov,C21,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),6.17,11,NA,Low (5-30%),None,None,1-3 cm as described in the protocol,NA,"(BF 2022-08-19) Site Vial ID inccorectly written as SSS003 on metadata sheet, changed to 32 based on that being the only sequential vial missing and the field crew had vial 31 and 33 the same day. (BF 2022-08-23) Date mistyped as 2020, changed it to 2022",NA,NA,FALSE,NA +SSS033,SSS033-1,2022-08-10,1660163670,12:34:30,Pacific Standard Time (UTC-8),10.18,0.04,12.1,0.08,-1.43,-5.14,Measured_10mL,0.99,0.988,9.85647e-4,120,8,0,8.066666667,S48R,46.6382,-121.2631,46.6457,-121.2511,12:09:00,13:05:00,645487,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S48R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Multi-channel/Braided,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),12.07,4,NA,None,None,None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS033,SSS033-2,2022-08-10,1660163670,12:34:30,Pacific Standard Time (UTC-8),10.18,0.04,12.1,0.08,-1.88,-6.74,Measured_10mL,0.996,0.995,9.35441e-4,121,8,0,8.956666667,S48R,46.6382,-121.2631,46.6457,-121.2511,12:09:00,13:05:00,645487,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S48R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Multi-channel/Braided,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),12.07,4,NA,None,None,None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS033,SSS033-3,2022-08-10,1660163670,12:34:30,Pacific Standard Time (UTC-8),10.18,0.04,12.1,0.08,-1.43,-5.02,Measured_10mL,0.99,0.988,9.9598e-4,120,8,0,8.05,S48R,46.6382,-121.2631,46.6457,-121.2511,12:09:00,13:05:00,645487,7.5,James,Stegen,PNNL,james.stegen@pnnl.gov,S48R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Multi-channel/Braided,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),12.07,4,NA,None,None,None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS034,SSS034-1,2022-08-11,1660238850,09:27:30,Pacific Standard Time (UTC-8),9.78,0.01,15.09,0.06,-1.2,-4.3,Measured_10mL,0.984,0.98,0.001154602,90,7,1,8.376666667,S18R,47.3966,-121.0977,47.3966,-121.0978,09:02:00,09:58:00,806577,7.6,James,Stegen,PNNL,james.stegen@pnnl.gov,S18R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.05,34,NA,None,None,None,1-3 cm as described in the protocol,NA,"Cotton strips bricks were found angled up out of the water with the tea infusers facing sky. Both the brick and sensors were found in fairly shallow water near the bank. Based on the HOBO pressure date, there were three large flashy events (quick, substantial increase in pressure follow by an almost as quick and large decrease in pressure), that likely flushed and moved the bricks/sensors from their original location.",NA,NA,FALSE,NA +SSS034,SSS034-2,2022-08-11,1660238850,09:27:30,Pacific Standard Time (UTC-8),9.78,0.01,15.09,0.06,-1.15,-4.1,Measured_10mL,0.945,0.926,0.002686143,30,5,3,8.44,S18R,47.3966,-121.0977,47.3966,-121.0978,09:02:00,09:58:00,806577,7.6,James,Stegen,PNNL,james.stegen@pnnl.gov,S18R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.05,34,NA,None,None,None,1-3 cm as described in the protocol,NA,"Cotton strips bricks were found angled up out of the water with the tea infusers facing sky. Both the brick and sensors were found in fairly shallow water near the bank. Based on the HOBO pressure date, there were three large flashy events (quick, substantial increase in pressure follow by an almost as quick and large decrease in pressure), that likely flushed and moved the bricks/sensors from their original location.",NA,NA,FALSE,NA +SSS034,SSS034-3,2022-08-11,1660238850,09:27:30,Pacific Standard Time (UTC-8),9.78,0.01,15.09,0.06,-1.12,-4.02,Measured_10mL,0.99,0.988,7.63242e-4,120,8,0,8.183333333,S18R,47.3966,-121.0977,47.3966,-121.0978,09:02:00,09:58:00,806577,7.6,James,Stegen,PNNL,james.stegen@pnnl.gov,S18R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),15.05,34,NA,None,None,None,1-3 cm as described in the protocol,NA,"Cotton strips bricks were found angled up out of the water with the tea infusers facing sky. Both the brick and sensors were found in fairly shallow water near the bank. Based on the HOBO pressure date, there were three large flashy events (quick, substantial increase in pressure follow by an almost as quick and large decrease in pressure), that likely flushed and moved the bricks/sensors from their original location.",NA,NA,FALSE,NA +SSS035,SSS035-1,2022-08-11,1660247970,11:59:30,Pacific Standard Time (UTC-8),8.68,0.04,19.35,0.25,-1.46,-5.28,Measured_10mL,0.941,0.931,0.002491528,120,8,0,9.16,S17R,47.3956,-121.104,47.3955,-121.1038,11:34:00,12:30:00,437318,7.26,James,Stegen,PNNL,james.stegen@pnnl.gov,S17R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),19.57,NA,NA,Low (5-30%),None,None,1-3 cm as described in the protocol,NA,"N/A. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 16 mins instead 75 mins for both miniDOT (SNs 856289, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 13:10 to 14:10 to reflect the actual data.",NA,NA,FALSE,NA +SSS035,SSS035-2,2022-08-11,1660247970,11:59:30,Pacific Standard Time (UTC-8),8.68,0.04,19.35,0.25,-1.36,-4.86,Measured_10mL,0.994,0.993,7.05737e-4,120,8,0,8.41,S17R,47.3956,-121.104,47.3955,-121.1038,11:34:00,12:30:00,437318,7.26,James,Stegen,PNNL,james.stegen@pnnl.gov,S17R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),19.57,NA,NA,Low (5-30%),None,None,1-3 cm as described in the protocol,NA,"N/A. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 16 mins instead 75 mins for both miniDOT (SNs 856289, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 13:10 to 14:10 to reflect the actual data.",NA,NA,FALSE,NA +SSS035,SSS035-3,2022-08-11,1660247970,11:59:30,Pacific Standard Time (UTC-8),8.68,0.04,19.35,0.25,-1.12,-4.03,Measured_10mL,0.914,0.899,0.002339499,120,8,0,8.406666667,S17R,47.3956,-121.104,47.3955,-121.1038,11:34:00,12:30:00,437318,7.26,James,Stegen,PNNL,james.stegen@pnnl.gov,S17R,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively steep gradient (e.g., mountainous or hilly terrain)",Gravel/cobble (>2mm),19.57,NA,NA,Low (5-30%),None,None,1-3 cm as described in the protocol,NA,"N/A. Manual chamber data post-processing notes: initial QAQC plots using metadata incubation start/end times indicate that the incubation period was only 16 mins instead 75 mins for both miniDOT (SNs 856289, 186138, and 718459). Upon review of the data, photos, etc., we determined that the incubation end time was probably manually recorded in DST as opposed to PST. We added 60 mins to the incubation period and replotted the data, which showed that there was 75 mins of data. SGF edited the metadata fields ""Manual_Chamber_Incubation_End_Time_PST"" and Manual_Chamber_Time_Turned_Off_PST"" to add 60 mins, changing the times from 13:10 to 14:10 to reflect the actual data.",NA,NA,FALSE,NA +SSS036,SSS036-1,2022-08-12,1660317510,07:18:30,Pacific Standard Time (UTC-8),8.6,0.01,16.69,0.03,-12.36,-44.74,Measured_10mL,0.888,0.776,0.073131034,10,3,0,6.723333333,W10,46.8674,-120.7743,46.8676,-120.7744,06:54:00,07:50:00,909143,7.74,James,Stegen,PNNL,james.stegen@pnnl.gov,W10,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.79,16,NA,High (>70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,Sensors redeployed next to Manta which is being deployed long-term at the site. Manta for RC3 kicked up a lot of sediment around 8:43 am while doing depth transects. This data should be removed.,NA,NA,FALSE,NA +SSS036,SSS036-2,2022-08-12,1660317510,07:18:30,Pacific Standard Time (UTC-8),8.6,0.01,16.69,0.03,-13.02,-47.31,Measured_10mL,0.902,0.805,0.071398983,10,3,0,7.02,W10,46.8674,-120.7743,46.8676,-120.7744,06:54:00,07:50:00,909143,7.74,James,Stegen,PNNL,james.stegen@pnnl.gov,W10,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.79,16,NA,High (>70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,Sensors redeployed next to Manta which is being deployed long-term at the site. Manta for RC3 kicked up a lot of sediment around 8:43 am while doing depth transects. This data should be removed.,NA,NA,FALSE,NA +SSS036,SSS036-3,2022-08-12,1660317510,07:18:30,Pacific Standard Time (UTC-8),8.6,0.01,16.69,0.03,-15.34,-54.98,Measured_10mL,0.961,0.941,0.036580626,15,4,0,7.496666667,W10,46.8674,-120.7743,46.8676,-120.7744,06:54:00,07:50:00,909143,7.74,James,Stegen,PNNL,james.stegen@pnnl.gov,W10,NA,NA,Washington,USA,Sunny,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.79,16,NA,High (>70%),Low (5-30%),Low (5-30%),1-3 cm as described in the protocol,NA,Sensors redeployed next to Manta which is being deployed long-term at the site. Manta for RC3 kicked up a lot of sediment around 8:43 am while doing depth transects. This data should be removed.,NA,NA,FALSE,NA +SSS037,SSS037-1,2022-08-08,1659981210,09:53:30,Pacific Standard Time (UTC-8),9.71,0.04,14.2,0.24,-3.76,-13.97,Measured_10mL,0.996,0.993,0.002926507,15,4,1,7.973333333,S39,46.0168,-120.6496,46.0167,-120.6497,09:28:00,10:24:00,179470,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S39,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.69,15,NA,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,Barotroll was moved slightly because the original branch it was on broke,NA,NA,FALSE,NA +SSS037,SSS037-2,2022-08-08,1659981210,09:53:30,Pacific Standard Time (UTC-8),9.71,0.04,14.2,0.24,-5.52,-19.99,Measured_10mL,0.998,0.997,0.002218727,60,6,0,8.216666667,S39,46.0168,-120.6496,46.0167,-120.6497,09:28:00,10:24:00,179470,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S39,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.69,15,NA,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,Barotroll was moved slightly because the original branch it was on broke,NA,NA,FALSE,NA +SSS037,SSS037-3,2022-08-08,1659981210,09:53:30,Pacific Standard Time (UTC-8),9.71,0.04,14.2,0.24,-2.96,-10.77,Measured_10mL,0.986,0.983,0.002889142,60,6,1,8.166666667,S39,46.0168,-120.6496,46.0167,-120.6497,09:28:00,10:24:00,179470,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S39,NA,NA,Washington,USA,Sunny,Perennial,"Shrub, Grass",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.69,15,NA,High (>70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,Barotroll was moved slightly because the original branch it was on broke,NA,NA,FALSE,NA +SSS038,SSS038-1,2022-08-08,1659989670,12:14:30,Pacific Standard Time (UTC-8),5.45,0.03,15.2,0.02,-2.62,-9.63,Measured_10mL,0.986,0.983,0.002312332,89,7,0,8.023333333,S38,46.029,-120.6364,46.0291,-120.6365,11:49:00,12:45:00,681364,7.27,James,Stegen,PNNL,james.stegen@pnnl.gov,S38,NA,NA,Washington,USA,"Sunny, Site completely shaded",Perennial,"Broadleaf evergreen tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.34,6,NA,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,NA,Very low flow,NA,NA,FALSE,NA +SSS038,SSS038-2,2022-08-08,1659989670,12:14:30,Pacific Standard Time (UTC-8),5.45,0.03,15.2,0.02,-3.11,-11.29,Measured_10mL,0.99,0.988,0.002588841,60,6,0,7.73,S38,46.029,-120.6364,46.0291,-120.6365,11:49:00,12:45:00,681364,7.27,James,Stegen,PNNL,james.stegen@pnnl.gov,S38,NA,NA,Washington,USA,"Sunny, Site completely shaded",Perennial,"Broadleaf evergreen tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.34,6,NA,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,NA,Very low flow,NA,NA,FALSE,NA +SSS038,SSS038-3,2022-08-08,1659989670,12:14:30,Pacific Standard Time (UTC-8),5.45,0.03,15.2,0.02,-4.08,-14.81,Measured_10mL,0.999,0.999,0.001174562,29,5,1,7.726666667,S38,46.029,-120.6364,46.0291,-120.6365,11:49:00,12:45:00,681364,7.27,James,Stegen,PNNL,james.stegen@pnnl.gov,S38,NA,NA,Washington,USA,"Sunny, Site completely shaded",Perennial,"Broadleaf evergreen tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.34,6,NA,High (>70%),None,Low (5-30%),1-3 cm as described in the protocol,NA,Very low flow,NA,NA,FALSE,NA +SSS039,SSS039-1,2022-08-08,1659995670,13:54:30,Pacific Standard Time (UTC-8),9.35,0.07,18.3,0.24,-2.1,-8.47,Measured_10mL,0.996,0.995,9.22861e-4,120,8,0,8.41,S37,46.0284,-120.6115,46.0285,-120.6114,13:29:00,14:25:00,750289,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S37,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.35,20,NA,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,(BF 2022-03-01) Manta had good data after the recorded manta end time. The end time was estimated based on the data and was double checked visually.,NA,NA,FALSE,NA +SSS039,SSS039-2,2022-08-08,1659995670,13:54:30,Pacific Standard Time (UTC-8),9.35,0.07,18.3,0.24,-2.87,-10.57,Measured_10mL,0.957,0.946,0.005069792,75,7,0,8.256666667,S37,46.0284,-120.6115,46.0285,-120.6114,13:29:00,14:25:00,750289,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S37,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.35,20,NA,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,(BF 2022-03-01) Manta had good data after the recorded manta end time. The end time was estimated based on the data and was double checked visually.,NA,NA,FALSE,NA +SSS039,SSS039-3,2022-08-08,1659995670,13:54:30,Pacific Standard Time (UTC-8),9.35,0.07,18.3,0.24,-1.91,-7.19,Measured_10mL,0.976,0.971,0.002058189,120,8,0,8.173333333,S37,46.0284,-120.6115,46.0285,-120.6114,13:29:00,14:25:00,750289,7.84,James,Stegen,PNNL,james.stegen@pnnl.gov,S37,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.35,20,NA,Med (30-70%),Low (5-30%),None,1-3 cm as described in the protocol,NA,(BF 2022-03-01) Manta had good data after the recorded manta end time. The end time was estimated based on the data and was double checked visually.,NA,NA,FALSE,NA +SSS040,SSS040-1,2022-08-09,1660063590,08:46:30,Pacific Standard Time (UTC-8),10.28,0.02,11.9,0.04,-2.49,-8.88,Measured_10mL,0.995,0.995,0.001256658,90,7,0,8.603333333,S54,46.6833,-120.9404,46.6833,-120.9404,08:21:00,09:17:00,310845,7.42,James,Stegen,PNNL,james.stegen@pnnl.gov,S54,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Needleleaf evergreen tree, Shrub",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),11.86,12,NA,None,Low (5-30%),None,1-3 cm as described in the protocol,NA,Hobo might not be logging. It was relaunched because could not tell if deployed. Lupita made sure it was GMT-08 and did not change logging interval. Minidot serial numbers were missing on metadata hard copy. ML/DJD copied Minidot serial numbers from LP/PR previous metadata sheet.,NA,NA,FALSE,NA +SSS040,SSS040-2,2022-08-09,1660063590,08:46:30,Pacific Standard Time (UTC-8),10.28,0.02,11.9,0.04,-1.67,-6.06,Measured_10mL,0.974,0.969,0.001861341,120,8,0,7.973333333,S54,46.6833,-120.9404,46.6833,-120.9404,08:21:00,09:17:00,310845,7.42,James,Stegen,PNNL,james.stegen@pnnl.gov,S54,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Needleleaf evergreen tree, Shrub",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),11.86,12,NA,None,Low (5-30%),None,1-3 cm as described in the protocol,NA,Hobo might not be logging. It was relaunched because could not tell if deployed. Lupita made sure it was GMT-08 and did not change logging interval. Minidot serial numbers were missing on metadata hard copy. ML/DJD copied Minidot serial numbers from LP/PR previous metadata sheet.,NA,NA,FALSE,NA +SSS040,SSS040-3,2022-08-09,1660063590,08:46:30,Pacific Standard Time (UTC-8),10.28,0.02,11.9,0.04,-1.47,-5.3,Measured_10mL,0.966,0.96,0.001880864,120,8,0,8.943333333,S54,46.6833,-120.9404,46.6833,-120.9404,08:21:00,09:17:00,310845,7.42,James,Stegen,PNNL,james.stegen@pnnl.gov,S54,NA,NA,Washington,USA,"Overcast, Raining",Perennial,"Needleleaf evergreen tree, Shrub",Multi-channel/Braided,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),11.86,12,NA,None,Low (5-30%),None,1-3 cm as described in the protocol,NA,Hobo might not be logging. It was relaunched because could not tell if deployed. Lupita made sure it was GMT-08 and did not change logging interval. Minidot serial numbers were missing on metadata hard copy. ML/DJD copied Minidot serial numbers from LP/PR previous metadata sheet.,NA,NA,FALSE,NA +SSS041,SSS041-1,2022-08-09,1660070190,10:36:30,Pacific Standard Time (UTC-8),10.46,0.03,13.86,0.13,-3.72,-13.24,Measured_10mL,0.993,0.991,0.002691869,60,6,0,7.866666667,S49R,46.7239,-120.8135,46.7242,-120.8134,10:11:00,11:07:00,912877,7.43,James,Stegen,PNNL,james.stegen@pnnl.gov,S49R,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.12,6,NA,None,Med (30-70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS041,SSS041-2,2022-08-09,1660070190,10:36:30,Pacific Standard Time (UTC-8),10.46,0.03,13.86,0.13,-4.56,-16.21,Measured_10mL,0.963,0.95,0.008643563,30,5,2,8.266666667,S49R,46.7239,-120.8135,46.7242,-120.8134,10:11:00,11:07:00,912877,7.43,James,Stegen,PNNL,james.stegen@pnnl.gov,S49R,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.12,6,NA,None,Med (30-70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS041,SSS041-3,2022-08-09,1660070190,10:36:30,Pacific Standard Time (UTC-8),10.46,0.03,13.86,0.13,-2.73,-9.74,Measured_10mL,0.924,0.905,0.006516447,60,6,0,7.793333333,S49R,46.7239,-120.8135,46.7242,-120.8134,10:11:00,11:07:00,912877,7.43,James,Stegen,PNNL,james.stegen@pnnl.gov,S49R,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.12,6,NA,None,Med (30-70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS042,SSS042-1,2022-08-09,1660078410,12:53:30,Pacific Standard Time (UTC-8),9.99,0.09,15.94,0.03,-1.37,-4.78,Measured_10mL,0.993,0.992,8.52425e-4,90,7,1,8.123333333,S51,46.7298,-120.8041,46.7301,-120.8038,12:28:00,13:24:00,424713,8.09,James,Stegen,PNNL,james.stegen@pnnl.gov,S51,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.89,20,NA,None,Med (30-70%),None,1-3 cm as described in the protocol,NA,"HOBO/Minidot deployed about 1ft away from original spot because the water level seemed to have dropped. (BF 2022-08-25) Date mistakelnly entered at 2022-09-08, I changed it to 2022-08-09",NA,NA,FALSE,NA +SSS042,SSS042-2,2022-08-09,1660078410,12:53:30,Pacific Standard Time (UTC-8),9.99,0.09,15.94,0.03,-1.6,-5.63,Measured_10mL,0.979,0.975,0.001733612,90,7,1,8.95,S51,46.7298,-120.8041,46.7301,-120.8038,12:28:00,13:24:00,424713,8.09,James,Stegen,PNNL,james.stegen@pnnl.gov,S51,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.89,20,NA,None,Med (30-70%),None,1-3 cm as described in the protocol,NA,"HOBO/Minidot deployed about 1ft away from original spot because the water level seemed to have dropped. (BF 2022-08-25) Date mistakelnly entered at 2022-09-08, I changed it to 2022-08-09",NA,NA,FALSE,NA +SSS042,SSS042-3,2022-08-09,1660078410,12:53:30,Pacific Standard Time (UTC-8),9.99,0.09,15.94,0.03,-1.04,-3.73,Measured_10mL,0.968,0.96,0.001560665,60,6,2,8.226666667,S51,46.7298,-120.8041,46.7301,-120.8038,12:28:00,13:24:00,424713,8.09,James,Stegen,PNNL,james.stegen@pnnl.gov,S51,NA,NA,Washington,USA,Overcast,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),15.89,20,NA,None,Med (30-70%),None,1-3 cm as described in the protocol,NA,"HOBO/Minidot deployed about 1ft away from original spot because the water level seemed to have dropped. (BF 2022-08-25) Date mistakelnly entered at 2022-09-08, I changed it to 2022-08-09",NA,NA,FALSE,NA +SSS043,SSS043-1,2022-08-10,1660147050,07:57:30,Pacific Standard Time (UTC-8),8.83,0.03,16.25,0.08,-1.87,-6.86,Measured_10mL,0.982,0.978,0.001903108,90,7,1,7.85,S11,46.9006,-121.2466,46.9005,-121.2468,07:32:00,08:28:00,177943,6.92,James,Stegen,PNNL,james.stegen@pnnl.gov,S11,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.25,31,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS043,SSS043-2,2022-08-10,1660147050,07:57:30,Pacific Standard Time (UTC-8),8.83,0.03,16.25,0.08,-2.05,-7.5,Measured_10mL,0.989,0.986,0.00182528,60,6,2,8.75,S11,46.9006,-121.2466,46.9005,-121.2468,07:32:00,08:28:00,177943,6.92,James,Stegen,PNNL,james.stegen@pnnl.gov,S11,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.25,31,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS043,SSS043-3,2022-08-10,1660147050,07:57:30,Pacific Standard Time (UTC-8),8.83,0.03,16.25,0.08,-1.33,-4.79,Measured_10mL,0.847,0.822,0.003853614,120,8,0,7.936666667,S11,46.9006,-121.2466,46.9005,-121.2468,07:32:00,08:28:00,177943,6.92,James,Stegen,PNNL,james.stegen@pnnl.gov,S11,NA,NA,Washington,USA,Partly cloudy,Perennial,"Needleleaf evergreen tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.25,31,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS044,SSS044-1,2022-08-10,1660156830,10:40:30,Pacific Standard Time (UTC-8),9.29,0.03,17.03,0.26,-2.29,-8.09,Measured_10mL,0.953,0.943,0.003793666,90,7,0,8.33,S02,46.9754,-121.158,46.9755,-121.158,10:15:00,11:11:00,593062,7.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S02,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.5,22,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,"(BF 2022-08-23) Date mistyped as 2020, changed it to 2022",NA,NA,FALSE,NA +SSS044,SSS044-2,2022-08-10,1660156830,10:40:30,Pacific Standard Time (UTC-8),9.29,0.03,17.03,0.26,-1.99,-7.1,Measured_10mL,0.988,0.986,0.00161858,90,7,0,7.876666667,S02,46.9754,-121.158,46.9755,-121.158,10:15:00,11:11:00,593062,7.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S02,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.5,22,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,"(BF 2022-08-23) Date mistyped as 2020, changed it to 2022",NA,NA,FALSE,NA +SSS044,SSS044-3,2022-08-10,1660156830,10:40:30,Pacific Standard Time (UTC-8),9.29,0.03,17.03,0.26,-1.7,-6.14,Measured_10mL,0.983,0.98,0.001505793,120,8,0,8.456666667,S02,46.9754,-121.158,46.9755,-121.158,10:15:00,11:11:00,593062,7.41,James,Stegen,PNNL,james.stegen@pnnl.gov,S02,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf deciduous tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),16.5,22,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,"(BF 2022-08-23) Date mistyped as 2020, changed it to 2022",NA,NA,FALSE,NA +SSS045,SSS045-1,2022-08-10,1660163460,12:31:00,Pacific Standard Time (UTC-8),9.91,0.03,14.91,0.12,-1.76,-6.33,Measured_10mL,0.993,0.992,0.00121242,60,6,1,7.953333333,S01,46.976,-121.1579,46.976,-121.1579,12:06:00,13:02:00,236120,7.61,James,Stegen,PNNL,james.stegen@pnnl.gov,S01,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf evergreen tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.49,6,NA,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS045,SSS045-2,2022-08-10,1660163460,12:31:00,Pacific Standard Time (UTC-8),9.91,0.03,14.91,0.12,-2.35,-8.59,Measured_10mL,0.985,0.982,0.002129343,102,7,0,8.926666667,S01,46.976,-121.1579,46.976,-121.1579,12:06:00,13:02:00,236120,7.61,James,Stegen,PNNL,james.stegen@pnnl.gov,S01,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf evergreen tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.49,6,NA,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS045,SSS045-3,2022-08-10,1660163460,12:31:00,Pacific Standard Time (UTC-8),9.91,0.03,14.91,0.12,-1.91,-6.95,Measured_10mL,0.983,0.981,0.001680251,120,8,0,8.07,S01,46.976,-121.1579,46.976,-121.1579,12:06:00,13:02:00,236120,7.61,James,Stegen,PNNL,james.stegen@pnnl.gov,S01,NA,NA,Washington,USA,Sunny,Perennial,"Needleleaf deciduous tree, Broadleaf evergreen tree",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),14.49,6,NA,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS046,SSS046-1,2022-08-11,1660233150,07:52:30,Pacific Standard Time (UTC-8),9.11,0.07,17.61,0.11,-5.71,-20.56,Measured_10mL,0.999,0.998,0.001890283,30,5,1,8.223333333,S22RR,47.1683,-120.8346,47.1683,-120.8345,07:27:00,08:23:00,805101,6.94,James,Stegen,PNNL,james.stegen@pnnl.gov,S22RR,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.72,5,NA,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,NA,Cotton strips were moved and on their side. They were placed facing down again.,NA,NA,FALSE,NA +SSS046,SSS046-2,2022-08-11,1660233150,07:52:30,Pacific Standard Time (UTC-8),9.11,0.07,17.61,0.11,-13.72,-49.41,Measured_10mL,0.856,0.784,0.066270154,15,4,0,7.44,S22RR,47.1683,-120.8346,47.1683,-120.8345,07:27:00,08:23:00,805101,6.94,James,Stegen,PNNL,james.stegen@pnnl.gov,S22RR,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.72,5,NA,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,NA,Cotton strips were moved and on their side. They were placed facing down again.,NA,NA,FALSE,NA +SSS046,SSS046-3,2022-08-11,1660233150,07:52:30,Pacific Standard Time (UTC-8),9.11,0.07,17.61,0.11,-6.42,-23.47,Measured_10mL,0.675,0.566,0.042888996,29,5,0,7.8,S22RR,47.1683,-120.8346,47.1683,-120.8345,07:27:00,08:23:00,805101,6.94,James,Stegen,PNNL,james.stegen@pnnl.gov,S22RR,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),17.72,5,NA,Low (5-30%),Med (30-70%),None,1-3 cm as described in the protocol,NA,Cotton strips were moved and on their side. They were placed facing down again.,NA,NA,FALSE,NA +SSS047,SSS047-1,2022-08-11,1660241070,10:04:30,Pacific Standard Time (UTC-8),9.82,0.02,13.78,0.02,-15.28,-55.84,Measured_10mL,1,-9999,-9999,5,2,0,5.586666667,S23,47.1857,-120.9213,47.1858,-120.9214,09:39:00,10:35:00,911336,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,S23,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.67,30,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS047,SSS047-2,2022-08-11,1660241070,10:04:30,Pacific Standard Time (UTC-8),9.82,0.02,13.78,0.02,-38.28,-139.47,Measured_10mL,1,-9999,-9999,5,2,0,5.006666667,S23,47.1857,-120.9213,47.1858,-120.9214,09:39:00,10:35:00,911336,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,S23,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.67,30,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS047,SSS047-3,2022-08-11,1660241070,10:04:30,Pacific Standard Time (UTC-8),9.82,0.02,13.78,0.02,-15.44,-57.78,Measured_10mL,1,-9999,-9999,5,2,0,6.326666667,S23,47.1857,-120.9213,47.1858,-120.9214,09:39:00,10:35:00,911336,7.55,James,Stegen,PNNL,james.stegen@pnnl.gov,S23,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf evergreen tree, Broadleaf deciduous tree",Single-channel meandering,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),13.67,30,NA,Low (5-30%),Low (5-30%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS048,SSS048-1,2022-08-11,1660251210,12:53:30,Pacific Standard Time (UTC-8),8.86,0.05,21.68,0.29,-3.01,-10.77,Measured_10mL,0.961,0.951,0.005050317,60,6,1,8.36,S29,47.0822,-120.7334,47.082,-120.7342,12:28:00,13:24:00,197185,7.58,James,Stegen,PNNL,james.stegen@pnnl.gov,S29,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),21.64,15,NA,Med (30-70%),High (>70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS048,SSS048-2,2022-08-11,1660251210,12:53:30,Pacific Standard Time (UTC-8),8.86,0.05,21.68,0.29,-2.83,-10.1,Measured_10mL,0.988,0.986,0.002284918,90,7,0,8.266666667,S29,47.0822,-120.7334,47.082,-120.7342,12:28:00,13:24:00,197185,7.58,James,Stegen,PNNL,james.stegen@pnnl.gov,S29,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),21.64,15,NA,Med (30-70%),High (>70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA +SSS048,SSS048-3,2022-08-11,1660251210,12:53:30,Pacific Standard Time (UTC-8),8.86,0.05,21.68,0.29,-2.35,-8.33,Measured_10mL,0.986,0.983,0.002108846,100,7,0,8.393333333,S29,47.0822,-120.7334,47.082,-120.7342,12:28:00,13:24:00,197185,7.58,James,Stegen,PNNL,james.stegen@pnnl.gov,S29,NA,NA,Washington,USA,Sunny,Perennial,"Broadleaf deciduous tree, Shrub",Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),21.64,15,NA,Med (30-70%),High (>70%),None,1-3 cm as described in the protocol,NA,NA,NA,NA,FALSE,NA S19S_0019,S19S_0019-D,8/19/2019,NA,NA,EST,11.46,NA,18.3,NA,-1.43,-4.6,Measured_10mL,0.994538932544473,0.993628754635218,7.2264780831458e-4,129,8,0,8.53,NA,35.9563807,-84.278999,35.9563807,-84.278999,NA,NA,NA,8,Geoff,Schwaner,Battelle-NEON D07,NA,National Ecological Observatory (NEON) site: WALK,Walker Branch,Oak Ridge,Tennessee,USA,Partly cloudy,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.3,6,Shallow waters near the shore,No or almost no direct sunlight (>80% canopy cover),Low,No,NA,NA,NA,NA,NA,FALSE,NA S19S_0019,S19S_0019-M,8/19/2019,NA,NA,EST,11.46,NA,18.3,NA,-11.47,-36.16,Measured_10mL,0.958212839791787,0.916425679583574,0.0399353414943513,36,3,0,8.13,NA,35.956601,-84.2789099,35.956601,-84.2789099,NA,NA,NA,8,Geoff,Schwaner,Battelle-NEON D07,NA,National Ecological Observatory (NEON) site: WALK,Walker Branch,Oak Ridge,Tennessee,USA,Partly cloudy,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.3,8,Shallow waters near the shore,Partial direct sunlight (50-80% canopy cover),Low,No,NA,NA,NA,NA,NA,FALSE,NA S19S_0019,S19S_0019-U,8/19/2019,NA,NA,EST,11.46,NA,18.3,NA,-3.75,-11.18,Measured_10mL,0.960562784863257,0.940844177294885,0.00894496096318307,47,4,0,8.44,NA,35.9572803,-84.2786976,35.9572803,-84.2786976,NA,NA,NA,8,Geoff,Schwaner,Battelle-NEON D07,NA,National Ecological Observatory (NEON) site: WALK,Walker Branch,Oak Ridge,Tennessee,USA,Partly cloudy,Perennial,Broadleaf deciduous tree,Single-channel straight,"Relatively flat/gentle gradient (e.g., valleys)",Gravel/cobble (>2mm),18.3,12,Pool lip,Partial direct sunlight (50-80% canopy cover),No,Low,NA,NA,NA,NA,NA,FALSE,NA diff --git a/ml_models/sl_0/SuperLearners.pkl b/ml_models/sl_0/SuperLearners.pkl new file mode 100644 index 00000000..1fed0559 Binary files /dev/null and b/ml_models/sl_0/SuperLearners.pkl differ diff --git a/ml_models/sl_0/classical-metrics.json b/ml_models/sl_0/classical-metrics.json new file mode 100644 index 00000000..eb26679f --- /dev/null +++ b/ml_models/sl_0/classical-metrics.json @@ -0,0 +1,3 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.9215824536204621 +} \ No newline at end of file diff --git a/ml_models/sl_0/fpi.std.err b/ml_models/sl_0/fpi.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_0/fpi.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_0/fpi.std.out b/ml_models/sl_0/fpi.std.out new file mode 100644 index 00000000..820ff2a5 --- /dev/null +++ b/ml_models/sl_0/fpi.std.out @@ -0,0 +1,57 @@ +Parsing SuperLearner FPI arguments... +--model_dir +--predict_var +--num_inputs +--corr_cutoff +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0. 0. 0.01809048 1.03373511 0.07584601 0. + 0.00352946 0. 0.04230056 0.02854969 0. 0. + 0. 0.80105367 0. ] +Did not detect any one-hot features. +Started with 25 features. +Finishing with 18 features in 3 groups. +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi;RA_dm,RA_SO,RA_ms_av,RA_ms_di;Mean_DO_mg_per_L,Mean_DO_percent_saturation,crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C +Loading model for job: 0 +FPI on stacked ensemble... +FPI on ML model: nusvr-sig... +FPI on ML model: xgb... + Avg_Ratiostack0 Std_Ratiostack0 +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.356069 0.175626 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 3.706418 0.126283 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,crp... 7.782892 0.272012 +pH 1.588919 0.133131 +prm_pc_cse 1.032120 0.014893 +gla_pc_cse 0.999675 0.001301 +pst_pc_cse 1.398878 0.100030 +ppd_pk_cav 1.634504 0.145447 +sgr_dk_rav 1.697786 0.180473 +dor_pc_pva 1.585081 0.168342 +--------nusvr-sig--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.001265 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 0.999994 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C 1.002887 +pH 1.000903 +prm_pc_cse 1.000000 +gla_pc_cse 1.000000 +pst_pc_cse 0.999875 +ppd_pk_cav 1.000044 +sgr_dk_rav 0.999985 +dor_pc_pva 0.999964 +Name: Avg_Rationusvr-sig0, dtype: float64 +--------xgb--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.693109 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 3.871569 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C 8.437513 +pH 1.699551 +prm_pc_cse 0.999957 +gla_pc_cse 1.000000 +pst_pc_cse 1.400325 +ppd_pk_cav 1.570874 +sgr_dk_rav 1.888092 +dor_pc_pva 1.529334 +Name: Avg_Ratioxgb0, dtype: float32 diff --git a/ml_models/sl_0/hold-out-metrics-high-low-split.json b/ml_models/sl_0/hold-out-metrics-high-low-split.json new file mode 100644 index 00000000..8cd75809 --- /dev/null +++ b/ml_models/sl_0/hold-out-metrics-high-low-split.json @@ -0,0 +1,4 @@ +{ + "r2_high": 0.5261037466185012, + "r2_low": 0.08042113189474676 +} \ No newline at end of file diff --git a/ml_models/sl_0/hold-out-metrics.json b/ml_models/sl_0/hold-out-metrics.json new file mode 100644 index 00000000..7c03a47d --- /dev/null +++ b/ml_models/sl_0/hold-out-metrics.json @@ -0,0 +1,5 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.6425611731797971, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -0.4211458489683779, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -66.6600701969094 +} \ No newline at end of file diff --git a/ml_models/sl_0/model_fpi_results_df b/ml_models/sl_0/model_fpi_results_df new file mode 100644 index 00000000..371a39ba --- /dev/null +++ b/ml_models/sl_0/model_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Rationusvr-sig0,Std_Rationusvr-sig0,Avg_Ratioxgb0,Std_Ratioxgb0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",1.0012650020541511,0.0003512435208026101,3.6931086,0.18488343 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",0.9999939262051148,0.0001522039136923974,3.8715687,0.20636418 +"Mean_DO_mg_per_L,Mean_DO_percent_saturation,crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C",1.0028872512228855,0.0006391530753469736,8.437513,0.22184964 +pH,1.0009032867746113,0.000182478906507304,1.6995512,0.23127481 +prm_pc_cse,1.0,0.0,0.9999567,0.00010276365 +gla_pc_cse,1.0,0.0,1.0,0.0 +pst_pc_cse,0.9998754869832014,7.295768397832177e-05,1.4003246,0.08893507 +ppd_pk_cav,1.000044433962566,2.4827745460881275e-05,1.5708745,0.11568346 +sgr_dk_rav,0.9999849943585395,3.563770463683232e-06,1.8880919,0.20384881 +dor_pc_pva,0.9999644831687743,2.4850550852229005e-05,1.5293338,0.19650507 diff --git a/ml_models/sl_0/original_input_data.csv b/ml_models/sl_0/original_input_data.csv new file mode 100644 index 00000000..de600b43 --- /dev/null +++ b/ml_models/sl_0/original_input_data.csv @@ -0,0 +1,691 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-41.53 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-47.82 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-42.31 +2.0,0.275159,429.0,0.0,134.0,97.0,26.0,38.0,127.0,243.0,1005.0,31.0,100.0,1.0,0.0,3.0,0.0,0.0,146.491,19.95,6.5,9.58,106.48996,0.6029664,0.83706945,-83.28 +2.0,0.275159,429.0,0.0,134.0,97.0,26.0,38.0,127.0,243.0,1005.0,31.0,100.0,1.0,0.0,3.0,0.0,0.0,146.491,19.95,6.5,9.58,106.48996,0.6029664,0.83706945,-173.76 +2.0,0.518305,442.0,0.0,456.0,244.0,76.0,59.0,106.0,254.0,1047.0,30.0,100.0,26.0,4.0,1.0,0.0,0.0,180.212,14.93,6.5,9.58,97.681305,0.43371585,1.0986627,-6.67 +2.0,0.518305,442.0,0.0,456.0,244.0,76.0,59.0,106.0,254.0,1047.0,30.0,100.0,26.0,4.0,1.0,0.0,0.0,180.212,14.93,6.5,9.58,97.681305,0.43371585,1.0986627,-8.08 +2.0,0.518305,442.0,0.0,456.0,244.0,76.0,59.0,106.0,254.0,1047.0,30.0,100.0,26.0,4.0,1.0,0.0,0.0,180.212,14.93,6.5,9.58,97.681305,0.43371585,1.0986627,-9.91 +3.0,0.969993,692.0,0.0,298.0,317.0,78.0,31.0,72.0,270.0,1119.0,35.0,100.0,8.0,0.0,0.0,0.0,0.0,262.081,14.89,6.5,11.49,118.08853,0.56233734,1.1537749,-7.22 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00000000..4e34be6d --- /dev/null +++ b/ml_models/sl_0/pca.std.out @@ -0,0 +1,24 @@ +Parsing SuperLearner PCA arguments... +--model_dir +--num_inputs +--data +--predict_var +--predict_data +Shapes at start: +(11288, 25) +(11288, 6) +Shape after concat: +(11288, 31) +Shapes after NaN, x, y, error separation: +(11178, 24) +(11178, 2) +(11178, 2) +(11178, 1) +Training data shape: +(690, 23) +data_all shape after adding training data: +(11868, 24) +data_all shape after removing NaN: +(11862, 24) +1.0 +Done! diff --git a/ml_models/sl_0/predict.std.err b/ml_models/sl_0/predict.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_0/predict.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_0/predict.std.out b/ml_models/sl_0/predict.std.out new file mode 100644 index 00000000..dbc14a9c --- /dev/null +++ b/ml_models/sl_0/predict.std.out @@ -0,0 +1,19 @@ +Parsing SuperLearner predict arguments... +--model_dir +--predict_var +--num_inputs +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0. 0. 0.01809048 1.03373511 0.07584601 0. + 0.00352946 0. 0.04230056 0.02854969 0. 0. + 0. 0.80105367 0. ] +RSE: 194.18090420202586 +/- 403.88959363338046 +mean.error: 89.62835 +/- 57.946167 +predict.error: 903.0874 +/- 12.916227 +RSE vs mean.error: [[1. 0.51808814] + [0.51808814 1. ]] +RSE vs predict.error: [[1. 0.46939082] + [0.46939082 1. ]] +evaluating hold out on a high/low split +Done! diff --git a/ml_models/sl_0/requirements.txt.gz b/ml_models/sl_0/requirements.txt.gz new file mode 100644 index 00000000..ffc5c5bf Binary files /dev/null and b/ml_models/sl_0/requirements.txt.gz differ diff --git a/ml_models/sl_0/requirements.yaml.gz b/ml_models/sl_0/requirements.yaml.gz new file mode 100644 index 00000000..9b604da2 Binary files /dev/null and b/ml_models/sl_0/requirements.yaml.gz differ diff --git a/ml_models/sl_0/sl_error.png b/ml_models/sl_0/sl_error.png new file mode 100644 index 00000000..846899ff Binary files /dev/null and b/ml_models/sl_0/sl_error.png differ diff --git a/ml_models/sl_0/sl_fpi_correlation_graph.png b/ml_models/sl_0/sl_fpi_correlation_graph.png new file mode 100644 index 00000000..b2b50724 Binary files /dev/null and b/ml_models/sl_0/sl_fpi_correlation_graph.png differ diff --git a/ml_models/sl_0/sl_fpi_correlation_heatmap.png b/ml_models/sl_0/sl_fpi_correlation_heatmap.png new file mode 100644 index 00000000..3706fbf3 Binary files /dev/null and b/ml_models/sl_0/sl_fpi_correlation_heatmap.png differ diff --git a/ml_models/sl_0/sl_fpi_correlation_hist.png b/ml_models/sl_0/sl_fpi_correlation_hist.png new file mode 100644 index 00000000..64ec432d Binary files /dev/null and b/ml_models/sl_0/sl_fpi_correlation_hist.png differ diff --git a/ml_models/sl_0/sl_fpi_results_df b/ml_models/sl_0/sl_fpi_results_df new file mode 100644 index 00000000..b698e6fa --- /dev/null +++ b/ml_models/sl_0/sl_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Ratiostack0,Std_Ratiostack0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",3.356068518772517,0.1756255517945743 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",3.706418369662751,0.12628324772188665 +"Mean_DO_mg_per_L,Mean_DO_percent_saturation,crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C",7.782891786315242,0.2720123379332736 +pH,1.5889186435716485,0.13313069652608053 +prm_pc_cse,1.0321202901475863,0.014892963996919707 +gla_pc_cse,0.9996745091626595,0.0013013767154669462 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100644 index 00000000..8437ca7c Binary files /dev/null and b/ml_models/sl_0/sl_targets_hist.png differ diff --git a/ml_models/sl_0/superlearner_conf_TTR_mms_log10_neg.py b/ml_models/sl_0/superlearner_conf_TTR_mms_log10_neg.py new file mode 100644 index 00000000..7d6c7cfd --- /dev/null +++ b/ml_models/sl_0/superlearner_conf_TTR_mms_log10_neg.py @@ -0,0 +1,625 @@ +# SuperLearner configuration for: +# 15 stacked ensemble models +# Each uses MinMaxScaler or StandardScaler on inputs +# Each uses TransformedTargetRegressor with custom log10 +# and MinMaxScaler function/inverse pair on targets. +# +# This configuration is an attempt to reproduce as +# closely as possible the simple approach to taking +# a log10 of the target and training then model on +# the transformed data. + +from sklearn.utils.validation import check_X_y, check_array, check_is_fitted +from sklearn.base import BaseEstimator,RegressorMixin + +from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import StandardScaler +from sklearn.preprocessing import PowerTransformer +from sklearn.linear_model import Ridge +from sklearn.linear_model import LinearRegression +from sklearn.linear_model import Lasso +from sklearn.linear_model import ElasticNet +from sklearn.linear_model import HuberRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.cross_decomposition import PLSRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from xgboost import XGBRegressor +from sklearn.svm import NuSVR +from sklearn.kernel_ridge import KernelRidge +from sklearn.neural_network import MLPRegressor +from sklearn.ensemble import ExtraTreesRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.model_selection import RandomizedSearchCV +from skopt import BayesSearchCV +from skopt.space import Real, Categorical, Integer + +from sklearn.compose import TransformedTargetRegressor + +from scipy.optimize import nnls +from scipy.stats import loguniform,uniform,randint +import numpy as np +import pickle + +# NEEDS: +# skopt 0.8.1 (scikit-opt) +# sklearn 0.23.2 +# xboost 1.3.3 + +# DEFINE SUPERLEARNER +class NonNegativeLeastSquares(BaseEstimator, RegressorMixin): + def __init__(self): + pass + + def fit(self, X, y): + X, y = check_X_y(X, y) + self.weights_, _ = nnls(X, y) + return self + + def predict(self, X): + check_is_fitted(self) + X = check_array(X) + return np.matmul(X, self.weights_) + + +# _neg values apply -1 assuming all input values +# are negative, so the log operation can work on +# positive values. + +# Manually specify MinMaxScaler bookends. Since +# the log10 operation is applied before the MMS, +# these represent the span of orders of magnitude. +mms_min = -2.0 +mms_max = 4.0 + +def mms_log10_neg(input): + + #print(mms_min) + #print(mms_max) + + # MinMaxScaler should have all values between 0 and 1. + max_val = 1 + min_val = 0 + + # Apply log10 transform + do_log10 = np.log10(-1.0*input) + + # Apply MinMaxScaler + output = (do_log10 - mms_min)/(mms_max - mms_min) + + # Count bad values + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Transform: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + + # Filter values + output[output > max_val] = max_val + output[output < min_val] = min_val + + return output + + #print('Function: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #output = np.log1p(np.abs(input)) + #print(np.sum(np.sum(output > max_val))) + #output[output < -1.0*max_val]=-1.0*max_val + #output[output < 0.0] = 0.0 + #output[output > max_val] = max_val + #return output + +def neg_exp10_mms(input): + #print(mms_min) + #print(mms_max) + + #max_val = np.finfo(np.float32).max + #min_val = np.finfo(np.float32).eps + + # Prefilter before apply MinMaxScaler + input[input < 0.0] = 0 + input[input > 1.0] = 1 + + # Undo MinMaxScaler + undo_mms = input*(mms_max-mms_min) + mms_min + + # Undo the log10 transform + output = (10.0**undo_mms) + + # Check output is reasonable + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Inverse: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + #output[output > max_val] = max_val + #output[output < min_val] = min_val + #output[np.isnan(output)] = min_val + #output[np.isinf(output)] = max_val + + # Make all values negative. + output = -1.0*output + + return output + + #print('Inverse: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #input_copy = input + #input_copy[input_copy > max_val] = max_val + #input_copy[input_copy < -1.0*max_val] = -1.0*max_val + #output = -1.0*np.expm1(input_copy) + #return output + +n_iter = 10 +cv = 5 + +# About using the HPO as a model: +# 1. Is is very expensive. The SL uses cross-validation and so does the HPO. +# 2. Does it even make sense to run cross-validation inside the cross-validation? +# 3. Parallelism fails locally (works with dask). Probably using joblib inside joblib? +# 4. If HPO is activated the best model is passed as the model to the SL + +# MinMaxScaler is default scaler for pipelines except for +# nusvr-rbf and linear models with regularization terms +# (Ridge, Lasso, Elastic-Net, Huber): +# https://scikit-learn.org/stable/modules/preprocessing.html +# In those cases, use StandardScaler to get centered, Gaussian +# data as inputs to ML. Pipelines only apply to INPUT (i.e. ML +# model features). +# +# The TransformedTargetRegressor allows for integrating a +# transform on the target in each model. Note that the +# target's transformer does NOT need to be +# the same as the input transformer. + +SuperLearnerConf = { + "final_estimator": NonNegativeLeastSquares(), + "estimators": { + "nusvr-rbf": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__gamma": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-lin": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-poly": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-sig": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__coef0": [-0.99, 0.99, 'uniform'] + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-uni": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-dist": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "pls": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__plsr__n_components": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "mlp": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__mlp__hidden_layer_sizes": (10, 250), + "regressor__mlp__solver": ["lbfgs", "sgd", "adam"], + "regressor__mlp__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__mlp__tol": (10**-6, 10**-2, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "ridge": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "lasso": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "linear": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "enet": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__l1_ratio": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "huber": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__epsilon": (1.35, 1.9, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "xgb": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__xgb__n_estimators": (100, 10000), + "regressor__xgb__learning_rate": (10**-4, 0.99, 'log-uniform'), + "regressor__xgb__max_depth": [2, 3, 4, 5, 6, 7, 8] + }, + n_iter = n_iter, + cv = cv + ) + }, + "etr": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__etr__n_estimators": (100, 10000), + "regressor__etr__ccp_alpha": [0, 0.001, 0.01, 0.1], + "regressor__etr__max_features": [0.1, 0.3, 0.5, 0.8, 1.0], + "regressor__etr__criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"], + "regressor__etr__max_depth": [2, 3, 4, 5, 6, 7, 8], + "regressor__etr__min_samples_split": [0.1, 0.2, 0.3], + "regressor__etr__min_samples_leaf": [0.1, 0.2, 0.3] + }, + n_iter = n_iter, + cv = cv + ) + } + } +} + +def load_SuperLearner(model_pkl): + with open(model_pkl, 'rb') as inp: + return pickle.load(inp) + diff --git a/ml_models/sl_0/test.csv b/ml_models/sl_0/test.csv new file mode 100644 index 00000000..fc79edab --- /dev/null +++ b/ml_models/sl_0/test.csv @@ -0,0 +1,174 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment 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mode 100644 index 00000000..6de2bdd4 --- /dev/null +++ b/ml_models/sl_0/train.std.err @@ -0,0 +1,2445 @@ +Matplotlib is building the font cache; this may take a moment. +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.09683e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.1177e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.10284e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.13991e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.12267e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=4.6143e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=8.26707e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=6.50699e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=7.19804e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.07807e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.1176e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.08946e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.1597e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.12702e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=3.16983e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.925e-02, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.025e-03, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.539e-03, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.148e-03, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.794e-03, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.377e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.081e-01, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.212e-01, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.731e-01, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.766e-01, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.349e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.080e-01, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.188e-01, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.703e-01, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.745e-01, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.034e-03, tolerance: 1.410e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.430e-03, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.684e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.566e-01, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.615e-01, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.051e-01, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.155e-01, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.853e-02, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.324e-01, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.213e-01, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.103e-01, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.338e-01, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.477e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.278e-01, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.357e-01, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.889e-01, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.109e-01, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.101e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.975e-01, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.926e-01, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.716e-01, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.470e-01, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.475e+00, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.183e+00, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.449e+00, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.435e+00, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.531e+00, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.054e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.553e+00, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.188e+00, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.155e+00, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.070e+00, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.355e-01, tolerance: 1.410e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=3.35307e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.034e-03, tolerance: 1.410e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.355e-01, tolerance: 1.410e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=5.50237e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=8.13521e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=6.11043e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=6.73261e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.925e-02, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.025e-03, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.539e-03, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.148e-03, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.794e-03, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.101e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.975e-01, tolerance: 1.108e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.926e-01, tolerance: 1.098e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.716e-01, tolerance: 1.176e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.470e-01, tolerance: 1.138e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( diff --git a/ml_models/sl_0/train.std.out b/ml_models/sl_0/train.std.out new file mode 100644 index 00000000..a15f0be1 --- /dev/null +++ b/ml_models/sl_0/train.std.out @@ -0,0 +1,50 @@ +1.4.0 +Parsing SuperLearner input arguments... +--conda_sh +--superlearner_conf +--n_jobs +--num_inputs +--predict_var +--cross_val_score +--model_dir +--hpo +--smogn +--data +--backend +NOTICE: Filling any NaN with mean values! +NaN in training data will cause a crash. +Loading SuperLearner configuration... +Loading from: /home/sfgary/sl_core/sample_inputs/superlearner_conf_TTR_mms_log10_neg.py +Dirname: /home/sfgary/sl_core/sample_inputs +Basename: superlearner_conf_TTR_mms_log10_neg +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-rbf +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-lin +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-poly +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-sig +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-uni +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-dist +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator pls +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator mlp +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator ridge +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator lasso +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator linear +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator enet +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator huber +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator xgb +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator etr +Defining estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Training estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator on holdout(test) high/low set for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Hold out metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.6425611731797971, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -0.4211458489683779, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -66.6600701969094 +} +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Classical metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.9215824536204621 +} +Save train/test data diff --git a/ml_models/sl_1/SuperLearners.pkl b/ml_models/sl_1/SuperLearners.pkl new file mode 100644 index 00000000..ae93f52e Binary files /dev/null and b/ml_models/sl_1/SuperLearners.pkl differ diff --git a/ml_models/sl_1/classical-metrics.json b/ml_models/sl_1/classical-metrics.json new file mode 100644 index 00000000..08f5ce17 --- /dev/null +++ b/ml_models/sl_1/classical-metrics.json @@ -0,0 +1,3 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.9029480351183647 +} \ No newline at end of file diff --git a/ml_models/sl_1/fpi.std.err b/ml_models/sl_1/fpi.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_1/fpi.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_1/fpi.std.out b/ml_models/sl_1/fpi.std.out new file mode 100644 index 00000000..0e1381d7 --- /dev/null +++ b/ml_models/sl_1/fpi.std.out @@ -0,0 +1,99 @@ +Parsing SuperLearner FPI arguments... +--model_dir +--predict_var +--num_inputs +--corr_cutoff +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0.52184216 0.56337815 0. 0.05034823 0. 0. + 0. 0. 0. 0. 0. 0.12997031 + 0. 0.42755221 0.32286874] +Did not detect any one-hot features. +Started with 25 features. +Finishing with 18 features in 3 groups. +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi;RA_dm,RA_SO,RA_ms_av,RA_ms_di;slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse,Mean_DO_percent_saturation,Mean_DO_mg_per_L +Loading model for job: 0 +FPI on stacked ensemble... +FPI on ML model: nusvr-rbf... +FPI on ML model: nusvr-lin... +FPI on ML model: enet... +FPI on ML model: xgb... +FPI on ML model: etr... + Avg_Ratiostack0 Std_Ratiostack0 +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.728253 0.333068 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 4.727877 0.527551 +slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mea... 8.391728 0.574048 +prm_pc_cse 1.123428 0.029002 +sgr_dk_rav 1.689970 0.110995 +gla_pc_cse 1.002050 0.005051 +dor_pc_pva 1.816494 0.146799 +pH 1.917992 0.134349 +pst_pc_cse 1.838513 0.203106 +ppd_pk_cav 1.973797 0.178114 +--------nusvr-rbf--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 5.459791 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 7.790305 +slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse,Mean_DO_percent_saturation,Mean_DO_mg_per_L 8.382409 +prm_pc_cse 1.111548 +sgr_dk_rav 2.389482 +gla_pc_cse 1.032278 +dor_pc_pva 1.711301 +pH 3.124419 +pst_pc_cse 2.525517 +ppd_pk_cav 2.290170 +Name: Avg_Rationusvr-rbf0, dtype: float64 +--------nusvr-lin--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.017466 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.009486 +slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse,Mean_DO_percent_saturation,Mean_DO_mg_per_L 1.044130 +prm_pc_cse 1.000601 +sgr_dk_rav 0.999196 +gla_pc_cse 1.000013 +dor_pc_pva 0.993170 +pH 1.011150 +pst_pc_cse 0.999749 +ppd_pk_cav 1.024869 +Name: Avg_Rationusvr-lin0, dtype: float64 +--------enet--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 6.564561 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 3.529414 +slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse,Mean_DO_percent_saturation,Mean_DO_mg_per_L 9.712531 +prm_pc_cse 2.983598 +sgr_dk_rav 1.526191 +gla_pc_cse 1.001255 +dor_pc_pva 2.877522 +pH 2.840841 +pst_pc_cse 3.737659 +ppd_pk_cav 1.990933 +Name: Avg_Ratioenet0, dtype: float32 +--------xgb--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 2.485282 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 2.557945 +slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse,Mean_DO_percent_saturation,Mean_DO_mg_per_L 6.485189 +prm_pc_cse 0.999980 +sgr_dk_rav 1.373971 +gla_pc_cse 0.999998 +dor_pc_pva 1.070692 +pH 1.507627 +pst_pc_cse 1.240972 +ppd_pk_cav 1.463996 +Name: Avg_Ratioxgb0, dtype: float32 +--------etr--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.001315 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.000059 +slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse,Mean_DO_percent_saturation,Mean_DO_mg_per_L 1.006804 +prm_pc_cse 1.000000 +sgr_dk_rav 1.000028 +gla_pc_cse 1.000000 +dor_pc_pva 1.000000 +pH 1.000413 +pst_pc_cse 1.000100 +ppd_pk_cav 1.000008 +Name: Avg_Ratioetr0, dtype: float64 diff --git a/ml_models/sl_1/hold-out-metrics-high-low-split.json b/ml_models/sl_1/hold-out-metrics-high-low-split.json new file mode 100644 index 00000000..1f74ed92 --- /dev/null +++ b/ml_models/sl_1/hold-out-metrics-high-low-split.json @@ -0,0 +1,4 @@ +{ + "r2_high": 0.5154910011978602, + "r2_low": 0.021905588411137322 +} \ No newline at end of file diff --git a/ml_models/sl_1/hold-out-metrics.json b/ml_models/sl_1/hold-out-metrics.json new file mode 100644 index 00000000..10e86f10 --- /dev/null +++ b/ml_models/sl_1/hold-out-metrics.json @@ -0,0 +1,5 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.6865548724532416, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -1.1404145977510507, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -9.018084720244119 +} \ No newline at end of file diff --git a/ml_models/sl_1/model_fpi_results_df b/ml_models/sl_1/model_fpi_results_df new file mode 100644 index 00000000..7387f1af --- /dev/null +++ b/ml_models/sl_1/model_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Rationusvr-rbf0,Std_Rationusvr-rbf0,Avg_Rationusvr-lin0,Std_Rationusvr-lin0,Avg_Ratioenet0,Std_Ratioenet0,Avg_Ratioxgb0,Std_Ratioxgb0,Avg_Ratioetr0,Std_Ratioetr0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",5.459790957597969,0.4340680400930592,1.0174658939242347,0.007135584443309558,6.564561,0.5323563,2.4852817,0.16151296,1.0013153337801426,0.00018230296443672825 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",7.790304509513096,1.0676723582369068,1.0094858329451002,0.015797939687787456,3.529414,0.56106424,2.5579455,0.19453427,1.0000586982036015,2.2403201440817083e-05 +"slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse,Mean_DO_percent_saturation,Mean_DO_mg_per_L",8.38240879518361,0.9310640157282627,1.0441297187558813,0.008293962521106925,9.712531,1.021843,6.485189,0.17328009,1.006803836994382,0.0010450659509951053 +prm_pc_cse,1.111547579630136,0.06253499124983256,1.0006007687283318,0.0012587499713610539,2.9835982,0.21344402,0.9999799,0.00035794612,1.0,0.0 +sgr_dk_rav,2.3894819079477734,0.22195977138478065,0.9991964388006808,0.0004921144098748262,1.5261915,0.2503558,1.3739713,0.060489785,1.000028435844382,7.33356074699606e-06 +gla_pc_cse,1.0322782241313344,0.05318216940123934,1.0000130308024182,2.2866435258885457e-05,1.0012552,0.0026422811,0.99999815,7.217088e-06,1.0,0.0 +dor_pc_pva,1.7113006787285343,0.1997454438712545,0.9931698792109518,0.008360369358658715,2.8775215,0.2023665,1.0706923,0.05092127,1.0,0.0 +pH,3.1244186922337067,0.23505445510312814,1.011150138942897,0.0023997163906519445,2.8408408,0.4430826,1.5076274,0.13565037,1.0004134192337648,5.2083436135339306e-05 +pst_pc_cse,2.5255169459437252,0.2288173040462525,0.9997488959476272,0.004633695910932808,3.737659,0.69401634,1.2409719,0.070402354,1.0000996742110926,2.456923863602594e-05 +ppd_pk_cav,2.29017036151675,0.1832027982073397,1.0248693039342482,0.018834939483043472,1.990933,0.26901042,1.4639963,0.08351852,1.0000083616703261,2.652493581250749e-06 diff --git a/ml_models/sl_1/original_input_data.csv b/ml_models/sl_1/original_input_data.csv new file mode 100644 index 00000000..de600b43 --- /dev/null +++ b/ml_models/sl_1/original_input_data.csv @@ -0,0 +1,691 @@ 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+--predict_var +--predict_data +Shapes at start: +(11288, 25) +(11288, 6) +Shape after concat: +(11288, 31) +Shapes after NaN, x, y, error separation: +(11178, 24) +(11178, 2) +(11178, 2) +(11178, 1) +Training data shape: +(690, 23) +data_all shape after adding training data: +(11868, 24) +data_all shape after removing NaN: +(11862, 24) +1.0 +Done! diff --git a/ml_models/sl_1/predict.std.err b/ml_models/sl_1/predict.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_1/predict.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_1/predict.std.out b/ml_models/sl_1/predict.std.out new file mode 100644 index 00000000..a98b378e --- /dev/null +++ b/ml_models/sl_1/predict.std.out @@ -0,0 +1,19 @@ +Parsing SuperLearner predict arguments... +--model_dir +--predict_var +--num_inputs +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0.52184216 0.56337815 0. 0.05034823 0. 0. + 0. 0. 0. 0. 0. 0.12997031 + 0. 0.42755221 0.32286874] +RSE: 185.83544826599166 +/- 411.21290653877776 +mean.error: 89.718834 +/- 47.71152 +predict.error: 913.39343 +/- 8.977894 +RSE vs mean.error: [[1. 0.57145427] + [0.57145427 1. ]] +RSE vs predict.error: [[1. 0.4925254] + [0.4925254 1. ]] +evaluating hold out on a high/low split +Done! diff --git a/ml_models/sl_1/requirements.txt.gz b/ml_models/sl_1/requirements.txt.gz new file mode 100644 index 00000000..a0237322 Binary files /dev/null and b/ml_models/sl_1/requirements.txt.gz differ diff --git a/ml_models/sl_1/requirements.yaml.gz b/ml_models/sl_1/requirements.yaml.gz new file mode 100644 index 00000000..a1f577b1 Binary files /dev/null and b/ml_models/sl_1/requirements.yaml.gz differ diff --git a/ml_models/sl_1/sl_error.png b/ml_models/sl_1/sl_error.png new file mode 100644 index 00000000..eecf7c9b Binary files /dev/null and b/ml_models/sl_1/sl_error.png differ diff --git a/ml_models/sl_1/sl_fpi_correlation_graph.png b/ml_models/sl_1/sl_fpi_correlation_graph.png new file mode 100644 index 00000000..26433d28 Binary files /dev/null and b/ml_models/sl_1/sl_fpi_correlation_graph.png differ diff --git a/ml_models/sl_1/sl_fpi_correlation_heatmap.png b/ml_models/sl_1/sl_fpi_correlation_heatmap.png new file mode 100644 index 00000000..3706fbf3 Binary files /dev/null and b/ml_models/sl_1/sl_fpi_correlation_heatmap.png differ diff --git a/ml_models/sl_1/sl_fpi_correlation_hist.png b/ml_models/sl_1/sl_fpi_correlation_hist.png new file mode 100644 index 00000000..64ec432d Binary files /dev/null and b/ml_models/sl_1/sl_fpi_correlation_hist.png differ diff --git a/ml_models/sl_1/sl_fpi_results_df b/ml_models/sl_1/sl_fpi_results_df new file mode 100644 index 00000000..79cd0713 --- /dev/null +++ b/ml_models/sl_1/sl_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Ratiostack0,Std_Ratiostack0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",3.7282533588054,0.3330679374566441 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",4.727876961075804,0.5275512286966889 +"slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse,Mean_DO_percent_saturation,Mean_DO_mg_per_L",8.39172787489616,0.5740484546324204 +prm_pc_cse,1.1234283120805848,0.029002211261876056 +sgr_dk_rav,1.6899698266805478,0.1109952082118543 +gla_pc_cse,1.0020503607344435,0.005051285995942166 +dor_pc_pva,1.8164940058716177,0.14679919421396243 +pH,1.9179922182452935,0.13434875823417028 +pst_pc_cse,1.8385128676256277,0.20310615278813335 +ppd_pk_cav,1.9737965747475743,0.17811438714465405 diff --git a/ml_models/sl_1/sl_pca.csv b/ml_models/sl_1/sl_pca.csv new file mode 100644 index 00000000..c4e7d27e --- /dev/null +++ b/ml_models/sl_1/sl_pca.csv @@ -0,0 +1,11179 @@ +Sample_ID,Sample_Longitude,Sample_Latitude,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment,mean.error,predict.error,pca.dist,mean.error.scaled,pca.dist.scaled,combined.metric +300043,0.00215425132404,41.1354301927,-89.551051424567,72.15041392714512,910.6305688860637,2.993682285042879,0.11215194267856197,0.2113430495544212,0.023702533579139932 +300086,0.0929537798368,41.6807228018,-528.0475747460049,71.7294931608395,910.5973154743036,3.552881810735318,0.11149765562620226,0.2508204963294831,0.027965897323737835 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00000000..f61a8cbe Binary files /dev/null and b/ml_models/sl_1/sl_targets_hist.png differ diff --git a/ml_models/sl_1/superlearner_conf_TTR_mms_log10_neg.py b/ml_models/sl_1/superlearner_conf_TTR_mms_log10_neg.py new file mode 100644 index 00000000..7d6c7cfd --- /dev/null +++ b/ml_models/sl_1/superlearner_conf_TTR_mms_log10_neg.py @@ -0,0 +1,625 @@ +# SuperLearner configuration for: +# 15 stacked ensemble models +# Each uses MinMaxScaler or StandardScaler on inputs +# Each uses TransformedTargetRegressor with custom log10 +# and MinMaxScaler function/inverse pair on targets. +# +# This configuration is an attempt to reproduce as +# closely as possible the simple approach to taking +# a log10 of the target and training then model on +# the transformed data. + +from sklearn.utils.validation import check_X_y, check_array, check_is_fitted +from sklearn.base import BaseEstimator,RegressorMixin + +from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import StandardScaler +from sklearn.preprocessing import PowerTransformer +from sklearn.linear_model import Ridge +from sklearn.linear_model import LinearRegression +from sklearn.linear_model import Lasso +from sklearn.linear_model import ElasticNet +from sklearn.linear_model import HuberRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.cross_decomposition import PLSRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from xgboost import XGBRegressor +from sklearn.svm import NuSVR +from sklearn.kernel_ridge import KernelRidge +from sklearn.neural_network import MLPRegressor +from sklearn.ensemble import ExtraTreesRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.model_selection import RandomizedSearchCV +from skopt import BayesSearchCV +from skopt.space import Real, Categorical, Integer + +from sklearn.compose import TransformedTargetRegressor + +from scipy.optimize import nnls +from scipy.stats import loguniform,uniform,randint +import numpy as np +import pickle + +# NEEDS: +# skopt 0.8.1 (scikit-opt) +# sklearn 0.23.2 +# xboost 1.3.3 + +# DEFINE SUPERLEARNER +class NonNegativeLeastSquares(BaseEstimator, RegressorMixin): + def __init__(self): + pass + + def fit(self, X, y): + X, y = check_X_y(X, y) + self.weights_, _ = nnls(X, y) + return self + + def predict(self, X): + check_is_fitted(self) + X = check_array(X) + return np.matmul(X, self.weights_) + + +# _neg values apply -1 assuming all input values +# are negative, so the log operation can work on +# positive values. + +# Manually specify MinMaxScaler bookends. Since +# the log10 operation is applied before the MMS, +# these represent the span of orders of magnitude. +mms_min = -2.0 +mms_max = 4.0 + +def mms_log10_neg(input): + + #print(mms_min) + #print(mms_max) + + # MinMaxScaler should have all values between 0 and 1. + max_val = 1 + min_val = 0 + + # Apply log10 transform + do_log10 = np.log10(-1.0*input) + + # Apply MinMaxScaler + output = (do_log10 - mms_min)/(mms_max - mms_min) + + # Count bad values + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Transform: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + + # Filter values + output[output > max_val] = max_val + output[output < min_val] = min_val + + return output + + #print('Function: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #output = np.log1p(np.abs(input)) + #print(np.sum(np.sum(output > max_val))) + #output[output < -1.0*max_val]=-1.0*max_val + #output[output < 0.0] = 0.0 + #output[output > max_val] = max_val + #return output + +def neg_exp10_mms(input): + #print(mms_min) + #print(mms_max) + + #max_val = np.finfo(np.float32).max + #min_val = np.finfo(np.float32).eps + + # Prefilter before apply MinMaxScaler + input[input < 0.0] = 0 + input[input > 1.0] = 1 + + # Undo MinMaxScaler + undo_mms = input*(mms_max-mms_min) + mms_min + + # Undo the log10 transform + output = (10.0**undo_mms) + + # Check output is reasonable + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Inverse: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + #output[output > max_val] = max_val + #output[output < min_val] = min_val + #output[np.isnan(output)] = min_val + #output[np.isinf(output)] = max_val + + # Make all values negative. + output = -1.0*output + + return output + + #print('Inverse: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #input_copy = input + #input_copy[input_copy > max_val] = max_val + #input_copy[input_copy < -1.0*max_val] = -1.0*max_val + #output = -1.0*np.expm1(input_copy) + #return output + +n_iter = 10 +cv = 5 + +# About using the HPO as a model: +# 1. Is is very expensive. The SL uses cross-validation and so does the HPO. +# 2. Does it even make sense to run cross-validation inside the cross-validation? +# 3. Parallelism fails locally (works with dask). Probably using joblib inside joblib? +# 4. If HPO is activated the best model is passed as the model to the SL + +# MinMaxScaler is default scaler for pipelines except for +# nusvr-rbf and linear models with regularization terms +# (Ridge, Lasso, Elastic-Net, Huber): +# https://scikit-learn.org/stable/modules/preprocessing.html +# In those cases, use StandardScaler to get centered, Gaussian +# data as inputs to ML. Pipelines only apply to INPUT (i.e. ML +# model features). +# +# The TransformedTargetRegressor allows for integrating a +# transform on the target in each model. Note that the +# target's transformer does NOT need to be +# the same as the input transformer. + +SuperLearnerConf = { + "final_estimator": NonNegativeLeastSquares(), + "estimators": { + "nusvr-rbf": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__gamma": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-lin": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-poly": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-sig": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__coef0": [-0.99, 0.99, 'uniform'] + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-uni": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-dist": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "pls": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__plsr__n_components": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "mlp": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__mlp__hidden_layer_sizes": (10, 250), + "regressor__mlp__solver": ["lbfgs", "sgd", "adam"], + "regressor__mlp__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__mlp__tol": (10**-6, 10**-2, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "ridge": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "lasso": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "linear": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "enet": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__l1_ratio": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "huber": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__epsilon": (1.35, 1.9, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "xgb": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__xgb__n_estimators": (100, 10000), + "regressor__xgb__learning_rate": (10**-4, 0.99, 'log-uniform'), + "regressor__xgb__max_depth": [2, 3, 4, 5, 6, 7, 8] + }, + n_iter = n_iter, + cv = cv + ) + }, + "etr": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__etr__n_estimators": (100, 10000), + "regressor__etr__ccp_alpha": [0, 0.001, 0.01, 0.1], + "regressor__etr__max_features": [0.1, 0.3, 0.5, 0.8, 1.0], + "regressor__etr__criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"], + "regressor__etr__max_depth": [2, 3, 4, 5, 6, 7, 8], + "regressor__etr__min_samples_split": [0.1, 0.2, 0.3], + "regressor__etr__min_samples_leaf": [0.1, 0.2, 0.3] + }, + n_iter = n_iter, + cv = cv + ) + } + } +} + +def load_SuperLearner(model_pkl): + with open(model_pkl, 'rb') as inp: + return pickle.load(inp) + diff --git a/ml_models/sl_1/test.csv b/ml_models/sl_1/test.csv new file mode 100644 index 00000000..b340f33e --- /dev/null +++ b/ml_models/sl_1/test.csv @@ -0,0 +1,174 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment 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100644 index 00000000..085f88eb --- /dev/null +++ b/ml_models/sl_1/train.std.err @@ -0,0 +1,2336 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.85437e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=7.67074e-11): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=3.87322e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.58095e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.8946e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=2.30568e-11): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.53199e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.03483e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.87303e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.14557e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.19849e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=9.59865e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.559e-01, tolerance: 1.071e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.999e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.678e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.520e-01, tolerance: 1.072e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.524e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.766e-01, tolerance: 1.071e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.250e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.186e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.680e-01, tolerance: 1.072e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.241e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.951e-01, tolerance: 1.071e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.382e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.350e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.674e-01, tolerance: 1.072e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.462e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.067e-01, tolerance: 1.071e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.481e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.192e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.979e-01, tolerance: 1.072e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.451e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.174e+00, tolerance: 1.071e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.527e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.076e+00, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.035e-01, tolerance: 1.072e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.968e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.078e-01, tolerance: 1.071e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.486e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.205e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.991e-01, tolerance: 1.072e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.461e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.515e-01, tolerance: 1.071e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.954e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.876e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.457e-01, tolerance: 1.072e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.935e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.200e-01, tolerance: 1.071e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.222e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.626e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.637e-01, tolerance: 1.072e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.052e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.181e+00, tolerance: 1.360e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.181e+00, tolerance: 1.360e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.174e+00, tolerance: 1.071e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.527e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.076e+00, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.035e-01, tolerance: 1.072e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.968e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( diff --git a/ml_models/sl_1/train.std.out b/ml_models/sl_1/train.std.out new file mode 100644 index 00000000..ae7d14f4 --- /dev/null +++ b/ml_models/sl_1/train.std.out @@ -0,0 +1,50 @@ +1.4.0 +Parsing SuperLearner input arguments... +--conda_sh +--superlearner_conf +--n_jobs +--num_inputs +--predict_var +--cross_val_score +--model_dir +--hpo +--smogn +--data +--backend +NOTICE: Filling any NaN with mean values! +NaN in training data will cause a crash. +Loading SuperLearner configuration... +Loading from: /home/sfgary/sl_core/sample_inputs/superlearner_conf_TTR_mms_log10_neg.py +Dirname: /home/sfgary/sl_core/sample_inputs +Basename: superlearner_conf_TTR_mms_log10_neg +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-rbf +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-lin +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-poly +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-sig +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-uni +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-dist +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator pls +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator mlp +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator ridge +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator lasso +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator linear +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator enet +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator huber +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator xgb +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator etr +Defining estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Training estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator on holdout(test) high/low set for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Hold out metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.6865548724532416, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -1.1404145977510507, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -9.018084720244119 +} +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Classical metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.9029480351183647 +} +Save train/test data diff --git a/ml_models/sl_2/SuperLearners.pkl b/ml_models/sl_2/SuperLearners.pkl new file mode 100644 index 00000000..90ec5e7e Binary files /dev/null and b/ml_models/sl_2/SuperLearners.pkl differ diff --git a/ml_models/sl_2/classical-metrics.json b/ml_models/sl_2/classical-metrics.json new file mode 100644 index 00000000..76183a29 --- /dev/null +++ b/ml_models/sl_2/classical-metrics.json @@ -0,0 +1,3 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8639653633906399 +} \ No newline at end of file diff --git a/ml_models/sl_2/fpi.std.err b/ml_models/sl_2/fpi.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_2/fpi.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_2/fpi.std.out b/ml_models/sl_2/fpi.std.out new file mode 100644 index 00000000..f95c2076 --- /dev/null +++ b/ml_models/sl_2/fpi.std.out @@ -0,0 +1,71 @@ +Parsing SuperLearner FPI arguments... +--model_dir +--predict_var +--num_inputs +--corr_cutoff +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0.04205506 0.00701421 0. 0.85246816 0.07396939 0. + 0. 0. 0. 0. 0. 0. + 0. 0.80461708 1.38368062] +Did not detect any one-hot features. +Started with 25 features. +Finishing with 18 features in 3 groups. +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi;RA_SO,RA_dm,RA_ms_av,RA_ms_di;Mean_DO_mg_per_L,Mean_DO_percent_saturation,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse +Loading model for job: 0 +FPI on stacked ensemble... +FPI on ML model: nusvr-sig... +FPI on ML model: xgb... +FPI on ML model: etr... + Avg_Ratiostack0 Std_Ratiostack0 +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.506896 0.270519 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 4.523024 0.389507 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,gwt... 7.335058 0.657490 +gla_pc_cse 1.006556 0.013923 +sgr_dk_rav 2.118215 0.124578 +prm_pc_cse 1.032151 0.019514 +pst_pc_cse 1.797982 0.243432 +dor_pc_pva 1.281291 0.070835 +pH 2.092746 0.159778 +ppd_pk_cav 3.157089 0.526119 +--------nusvr-sig--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.000705 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 0.999979 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 1.001727 +gla_pc_cse 1.000000 +sgr_dk_rav 1.000002 +prm_pc_cse 1.000000 +pst_pc_cse 1.000028 +dor_pc_pva 0.999994 +pH 1.000178 +ppd_pk_cav 1.000007 +Name: Avg_Rationusvr-sig0, dtype: float64 +--------xgb--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 4.273941 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 6.677866 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 8.782668 +gla_pc_cse 1.008977 +sgr_dk_rav 2.316578 +prm_pc_cse 1.016411 +pst_pc_cse 2.615668 +dor_pc_pva 1.271855 +pH 2.319564 +ppd_pk_cav 4.420000 +Name: Avg_Ratioxgb0, dtype: float32 +--------etr--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.002605 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 1.000268 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 1.013330 +gla_pc_cse 1.000000 +sgr_dk_rav 1.000036 +prm_pc_cse 1.000000 +pst_pc_cse 1.000245 +dor_pc_pva 1.000036 +pH 1.001902 +ppd_pk_cav 1.000061 +Name: Avg_Ratioetr0, dtype: float64 diff --git a/ml_models/sl_2/hold-out-metrics-high-low-split.json b/ml_models/sl_2/hold-out-metrics-high-low-split.json new file mode 100644 index 00000000..1cb9db9f --- /dev/null +++ b/ml_models/sl_2/hold-out-metrics-high-low-split.json @@ -0,0 +1,4 @@ +{ + "r2_high": 0.6839572025117349, + "r2_low": -0.11435878914330533 +} \ No newline at end of file diff --git a/ml_models/sl_2/hold-out-metrics.json b/ml_models/sl_2/hold-out-metrics.json new file mode 100644 index 00000000..42099751 --- /dev/null +++ b/ml_models/sl_2/hold-out-metrics.json @@ -0,0 +1,5 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8355125531865788, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": 0.26284868588610766, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -10.94040801701974 +} \ No newline at end of file diff --git a/ml_models/sl_2/model_fpi_results_df b/ml_models/sl_2/model_fpi_results_df new file mode 100644 index 00000000..7f073090 --- /dev/null +++ b/ml_models/sl_2/model_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Rationusvr-sig0,Std_Rationusvr-sig0,Avg_Ratioxgb0,Std_Ratioxgb0,Avg_Ratioetr0,Std_Ratioetr0 +"run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi",1.0007051268771026,0.00012377202968698206,4.2739406,0.43225527,1.0026050193836162,0.00030048790620202206 +"RA_SO,RA_dm,RA_ms_av,RA_ms_di",0.9999794791317638,5.656137746165168e-05,6.677866,1.0097178,1.000267607251034,0.00023035425708910274 +"Mean_DO_mg_per_L,Mean_DO_percent_saturation,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse",1.0017271021314689,0.0001968962497556648,8.782668,1.04791,1.0133302592453255,0.001657688487488508 +gla_pc_cse,0.9999999999999999,1.3280824386558767e-16,1.0089766,0.011509255,0.9999999999999999,1.3140686483658206e-16 +sgr_dk_rav,1.0000017183092027,1.9053216860035305e-06,2.3165784,0.17715816,1.0000364345245099,3.38422853804456e-06 +prm_pc_cse,0.9999999999999999,1.3280824386558767e-16,1.016411,0.02373557,0.9999999999999999,1.3140686483658206e-16 +pst_pc_cse,1.0000279549714357,6.103269350034975e-05,2.6156683,0.7438332,1.0002448240408741,4.401054089474334e-05 +dor_pc_pva,0.9999938193194049,2.3701120610145114e-06,1.2718546,0.096397854,1.0000364608509589,2.9953763183713643e-05 +pH,1.000177802662847,5.827000340634219e-05,2.3195643,0.22870435,1.001902198178212,0.00029812192698577497 +ppd_pk_cav,1.0000072045819315,6.7219360127709615e-06,4.4199996,1.264633,1.0000611468625447,9.47798521296941e-06 diff --git a/ml_models/sl_2/original_input_data.csv b/ml_models/sl_2/original_input_data.csv new file mode 100644 index 00000000..de600b43 --- /dev/null +++ b/ml_models/sl_2/original_input_data.csv @@ -0,0 +1,691 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-41.53 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-47.82 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+2.0,0.615987,250.0,0.0,347.0,593.0,34.0,132.0,77.0,220.0,407.0,61.0,20.0,17.0,8.0,12.0,0.0,0.0,8.839,21.68,7.58,8.86,108.15903,0.6035257,1.1396666,-8.33 diff --git a/ml_models/sl_2/pca.std.err b/ml_models/sl_2/pca.std.err new file mode 100644 index 00000000..e69de29b diff --git a/ml_models/sl_2/pca.std.out b/ml_models/sl_2/pca.std.out new file mode 100644 index 00000000..4e34be6d --- /dev/null +++ b/ml_models/sl_2/pca.std.out @@ -0,0 +1,24 @@ +Parsing SuperLearner PCA arguments... +--model_dir +--num_inputs +--data +--predict_var +--predict_data +Shapes at start: +(11288, 25) +(11288, 6) +Shape after concat: +(11288, 31) +Shapes after NaN, x, y, error separation: +(11178, 24) +(11178, 2) +(11178, 2) +(11178, 1) +Training data shape: +(690, 23) +data_all shape after adding training data: +(11868, 24) +data_all shape after removing NaN: +(11862, 24) +1.0 +Done! diff --git a/ml_models/sl_2/predict.std.err b/ml_models/sl_2/predict.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_2/predict.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_2/predict.std.out b/ml_models/sl_2/predict.std.out new file mode 100644 index 00000000..32beb4da --- /dev/null +++ b/ml_models/sl_2/predict.std.out @@ -0,0 +1,19 @@ +Parsing SuperLearner predict arguments... +--model_dir +--predict_var +--num_inputs +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0.04205506 0.00701421 0. 0.85246816 0.07396939 0. + 0. 0. 0. 0. 0. 0. + 0. 0.80461708 1.38368062] +RSE: 171.1527143720162 +/- 260.96690320563584 +mean.error: 61.86135 +/- 41.63026 +predict.error: 619.0142 +/- 9.381723 +RSE vs mean.error: [[1. 0.55592085] + [0.55592085 1. ]] +RSE vs predict.error: [[1. 0.53039742] + [0.53039742 1. ]] +evaluating hold out on a high/low split +Done! diff --git a/ml_models/sl_2/requirements.txt.gz b/ml_models/sl_2/requirements.txt.gz new file mode 100644 index 00000000..a0237322 Binary files /dev/null and b/ml_models/sl_2/requirements.txt.gz differ diff --git a/ml_models/sl_2/requirements.yaml.gz b/ml_models/sl_2/requirements.yaml.gz new file mode 100644 index 00000000..4190e574 Binary files /dev/null and b/ml_models/sl_2/requirements.yaml.gz differ diff --git a/ml_models/sl_2/sl_error.png b/ml_models/sl_2/sl_error.png new file mode 100644 index 00000000..0938a3d8 Binary files /dev/null and b/ml_models/sl_2/sl_error.png differ diff --git a/ml_models/sl_2/sl_fpi_correlation_graph.png b/ml_models/sl_2/sl_fpi_correlation_graph.png new file mode 100644 index 00000000..827c2814 Binary files /dev/null and b/ml_models/sl_2/sl_fpi_correlation_graph.png differ diff --git a/ml_models/sl_2/sl_fpi_correlation_heatmap.png b/ml_models/sl_2/sl_fpi_correlation_heatmap.png new file mode 100644 index 00000000..3706fbf3 Binary files /dev/null and b/ml_models/sl_2/sl_fpi_correlation_heatmap.png differ diff --git a/ml_models/sl_2/sl_fpi_correlation_hist.png b/ml_models/sl_2/sl_fpi_correlation_hist.png new file mode 100644 index 00000000..64ec432d Binary files /dev/null and b/ml_models/sl_2/sl_fpi_correlation_hist.png differ diff --git a/ml_models/sl_2/sl_fpi_results_df b/ml_models/sl_2/sl_fpi_results_df new file mode 100644 index 00000000..c320d70d --- /dev/null +++ b/ml_models/sl_2/sl_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Ratiostack0,Std_Ratiostack0 +"run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi",3.5068959729039593,0.2705185515001824 +"RA_SO,RA_dm,RA_ms_av,RA_ms_di",4.523023788785078,0.3895065582448664 +"Mean_DO_mg_per_L,Mean_DO_percent_saturation,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse",7.335058324717029,0.6574896939943188 +gla_pc_cse,1.0065558187632342,0.013922852517812194 +sgr_dk_rav,2.1182151376035696,0.12457781375928267 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+516,-3.51,-81.15067511872334 diff --git a/ml_models/sl_2/sl_targets_hist.png b/ml_models/sl_2/sl_targets_hist.png new file mode 100644 index 00000000..4159b98a Binary files /dev/null and b/ml_models/sl_2/sl_targets_hist.png differ diff --git a/ml_models/sl_2/superlearner_conf_TTR_mms_log10_neg.py b/ml_models/sl_2/superlearner_conf_TTR_mms_log10_neg.py new file mode 100644 index 00000000..7d6c7cfd --- /dev/null +++ b/ml_models/sl_2/superlearner_conf_TTR_mms_log10_neg.py @@ -0,0 +1,625 @@ +# SuperLearner configuration for: +# 15 stacked ensemble models +# Each uses MinMaxScaler or StandardScaler on inputs +# Each uses TransformedTargetRegressor with custom log10 +# and MinMaxScaler function/inverse pair on targets. +# +# This configuration is an attempt to reproduce as +# closely as possible the simple approach to taking +# a log10 of the target and training then model on +# the transformed data. + +from sklearn.utils.validation import check_X_y, check_array, check_is_fitted +from sklearn.base import BaseEstimator,RegressorMixin + +from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import StandardScaler +from sklearn.preprocessing import PowerTransformer +from sklearn.linear_model import Ridge +from sklearn.linear_model import LinearRegression +from sklearn.linear_model import Lasso +from sklearn.linear_model import ElasticNet +from sklearn.linear_model import HuberRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.cross_decomposition import PLSRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from xgboost import XGBRegressor +from sklearn.svm import NuSVR +from sklearn.kernel_ridge import KernelRidge +from sklearn.neural_network import MLPRegressor +from sklearn.ensemble import ExtraTreesRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.model_selection import RandomizedSearchCV +from skopt import BayesSearchCV +from skopt.space import Real, Categorical, Integer + +from sklearn.compose import TransformedTargetRegressor + +from scipy.optimize import nnls +from scipy.stats import loguniform,uniform,randint +import numpy as np +import pickle + +# NEEDS: +# skopt 0.8.1 (scikit-opt) +# sklearn 0.23.2 +# xboost 1.3.3 + +# DEFINE SUPERLEARNER +class NonNegativeLeastSquares(BaseEstimator, RegressorMixin): + def __init__(self): + pass + + def fit(self, X, y): + X, y = check_X_y(X, y) + self.weights_, _ = nnls(X, y) + return self + + def predict(self, X): + check_is_fitted(self) + X = check_array(X) + return np.matmul(X, self.weights_) + + +# _neg values apply -1 assuming all input values +# are negative, so the log operation can work on +# positive values. + +# Manually specify MinMaxScaler bookends. Since +# the log10 operation is applied before the MMS, +# these represent the span of orders of magnitude. +mms_min = -2.0 +mms_max = 4.0 + +def mms_log10_neg(input): + + #print(mms_min) + #print(mms_max) + + # MinMaxScaler should have all values between 0 and 1. + max_val = 1 + min_val = 0 + + # Apply log10 transform + do_log10 = np.log10(-1.0*input) + + # Apply MinMaxScaler + output = (do_log10 - mms_min)/(mms_max - mms_min) + + # Count bad values + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Transform: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + + # Filter values + output[output > max_val] = max_val + output[output < min_val] = min_val + + return output + + #print('Function: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #output = np.log1p(np.abs(input)) + #print(np.sum(np.sum(output > max_val))) + #output[output < -1.0*max_val]=-1.0*max_val + #output[output < 0.0] = 0.0 + #output[output > max_val] = max_val + #return output + +def neg_exp10_mms(input): + #print(mms_min) + #print(mms_max) + + #max_val = np.finfo(np.float32).max + #min_val = np.finfo(np.float32).eps + + # Prefilter before apply MinMaxScaler + input[input < 0.0] = 0 + input[input > 1.0] = 1 + + # Undo MinMaxScaler + undo_mms = input*(mms_max-mms_min) + mms_min + + # Undo the log10 transform + output = (10.0**undo_mms) + + # Check output is reasonable + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Inverse: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + #output[output > max_val] = max_val + #output[output < min_val] = min_val + #output[np.isnan(output)] = min_val + #output[np.isinf(output)] = max_val + + # Make all values negative. + output = -1.0*output + + return output + + #print('Inverse: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #input_copy = input + #input_copy[input_copy > max_val] = max_val + #input_copy[input_copy < -1.0*max_val] = -1.0*max_val + #output = -1.0*np.expm1(input_copy) + #return output + +n_iter = 10 +cv = 5 + +# About using the HPO as a model: +# 1. Is is very expensive. The SL uses cross-validation and so does the HPO. +# 2. Does it even make sense to run cross-validation inside the cross-validation? +# 3. Parallelism fails locally (works with dask). Probably using joblib inside joblib? +# 4. If HPO is activated the best model is passed as the model to the SL + +# MinMaxScaler is default scaler for pipelines except for +# nusvr-rbf and linear models with regularization terms +# (Ridge, Lasso, Elastic-Net, Huber): +# https://scikit-learn.org/stable/modules/preprocessing.html +# In those cases, use StandardScaler to get centered, Gaussian +# data as inputs to ML. Pipelines only apply to INPUT (i.e. ML +# model features). +# +# The TransformedTargetRegressor allows for integrating a +# transform on the target in each model. Note that the +# target's transformer does NOT need to be +# the same as the input transformer. + +SuperLearnerConf = { + "final_estimator": NonNegativeLeastSquares(), + "estimators": { + "nusvr-rbf": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__gamma": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-lin": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-poly": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-sig": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__coef0": [-0.99, 0.99, 'uniform'] + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-uni": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-dist": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "pls": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__plsr__n_components": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "mlp": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__mlp__hidden_layer_sizes": (10, 250), + "regressor__mlp__solver": ["lbfgs", "sgd", "adam"], + "regressor__mlp__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__mlp__tol": (10**-6, 10**-2, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "ridge": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "lasso": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "linear": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "enet": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__l1_ratio": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "huber": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__epsilon": (1.35, 1.9, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "xgb": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__xgb__n_estimators": (100, 10000), + "regressor__xgb__learning_rate": (10**-4, 0.99, 'log-uniform'), + "regressor__xgb__max_depth": [2, 3, 4, 5, 6, 7, 8] + }, + n_iter = n_iter, + cv = cv + ) + }, + "etr": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__etr__n_estimators": (100, 10000), + "regressor__etr__ccp_alpha": [0, 0.001, 0.01, 0.1], + "regressor__etr__max_features": [0.1, 0.3, 0.5, 0.8, 1.0], + "regressor__etr__criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"], + "regressor__etr__max_depth": [2, 3, 4, 5, 6, 7, 8], + "regressor__etr__min_samples_split": [0.1, 0.2, 0.3], + "regressor__etr__min_samples_leaf": [0.1, 0.2, 0.3] + }, + n_iter = n_iter, + cv = cv + ) + } + } +} + +def load_SuperLearner(model_pkl): + with open(model_pkl, 'rb') as inp: + return pickle.load(inp) + diff --git a/ml_models/sl_2/test.csv b/ml_models/sl_2/test.csv new file mode 100644 index 00000000..e11e7650 --- /dev/null +++ b/ml_models/sl_2/test.csv @@ -0,0 +1,174 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment 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mode 100644 index 00000000..5cea8980 --- /dev/null +++ b/ml_models/sl_2/train.std.err @@ -0,0 +1,2357 @@ +Matplotlib is building the font cache; this may take a moment. +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.90854e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.73271e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.76375e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.7384e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.40159e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.35497e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.28489e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.29726e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.28716e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.87923e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.49082e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=2.88856e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=2.25249e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.86066e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.931e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.900e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.626e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.865e-01, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.240e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.338e-02, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.370e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.889e-02, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.036e-03, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.226e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.504e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.101e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.541e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.894e-01, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.261e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.423e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.293e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.981e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.912e-01, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.518e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.057e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.200e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.801e-02, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.517e-02, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.106e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.839e-03, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.590e-03, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.999e-02, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.414e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.476e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.208e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.104e-01, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.774e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.572e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.785e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.378e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.488e-01, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.063e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.377e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.272e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.160e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.051e-01, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.805e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.814e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.964e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.856e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.204e-01, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.936e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.390e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.448e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.183e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.078e-01, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.752e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.595e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.761e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.375e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.389e-01, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.972e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.563e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.615e-01, tolerance: 1.179e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.410e-01, tolerance: 1.093e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.259e-01, tolerance: 1.147e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.101e-01, tolerance: 1.136e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.86066e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.40159e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.35497e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.28489e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.29726e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.28716e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( diff --git a/ml_models/sl_2/train.std.out b/ml_models/sl_2/train.std.out new file mode 100644 index 00000000..a014b41c --- /dev/null +++ b/ml_models/sl_2/train.std.out @@ -0,0 +1,50 @@ +1.4.0 +Parsing SuperLearner input arguments... +--conda_sh +--superlearner_conf +--n_jobs +--num_inputs +--predict_var +--cross_val_score +--model_dir +--hpo +--smogn +--data +--backend +NOTICE: Filling any NaN with mean values! +NaN in training data will cause a crash. +Loading SuperLearner configuration... +Loading from: /home/sfgary/sl_core/sample_inputs/superlearner_conf_TTR_mms_log10_neg.py +Dirname: /home/sfgary/sl_core/sample_inputs +Basename: superlearner_conf_TTR_mms_log10_neg +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-rbf +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-lin +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-poly +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-sig +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-uni +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-dist +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator pls +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator mlp +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator ridge +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator lasso +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator linear +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator enet +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator huber +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator xgb +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator etr +Defining estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Training estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator on holdout(test) high/low set for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Hold out metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8355125531865788, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": 0.26284868588610766, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -10.94040801701974 +} +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Classical metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8639653633906399 +} +Save train/test data diff --git a/ml_models/sl_3/SuperLearners.pkl b/ml_models/sl_3/SuperLearners.pkl new file mode 100644 index 00000000..6bec2ffd Binary files /dev/null and b/ml_models/sl_3/SuperLearners.pkl differ diff --git a/ml_models/sl_3/classical-metrics.json b/ml_models/sl_3/classical-metrics.json new file mode 100644 index 00000000..d9b2fc19 --- /dev/null +++ b/ml_models/sl_3/classical-metrics.json @@ -0,0 +1,3 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.897227706289753 +} \ No newline at end of file diff --git a/ml_models/sl_3/fpi.std.err b/ml_models/sl_3/fpi.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_3/fpi.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_3/fpi.std.out b/ml_models/sl_3/fpi.std.out new file mode 100644 index 00000000..896c3444 --- /dev/null +++ b/ml_models/sl_3/fpi.std.out @@ -0,0 +1,85 @@ +Parsing SuperLearner FPI arguments... +--model_dir +--predict_var +--num_inputs +--corr_cutoff +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0. 0. 0. 0.12870109 0. 0.86588361 + 0.03982661 0. 0. 0. 0. 0. + 0.94111166 0. 1.85588748] +Did not detect any one-hot features. +Started with 25 features. +Finishing with 18 features in 3 groups. +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi;RA_dm,RA_SO,RA_ms_av,RA_ms_di;crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation +Loading model for job: 0 +FPI on stacked ensemble... +FPI on ML model: nusvr-sig... +FPI on ML model: knn-dist... +FPI on ML model: huber... +FPI on ML model: etr... + Avg_Ratiostack0 Std_Ratiostack0 +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 5.561509 0.098034 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 5.925273 0.208979 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp... 7.264639 0.321489 +sgr_dk_rav 2.851717 0.168170 +prm_pc_cse 1.158525 0.116332 +dor_pc_pva 2.738350 0.183923 +pH 4.647042 0.167415 +gla_pc_cse 1.013386 0.035324 +ppd_pk_cav 2.981172 0.371857 +pst_pc_cse 4.385309 0.183624 +--------nusvr-sig--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.006347 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 0.999271 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 1.013160 +sgr_dk_rav 0.999732 +prm_pc_cse 0.999898 +dor_pc_pva 0.998998 +pH 1.004557 +gla_pc_cse 1.000000 +ppd_pk_cav 1.000300 +pst_pc_cse 0.999271 +Name: Avg_Rationusvr-sig0, dtype: float64 +--------knn-dist--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 7.084572 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 7.275896 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 8.431416 +sgr_dk_rav 3.346573 +prm_pc_cse 1.159628 +dor_pc_pva 2.898028 +pH 5.820930 +gla_pc_cse 1.022508 +ppd_pk_cav 3.325113 +pst_pc_cse 5.577546 +Name: Avg_Ratioknn-dist0, dtype: float64 +--------huber--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.004456 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.030116 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 1.104851 +sgr_dk_rav 1.003007 +prm_pc_cse 1.002522 +dor_pc_pva 1.026370 +pH 1.018547 +gla_pc_cse 1.000347 +ppd_pk_cav 1.039767 +pst_pc_cse 0.992272 +Name: Avg_Ratiohuber0, dtype: float64 +--------etr--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.001349 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.000060 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 1.007502 +sgr_dk_rav 1.000028 +prm_pc_cse 1.000000 +dor_pc_pva 1.000000 +pH 1.000573 +gla_pc_cse 1.000000 +ppd_pk_cav 1.000009 +pst_pc_cse 1.000069 +Name: Avg_Ratioetr0, dtype: float64 diff --git a/ml_models/sl_3/hold-out-metrics-high-low-split.json b/ml_models/sl_3/hold-out-metrics-high-low-split.json new file mode 100644 index 00000000..b1c7fba1 --- /dev/null +++ b/ml_models/sl_3/hold-out-metrics-high-low-split.json @@ -0,0 +1,4 @@ +{ + "r2_high": 0.551425506576056, + "r2_low": -0.0016899296701682331 +} \ No newline at end of file diff --git a/ml_models/sl_3/hold-out-metrics.json b/ml_models/sl_3/hold-out-metrics.json new file mode 100644 index 00000000..687e2dee --- /dev/null +++ b/ml_models/sl_3/hold-out-metrics.json @@ -0,0 +1,5 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.7340973019615005, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -0.6579744048937939, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -14.04781528370166 +} \ No newline at end of file diff --git a/ml_models/sl_3/model_fpi_results_df b/ml_models/sl_3/model_fpi_results_df new file mode 100644 index 00000000..4424051e --- /dev/null +++ b/ml_models/sl_3/model_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Rationusvr-sig0,Std_Rationusvr-sig0,Avg_Ratioknn-dist0,Std_Ratioknn-dist0,Avg_Ratiohuber0,Std_Ratiohuber0,Avg_Ratioetr0,Std_Ratioetr0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",1.0063473072041074,0.0013863164955305839,7.084571986848513,0.15793087911270637,1.0044559015198757,0.00927447106869009,1.0013488247558988,0.0002663404177144584 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",0.9992712688371249,0.0007552226943585054,7.275896123606882,0.1126793460908311,1.0301157967181789,0.03491505802882564,1.0000603091288103,1.879432946859725e-05 +"crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation",1.0131601817398046,0.0026332883491174,8.431415731020248,0.1279835929429879,1.1048511461945973,0.041981587566681085,1.007502094402767,0.0012095267863549055 +sgr_dk_rav,0.9997318979670315,0.0001327903214561006,3.3465726050595066,0.15207789352564965,1.0030069673776114,0.0014007022880396203,1.0000277031526779,4.477476326238782e-06 +prm_pc_cse,0.9998980975364684,0.0002424273811061407,1.1596275727442067,0.08430399585003341,1.002521699580637,0.005275146723344388,1.0000000000000002,1.3008722292273463e-16 +dor_pc_pva,0.9989979999660592,0.0007412720449900896,2.898028460016035,0.25682868306402296,1.0263699871220806,0.021290917923863617,1.0000000000000002,1.3008722292273463e-16 +pH,1.0045566277595952,0.0011185663137636551,5.820930034328929,0.19908746508009065,1.0185471744312764,0.0063214108222417915,1.000572698807279,8.33531554629941e-05 +gla_pc_cse,1.0000000000000002,1.3466845935562886e-16,1.0225078258150666,0.048147012958704834,1.000347019380656,0.0008054954136819599,1.0000000000000002,1.3008722292273463e-16 +ppd_pk_cav,1.0002996817624543,0.00014923037699492248,3.3251127942898737,0.2590693671731949,1.0397671975762797,0.04652799372547372,1.0000087097508188,2.580931140406502e-06 +pst_pc_cse,0.9992712936862587,0.00045746685452597083,5.577546417800241,0.25137549724032293,0.99227173474551,0.004861033273580205,1.000069290665588,1.7995131558266508e-05 diff --git a/ml_models/sl_3/original_input_data.csv b/ml_models/sl_3/original_input_data.csv new file mode 100644 index 00000000..de600b43 --- /dev/null +++ b/ml_models/sl_3/original_input_data.csv @@ -0,0 +1,691 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-41.53 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-47.82 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-42.31 +2.0,0.275159,429.0,0.0,134.0,97.0,26.0,38.0,127.0,243.0,1005.0,31.0,100.0,1.0,0.0,3.0,0.0,0.0,146.491,19.95,6.5,9.58,106.48996,0.6029664,0.83706945,-83.28 +2.0,0.275159,429.0,0.0,134.0,97.0,26.0,38.0,127.0,243.0,1005.0,31.0,100.0,1.0,0.0,3.0,0.0,0.0,146.491,19.95,6.5,9.58,106.48996,0.6029664,0.83706945,-173.76 +2.0,0.518305,442.0,0.0,456.0,244.0,76.0,59.0,106.0,254.0,1047.0,30.0,100.0,26.0,4.0,1.0,0.0,0.0,180.212,14.93,6.5,9.58,97.681305,0.43371585,1.0986627,-6.67 +2.0,0.518305,442.0,0.0,456.0,244.0,76.0,59.0,106.0,254.0,1047.0,30.0,100.0,26.0,4.0,1.0,0.0,0.0,180.212,14.93,6.5,9.58,97.681305,0.43371585,1.0986627,-8.08 +2.0,0.518305,442.0,0.0,456.0,244.0,76.0,59.0,106.0,254.0,1047.0,30.0,100.0,26.0,4.0,1.0,0.0,0.0,180.212,14.93,6.5,9.58,97.681305,0.43371585,1.0986627,-9.91 +3.0,0.969993,692.0,0.0,298.0,317.0,78.0,31.0,72.0,270.0,1119.0,35.0,100.0,8.0,0.0,0.0,0.0,0.0,262.081,14.89,6.5,11.49,118.08853,0.56233734,1.1537749,-7.22 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00000000..4e34be6d --- /dev/null +++ b/ml_models/sl_3/pca.std.out @@ -0,0 +1,24 @@ +Parsing SuperLearner PCA arguments... +--model_dir +--num_inputs +--data +--predict_var +--predict_data +Shapes at start: +(11288, 25) +(11288, 6) +Shape after concat: +(11288, 31) +Shapes after NaN, x, y, error separation: +(11178, 24) +(11178, 2) +(11178, 2) +(11178, 1) +Training data shape: +(690, 23) +data_all shape after adding training data: +(11868, 24) +data_all shape after removing NaN: +(11862, 24) +1.0 +Done! diff --git a/ml_models/sl_3/predict.std.err b/ml_models/sl_3/predict.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_3/predict.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_3/predict.std.out b/ml_models/sl_3/predict.std.out new file mode 100644 index 00000000..23bc7c06 --- /dev/null +++ b/ml_models/sl_3/predict.std.out @@ -0,0 +1,19 @@ +Parsing SuperLearner predict arguments... +--model_dir +--predict_var +--num_inputs +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0. 0. 0. 0.12870109 0. 0.86588361 + 0.03982661 0. 0. 0. 0. 0. + 0.94111166 0. 1.85588748] +RSE: 200.4084762428077 +/- 426.722870814386 +mean.error: 98.37076 +/- 59.4114 +predict.error: 954.9567 +/- 12.015745 +RSE vs mean.error: [[1. 0.57475378] + [0.57475378 1. ]] +RSE vs predict.error: [[1. 0.51459092] + [0.51459092 1. ]] +evaluating hold out on a high/low split +Done! diff --git a/ml_models/sl_3/requirements.txt.gz b/ml_models/sl_3/requirements.txt.gz new file mode 100644 index 00000000..fa068853 Binary files /dev/null and b/ml_models/sl_3/requirements.txt.gz differ diff --git a/ml_models/sl_3/requirements.yaml.gz b/ml_models/sl_3/requirements.yaml.gz new file mode 100644 index 00000000..52d70b90 Binary files /dev/null and b/ml_models/sl_3/requirements.yaml.gz differ diff --git a/ml_models/sl_3/sl_error.png b/ml_models/sl_3/sl_error.png new file mode 100644 index 00000000..8741b1c8 Binary files /dev/null and b/ml_models/sl_3/sl_error.png differ diff --git a/ml_models/sl_3/sl_fpi_correlation_graph.png b/ml_models/sl_3/sl_fpi_correlation_graph.png new file mode 100644 index 00000000..6d53881c Binary files /dev/null and b/ml_models/sl_3/sl_fpi_correlation_graph.png differ diff --git a/ml_models/sl_3/sl_fpi_correlation_heatmap.png b/ml_models/sl_3/sl_fpi_correlation_heatmap.png new file mode 100644 index 00000000..7668c2eb Binary files /dev/null and b/ml_models/sl_3/sl_fpi_correlation_heatmap.png differ diff --git a/ml_models/sl_3/sl_fpi_correlation_hist.png b/ml_models/sl_3/sl_fpi_correlation_hist.png new file mode 100644 index 00000000..64ec432d Binary files /dev/null and b/ml_models/sl_3/sl_fpi_correlation_hist.png differ diff --git a/ml_models/sl_3/sl_fpi_results_df b/ml_models/sl_3/sl_fpi_results_df new file mode 100644 index 00000000..68e83527 --- /dev/null +++ b/ml_models/sl_3/sl_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Ratiostack0,Std_Ratiostack0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",5.561508706417111,0.09803427301292052 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",5.925273428685191,0.20897917495330218 +"crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation",7.2646386670420195,0.32148896736810356 +sgr_dk_rav,2.851716656577066,0.16816984927096315 +prm_pc_cse,1.1585245515820461,0.11633214126581017 +dor_pc_pva,2.738349906710506,0.1839229170817619 +pH,4.64704190006267,0.16741534785502082 +gla_pc_cse,1.0133863611388392,0.035323509924798754 +ppd_pk_cav,2.981171624902569,0.3718567653841058 +pst_pc_cse,4.385308953963251,0.18362417987907265 diff --git a/ml_models/sl_3/sl_pca.csv b/ml_models/sl_3/sl_pca.csv new file mode 100644 index 00000000..21c162f9 --- /dev/null +++ b/ml_models/sl_3/sl_pca.csv @@ -0,0 +1,11179 @@ +Sample_ID,Sample_Longitude,Sample_Latitude,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment,mean.error,predict.error,pca.dist,mean.error.scaled,pca.dist.scaled,combined.metric +300043,0.00215425132404,41.1354301927,-470.7741300883006,73.03457811886295,950.9017976511162,2.993682285042879,0.07478671165454723,0.2113430495544212,0.015805651707219186 +300086,0.0929537798368,41.6807228018,-729.7814961676656,81.07505752755118,951.5531220737072,3.552881810735318,0.08302008590808571,0.2508204963294831,0.020823139152782385 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b/ml_models/sl_3/superlearner_conf_TTR_mms_log10_neg.py new file mode 100644 index 00000000..7d6c7cfd --- /dev/null +++ b/ml_models/sl_3/superlearner_conf_TTR_mms_log10_neg.py @@ -0,0 +1,625 @@ +# SuperLearner configuration for: +# 15 stacked ensemble models +# Each uses MinMaxScaler or StandardScaler on inputs +# Each uses TransformedTargetRegressor with custom log10 +# and MinMaxScaler function/inverse pair on targets. +# +# This configuration is an attempt to reproduce as +# closely as possible the simple approach to taking +# a log10 of the target and training then model on +# the transformed data. + +from sklearn.utils.validation import check_X_y, check_array, check_is_fitted +from sklearn.base import BaseEstimator,RegressorMixin + +from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import StandardScaler +from sklearn.preprocessing import PowerTransformer +from sklearn.linear_model import Ridge +from sklearn.linear_model import LinearRegression +from sklearn.linear_model import Lasso +from sklearn.linear_model import ElasticNet +from sklearn.linear_model import HuberRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.cross_decomposition import PLSRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from xgboost import XGBRegressor +from sklearn.svm import NuSVR +from sklearn.kernel_ridge import KernelRidge +from sklearn.neural_network import MLPRegressor +from sklearn.ensemble import ExtraTreesRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.model_selection import RandomizedSearchCV +from skopt import BayesSearchCV +from skopt.space import Real, Categorical, Integer + +from sklearn.compose import TransformedTargetRegressor + +from scipy.optimize import nnls +from scipy.stats import loguniform,uniform,randint +import numpy as np +import pickle + +# NEEDS: +# skopt 0.8.1 (scikit-opt) +# sklearn 0.23.2 +# xboost 1.3.3 + +# DEFINE SUPERLEARNER +class NonNegativeLeastSquares(BaseEstimator, RegressorMixin): + def __init__(self): + pass + + def fit(self, X, y): + X, y = check_X_y(X, y) + self.weights_, _ = nnls(X, y) + return self + + def predict(self, X): + check_is_fitted(self) + X = check_array(X) + return np.matmul(X, self.weights_) + + +# _neg values apply -1 assuming all input values +# are negative, so the log operation can work on +# positive values. + +# Manually specify MinMaxScaler bookends. Since +# the log10 operation is applied before the MMS, +# these represent the span of orders of magnitude. +mms_min = -2.0 +mms_max = 4.0 + +def mms_log10_neg(input): + + #print(mms_min) + #print(mms_max) + + # MinMaxScaler should have all values between 0 and 1. + max_val = 1 + min_val = 0 + + # Apply log10 transform + do_log10 = np.log10(-1.0*input) + + # Apply MinMaxScaler + output = (do_log10 - mms_min)/(mms_max - mms_min) + + # Count bad values + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Transform: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + + # Filter values + output[output > max_val] = max_val + output[output < min_val] = min_val + + return output + + #print('Function: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #output = np.log1p(np.abs(input)) + #print(np.sum(np.sum(output > max_val))) + #output[output < -1.0*max_val]=-1.0*max_val + #output[output < 0.0] = 0.0 + #output[output > max_val] = max_val + #return output + +def neg_exp10_mms(input): + #print(mms_min) + #print(mms_max) + + #max_val = np.finfo(np.float32).max + #min_val = np.finfo(np.float32).eps + + # Prefilter before apply MinMaxScaler + input[input < 0.0] = 0 + input[input > 1.0] = 1 + + # Undo MinMaxScaler + undo_mms = input*(mms_max-mms_min) + mms_min + + # Undo the log10 transform + output = (10.0**undo_mms) + + # Check output is reasonable + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Inverse: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + #output[output > max_val] = max_val + #output[output < min_val] = min_val + #output[np.isnan(output)] = min_val + #output[np.isinf(output)] = max_val + + # Make all values negative. + output = -1.0*output + + return output + + #print('Inverse: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #input_copy = input + #input_copy[input_copy > max_val] = max_val + #input_copy[input_copy < -1.0*max_val] = -1.0*max_val + #output = -1.0*np.expm1(input_copy) + #return output + +n_iter = 10 +cv = 5 + +# About using the HPO as a model: +# 1. Is is very expensive. The SL uses cross-validation and so does the HPO. +# 2. Does it even make sense to run cross-validation inside the cross-validation? +# 3. Parallelism fails locally (works with dask). Probably using joblib inside joblib? +# 4. If HPO is activated the best model is passed as the model to the SL + +# MinMaxScaler is default scaler for pipelines except for +# nusvr-rbf and linear models with regularization terms +# (Ridge, Lasso, Elastic-Net, Huber): +# https://scikit-learn.org/stable/modules/preprocessing.html +# In those cases, use StandardScaler to get centered, Gaussian +# data as inputs to ML. Pipelines only apply to INPUT (i.e. ML +# model features). +# +# The TransformedTargetRegressor allows for integrating a +# transform on the target in each model. Note that the +# target's transformer does NOT need to be +# the same as the input transformer. + +SuperLearnerConf = { + "final_estimator": NonNegativeLeastSquares(), + "estimators": { + "nusvr-rbf": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__gamma": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-lin": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-poly": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-sig": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__coef0": [-0.99, 0.99, 'uniform'] + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-uni": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-dist": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "pls": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__plsr__n_components": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "mlp": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__mlp__hidden_layer_sizes": (10, 250), + "regressor__mlp__solver": ["lbfgs", "sgd", "adam"], + "regressor__mlp__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__mlp__tol": (10**-6, 10**-2, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "ridge": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "lasso": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "linear": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "enet": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__l1_ratio": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "huber": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__epsilon": (1.35, 1.9, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "xgb": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__xgb__n_estimators": (100, 10000), + "regressor__xgb__learning_rate": (10**-4, 0.99, 'log-uniform'), + "regressor__xgb__max_depth": [2, 3, 4, 5, 6, 7, 8] + }, + n_iter = n_iter, + cv = cv + ) + }, + "etr": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__etr__n_estimators": (100, 10000), + "regressor__etr__ccp_alpha": [0, 0.001, 0.01, 0.1], + "regressor__etr__max_features": [0.1, 0.3, 0.5, 0.8, 1.0], + "regressor__etr__criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"], + "regressor__etr__max_depth": [2, 3, 4, 5, 6, 7, 8], + "regressor__etr__min_samples_split": [0.1, 0.2, 0.3], + "regressor__etr__min_samples_leaf": [0.1, 0.2, 0.3] + }, + n_iter = n_iter, + cv = cv + ) + } + } +} + +def load_SuperLearner(model_pkl): + with open(model_pkl, 'rb') as inp: + return pickle.load(inp) + diff --git a/ml_models/sl_3/test.csv b/ml_models/sl_3/test.csv new file mode 100644 index 00000000..800d8552 --- /dev/null +++ b/ml_models/sl_3/test.csv @@ -0,0 +1,174 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment 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+1.0,0.179513,559.0,0.0,158.0,124.0,43.0,40.0,171.0,204.0,1428.0,75.0,100.0,0.0,0.0,0.0,0.0,0.0,0.033,23.0,6.5,7.76,91.81788,0.45796612,0.9137566,-3.54 +1.0,0.186982,690.0,0.0,548.0,279.0,54.0,176.0,72.0,269.0,1178.0,24.0,83.0,4.0,1.0,0.0,0.0,0.0,14.043,1.8,7.0,13.46,100.09242,0.49716565,0.7669842,-6.87 +6.0,3.51716,445.0,80.0,15.0,-1.0,1.0,0.0,176.0,190.0,1316.0,93.0,99.0,3.0,0.0,0.0,0.0,0.0,31.211,19.62,6.5,8.95,97.679504,1.2295204,1.4470541,-33.13 +2.0,0.329494,207.0,0.0,489.0,3083.0,157.0,123.0,-2.0,239.0,571.0,26.0,97.0,1.0,23.0,1.0,0.0,7.0,2.72,14.2,7.24,7.6,106.85386,0.33294874,1.2910746,-8.65 +5.0,1.84787,252.0,0.0,490.0,1595.0,139.0,25.0,57.0,231.0,463.0,54.0,91.0,6.0,36.0,2.0,0.0,0.0,11.205,0.38,6.0,12.06,101.061356,0.89400846,1.4501253,-2.5 +3.0,0.969993,692.0,0.0,298.0,317.0,78.0,31.0,72.0,270.0,1119.0,35.0,100.0,8.0,0.0,0.0,0.0,0.0,262.081,14.89,6.5,11.49,118.08853,0.56233734,1.1537749,-9.84 diff --git a/ml_models/sl_3/train.std.err b/ml_models/sl_3/train.std.err new file mode 100644 index 00000000..043e07dc --- /dev/null +++ b/ml_models/sl_3/train.std.err @@ -0,0 +1,2210 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.81915e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.84126e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.72978e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.77862e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.70764e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=6.73377e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=6.75065e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=6.66553e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=6.70282e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=6.64863e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=7.02456e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.221e-01, tolerance: 1.116e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.830e-01, tolerance: 1.121e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.320e-01, tolerance: 1.075e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.277e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.755e-01, tolerance: 1.090e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.664e-01, tolerance: 1.116e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.611e-01, tolerance: 1.121e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.949e-01, tolerance: 1.075e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.768e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.439e-01, tolerance: 1.090e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.830e-01, tolerance: 1.116e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.150e-01, tolerance: 1.121e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.064e-01, tolerance: 1.075e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.847e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.179e-01, tolerance: 1.090e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.691e-03, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.612e-01, tolerance: 1.116e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.551e-01, tolerance: 1.121e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.960e-01, tolerance: 1.075e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.721e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.394e-01, tolerance: 1.090e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.388e+00, tolerance: 1.116e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.856e+00, tolerance: 1.121e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.072e+00, tolerance: 1.075e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.926e+00, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.258e+00, tolerance: 1.090e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.716e+00, tolerance: 1.116e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.611e+00, tolerance: 1.121e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.715e+00, tolerance: 1.075e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.581e+00, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.586e+00, tolerance: 1.090e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.375e+00, tolerance: 1.116e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.364e+00, tolerance: 1.121e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.990e+00, tolerance: 1.075e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.021e+00, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.063e+00, tolerance: 1.090e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.607e-01, tolerance: 1.116e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.546e-01, tolerance: 1.121e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.958e-01, tolerance: 1.075e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.717e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.389e-01, tolerance: 1.090e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.030e-01, tolerance: 1.116e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.936e-01, tolerance: 1.121e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.356e-01, tolerance: 1.075e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.108e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.817e-01, tolerance: 1.090e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.130e-01, tolerance: 1.116e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.056e-01, tolerance: 1.121e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.366e-01, tolerance: 1.075e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.216e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.796e-01, tolerance: 1.090e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=7.02456e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.81915e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.84126e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.72978e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.77862e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.70764e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.691e-03, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( diff --git a/ml_models/sl_3/train.std.out b/ml_models/sl_3/train.std.out new file mode 100644 index 00000000..4b3d14c8 --- /dev/null +++ b/ml_models/sl_3/train.std.out @@ -0,0 +1,50 @@ +1.4.0 +Parsing SuperLearner input arguments... +--conda_sh +--superlearner_conf +--n_jobs +--num_inputs +--predict_var +--cross_val_score +--model_dir +--hpo +--smogn +--data +--backend +NOTICE: Filling any NaN with mean values! +NaN in training data will cause a crash. +Loading SuperLearner configuration... +Loading from: /home/sfgary/sl_core/sample_inputs/superlearner_conf_TTR_mms_log10_neg.py +Dirname: /home/sfgary/sl_core/sample_inputs +Basename: superlearner_conf_TTR_mms_log10_neg +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-rbf +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-lin +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-poly +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-sig +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-uni +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-dist +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator pls +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator mlp +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator ridge +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator lasso +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator linear +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator enet +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator huber +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator xgb +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator etr +Defining estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Training estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator on holdout(test) high/low set for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Hold out metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.7340973019615005, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -0.6579744048937939, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -14.04781528370166 +} +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Classical metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.897227706289753 +} +Save train/test data diff --git a/ml_models/sl_4/SuperLearners.pkl b/ml_models/sl_4/SuperLearners.pkl new file mode 100644 index 00000000..f4890e0f Binary files /dev/null and b/ml_models/sl_4/SuperLearners.pkl differ diff --git a/ml_models/sl_4/classical-metrics.json b/ml_models/sl_4/classical-metrics.json new file mode 100644 index 00000000..f86416e0 --- /dev/null +++ b/ml_models/sl_4/classical-metrics.json @@ -0,0 +1,3 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8687365518139193 +} \ No newline at end of file diff --git a/ml_models/sl_4/fpi.std.err b/ml_models/sl_4/fpi.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_4/fpi.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_4/fpi.std.out b/ml_models/sl_4/fpi.std.out new file mode 100644 index 00000000..47338808 --- /dev/null +++ b/ml_models/sl_4/fpi.std.out @@ -0,0 +1,72 @@ +Parsing SuperLearner FPI arguments... +--model_dir +--predict_var +--num_inputs +--corr_cutoff +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0.00000000e+00 0.00000000e+00 0.00000000e+00 1.43939158e+00 + 8.58009683e-02 1.38723042e-03 0.00000000e+00 0.00000000e+00 + 2.18449911e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 + 0.00000000e+00 8.08912798e-01 0.00000000e+00] +Did not detect any one-hot features. +Started with 25 features. +Finishing with 18 features in 3 groups. +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi;RA_SO,RA_dm,RA_ms_av,RA_ms_di;Mean_DO_percent_saturation,Mean_DO_mg_per_L,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse +Loading model for job: 0 +FPI on stacked ensemble... +FPI on ML model: nusvr-sig... +FPI on ML model: ridge... +FPI on ML model: xgb... + Avg_Ratiostack0 Std_Ratiostack0 +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.677458 0.200695 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 3.721807 0.149940 +Mean_DO_percent_saturation,Mean_DO_mg_per_L,gwt... 7.154167 0.162475 +sgr_dk_rav 1.927705 0.082960 +dor_pc_pva 1.300115 0.097251 +prm_pc_cse 1.007721 0.002637 +ppd_pk_cav 1.448544 0.041277 +pH 1.766920 0.069335 +gla_pc_cse 1.005469 0.008418 +pst_pc_cse 1.753281 0.081580 +--------nusvr-sig--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.000027 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 1.000001 +Mean_DO_percent_saturation,Mean_DO_mg_per_L,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 1.000071 +sgr_dk_rav 1.000000 +dor_pc_pva 1.000000 +prm_pc_cse 1.000000 +ppd_pk_cav 1.000000 +pH 1.000008 +gla_pc_cse 1.000000 +pst_pc_cse 1.000004 +Name: Avg_Rationusvr-sig0, dtype: float64 +--------ridge--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.005094 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 1.009871 +Mean_DO_percent_saturation,Mean_DO_mg_per_L,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 1.049115 +sgr_dk_rav 1.001733 +dor_pc_pva 0.992846 +prm_pc_cse 1.000435 +ppd_pk_cav 1.048628 +pH 1.010359 +gla_pc_cse 1.000294 +pst_pc_cse 0.994393 +Name: Avg_Ratioridge0, dtype: float32 +--------xgb--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 4.349678 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 4.058685 +Mean_DO_percent_saturation,Mean_DO_mg_per_L,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 7.841460 +sgr_dk_rav 2.102535 +dor_pc_pva 1.337435 +prm_pc_cse 1.001102 +ppd_pk_cav 1.522997 +pH 1.891163 +gla_pc_cse 1.008799 +pst_pc_cse 1.809636 +Name: Avg_Ratioxgb0, dtype: float32 diff --git a/ml_models/sl_4/hold-out-metrics-high-low-split.json b/ml_models/sl_4/hold-out-metrics-high-low-split.json new file mode 100644 index 00000000..6036a160 --- /dev/null +++ b/ml_models/sl_4/hold-out-metrics-high-low-split.json @@ -0,0 +1,4 @@ +{ + "r2_high": 0.6529049660124646, + "r2_low": 0.04836418702674883 +} \ No newline at end of file diff --git a/ml_models/sl_4/hold-out-metrics.json b/ml_models/sl_4/hold-out-metrics.json new file mode 100644 index 00000000..057438b4 --- /dev/null +++ b/ml_models/sl_4/hold-out-metrics.json @@ -0,0 +1,5 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8500290986776259, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": 0.11868467675174599, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -2.2189601399885355 +} \ No newline at end of file diff --git a/ml_models/sl_4/model_fpi_results_df b/ml_models/sl_4/model_fpi_results_df new file mode 100644 index 00000000..105862b7 --- /dev/null +++ b/ml_models/sl_4/model_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Rationusvr-sig0,Std_Rationusvr-sig0,Avg_Ratioridge0,Std_Ratioridge0,Avg_Ratioxgb0,Std_Ratioxgb0 +"run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi",1.000027353290198,7.290330918707983e-06,1.0050942,0.005124047,4.3496776,0.22784716 +"RA_SO,RA_dm,RA_ms_av,RA_ms_di",1.0000011291595607,2.2358732769590557e-06,1.0098715,0.018180478,4.058685,0.2093388 +"Mean_DO_percent_saturation,Mean_DO_mg_per_L,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse",1.0000707010456718,1.0403912121819425e-05,1.049115,0.017190631,7.8414598,0.19695795 +sgr_dk_rav,1.000000342555504,1.8782495696067097e-07,1.0017327,0.0009613384,2.1025348,0.1962755 +dor_pc_pva,0.9999998744204969,4.1326387229569755e-08,0.9928458,0.0068000956,1.3374351,0.09230447 +prm_pc_cse,0.9999999465920449,1.1500643826422166e-07,1.0004348,0.0010788153,1.0011023,0.003116748 +ppd_pk_cav,1.0000003342650572,1.4113646171538333e-07,1.0486283,0.06073359,1.5229971,0.039805077 +pH,1.0000081539358425,1.7459689825786552e-06,1.0103592,0.0021703122,1.8911633,0.07825665 +gla_pc_cse,1.0000000000000002,1.3216296597709852e-16,1.0002939,0.0005916111,1.008799,0.012643237 +pst_pc_cse,1.0000038728177159,2.6443758331467666e-06,0.99439275,0.007170021,1.8096355,0.08442265 diff --git a/ml_models/sl_4/original_input_data.csv b/ml_models/sl_4/original_input_data.csv new file mode 100644 index 00000000..de600b43 --- /dev/null +++ b/ml_models/sl_4/original_input_data.csv @@ -0,0 +1,691 @@ 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+--predict_var +--predict_data +Shapes at start: +(11288, 25) +(11288, 6) +Shape after concat: +(11288, 31) +Shapes after NaN, x, y, error separation: +(11178, 24) +(11178, 2) +(11178, 2) +(11178, 1) +Training data shape: +(690, 23) +data_all shape after adding training data: +(11868, 24) +data_all shape after removing NaN: +(11862, 24) +1.0 +Done! diff --git a/ml_models/sl_4/predict.std.err b/ml_models/sl_4/predict.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_4/predict.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_4/predict.std.out b/ml_models/sl_4/predict.std.out new file mode 100644 index 00000000..d02e4e80 --- /dev/null +++ b/ml_models/sl_4/predict.std.out @@ -0,0 +1,20 @@ +Parsing SuperLearner predict arguments... +--model_dir +--predict_var +--num_inputs +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0.00000000e+00 0.00000000e+00 0.00000000e+00 1.43939158e+00 + 8.58009683e-02 1.38723042e-03 0.00000000e+00 0.00000000e+00 + 2.18449911e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 + 0.00000000e+00 8.08912798e-01 0.00000000e+00] +RSE: 183.87226943644978 +/- 314.1819822475579 +mean.error: 74.33198 +/- 41.307865 +predict.error: 735.5249 +/- 7.8097544 +RSE vs mean.error: [[1. 0.54323782] + [0.54323782 1. ]] +RSE vs predict.error: [[1. 0.48175702] + [0.48175702 1. ]] +evaluating hold out on a high/low split +Done! diff --git a/ml_models/sl_4/requirements.txt.gz b/ml_models/sl_4/requirements.txt.gz new file mode 100644 index 00000000..fa068853 Binary files /dev/null and b/ml_models/sl_4/requirements.txt.gz differ diff --git a/ml_models/sl_4/requirements.yaml.gz b/ml_models/sl_4/requirements.yaml.gz new file mode 100644 index 00000000..52d70b90 Binary files /dev/null and b/ml_models/sl_4/requirements.yaml.gz differ diff --git a/ml_models/sl_4/sl_error.png b/ml_models/sl_4/sl_error.png new file mode 100644 index 00000000..6eca6020 Binary files /dev/null and b/ml_models/sl_4/sl_error.png differ diff --git a/ml_models/sl_4/sl_fpi_correlation_graph.png b/ml_models/sl_4/sl_fpi_correlation_graph.png new file mode 100644 index 00000000..1dcfbbfb Binary files /dev/null and b/ml_models/sl_4/sl_fpi_correlation_graph.png differ diff --git a/ml_models/sl_4/sl_fpi_correlation_heatmap.png b/ml_models/sl_4/sl_fpi_correlation_heatmap.png new file mode 100644 index 00000000..3706fbf3 Binary files /dev/null and b/ml_models/sl_4/sl_fpi_correlation_heatmap.png differ diff --git a/ml_models/sl_4/sl_fpi_correlation_hist.png b/ml_models/sl_4/sl_fpi_correlation_hist.png new file mode 100644 index 00000000..64ec432d Binary files /dev/null and b/ml_models/sl_4/sl_fpi_correlation_hist.png differ diff --git a/ml_models/sl_4/sl_fpi_results_df b/ml_models/sl_4/sl_fpi_results_df new file mode 100644 index 00000000..f61413e7 --- /dev/null +++ b/ml_models/sl_4/sl_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Ratiostack0,Std_Ratiostack0 +"run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi",3.6774580632896314,0.20069540338764436 +"RA_SO,RA_dm,RA_ms_av,RA_ms_di",3.721806951932601,0.1499402982166992 +"Mean_DO_percent_saturation,Mean_DO_mg_per_L,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse",7.154166647878782,0.16247511242214893 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then model on +# the transformed data. + +from sklearn.utils.validation import check_X_y, check_array, check_is_fitted +from sklearn.base import BaseEstimator,RegressorMixin + +from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import StandardScaler +from sklearn.preprocessing import PowerTransformer +from sklearn.linear_model import Ridge +from sklearn.linear_model import LinearRegression +from sklearn.linear_model import Lasso +from sklearn.linear_model import ElasticNet +from sklearn.linear_model import HuberRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.cross_decomposition import PLSRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from xgboost import XGBRegressor +from sklearn.svm import NuSVR +from sklearn.kernel_ridge import KernelRidge +from sklearn.neural_network import MLPRegressor +from sklearn.ensemble import ExtraTreesRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.model_selection import RandomizedSearchCV +from skopt import BayesSearchCV +from skopt.space import Real, Categorical, Integer + +from sklearn.compose import TransformedTargetRegressor + +from scipy.optimize import nnls +from scipy.stats import loguniform,uniform,randint +import numpy as np +import pickle + +# NEEDS: +# skopt 0.8.1 (scikit-opt) +# sklearn 0.23.2 +# xboost 1.3.3 + +# DEFINE SUPERLEARNER +class NonNegativeLeastSquares(BaseEstimator, RegressorMixin): + def __init__(self): + pass + + def fit(self, X, y): + X, y = check_X_y(X, y) + self.weights_, _ = nnls(X, y) + return self + + def predict(self, X): + check_is_fitted(self) + X = check_array(X) + return np.matmul(X, self.weights_) + + +# _neg values apply -1 assuming all input values +# are negative, so the log operation can work on +# positive values. + +# Manually specify MinMaxScaler bookends. Since +# the log10 operation is applied before the MMS, +# these represent the span of orders of magnitude. +mms_min = -2.0 +mms_max = 4.0 + +def mms_log10_neg(input): + + #print(mms_min) + #print(mms_max) + + # MinMaxScaler should have all values between 0 and 1. + max_val = 1 + min_val = 0 + + # Apply log10 transform + do_log10 = np.log10(-1.0*input) + + # Apply MinMaxScaler + output = (do_log10 - mms_min)/(mms_max - mms_min) + + # Count bad values + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Transform: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + + # Filter values + output[output > max_val] = max_val + output[output < min_val] = min_val + + return output + + #print('Function: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #output = np.log1p(np.abs(input)) + #print(np.sum(np.sum(output > max_val))) + #output[output < -1.0*max_val]=-1.0*max_val + #output[output < 0.0] = 0.0 + #output[output > max_val] = max_val + #return output + +def neg_exp10_mms(input): + #print(mms_min) + #print(mms_max) + + #max_val = np.finfo(np.float32).max + #min_val = np.finfo(np.float32).eps + + # Prefilter before apply MinMaxScaler + input[input < 0.0] = 0 + input[input > 1.0] = 1 + + # Undo MinMaxScaler + undo_mms = input*(mms_max-mms_min) + mms_min + + # Undo the log10 transform + output = (10.0**undo_mms) + + # Check output is reasonable + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Inverse: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + #output[output > max_val] = max_val + #output[output < min_val] = min_val + #output[np.isnan(output)] = min_val + #output[np.isinf(output)] = max_val + + # Make all values negative. + output = -1.0*output + + return output + + #print('Inverse: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #input_copy = input + #input_copy[input_copy > max_val] = max_val + #input_copy[input_copy < -1.0*max_val] = -1.0*max_val + #output = -1.0*np.expm1(input_copy) + #return output + +n_iter = 10 +cv = 5 + +# About using the HPO as a model: +# 1. Is is very expensive. The SL uses cross-validation and so does the HPO. +# 2. Does it even make sense to run cross-validation inside the cross-validation? +# 3. Parallelism fails locally (works with dask). Probably using joblib inside joblib? +# 4. If HPO is activated the best model is passed as the model to the SL + +# MinMaxScaler is default scaler for pipelines except for +# nusvr-rbf and linear models with regularization terms +# (Ridge, Lasso, Elastic-Net, Huber): +# https://scikit-learn.org/stable/modules/preprocessing.html +# In those cases, use StandardScaler to get centered, Gaussian +# data as inputs to ML. Pipelines only apply to INPUT (i.e. ML +# model features). +# +# The TransformedTargetRegressor allows for integrating a +# transform on the target in each model. Note that the +# target's transformer does NOT need to be +# the same as the input transformer. + +SuperLearnerConf = { + "final_estimator": NonNegativeLeastSquares(), + "estimators": { + "nusvr-rbf": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__gamma": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-lin": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-poly": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-sig": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__coef0": [-0.99, 0.99, 'uniform'] + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-uni": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-dist": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "pls": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__plsr__n_components": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "mlp": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__mlp__hidden_layer_sizes": (10, 250), + "regressor__mlp__solver": ["lbfgs", "sgd", "adam"], + "regressor__mlp__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__mlp__tol": (10**-6, 10**-2, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "ridge": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "lasso": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "linear": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "enet": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__l1_ratio": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "huber": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__epsilon": (1.35, 1.9, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "xgb": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__xgb__n_estimators": (100, 10000), + "regressor__xgb__learning_rate": (10**-4, 0.99, 'log-uniform'), + "regressor__xgb__max_depth": [2, 3, 4, 5, 6, 7, 8] + }, + n_iter = n_iter, + cv = cv + ) + }, + "etr": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__etr__n_estimators": (100, 10000), + "regressor__etr__ccp_alpha": [0, 0.001, 0.01, 0.1], + "regressor__etr__max_features": [0.1, 0.3, 0.5, 0.8, 1.0], + "regressor__etr__criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"], + "regressor__etr__max_depth": [2, 3, 4, 5, 6, 7, 8], + "regressor__etr__min_samples_split": [0.1, 0.2, 0.3], + "regressor__etr__min_samples_leaf": [0.1, 0.2, 0.3] + }, + n_iter = n_iter, + cv = cv + ) + } + } +} + +def load_SuperLearner(model_pkl): + with open(model_pkl, 'rb') as inp: + return pickle.load(inp) + diff --git a/ml_models/sl_4/test.csv b/ml_models/sl_4/test.csv new file mode 100644 index 00000000..e73d5f8e --- /dev/null +++ b/ml_models/sl_4/test.csv @@ -0,0 +1,174 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment 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+5.0,1.983,363.0,2530.0,8.0,10.0,3.0,5.0,229.0,108.0,1310.0,192.0,0.0,14.0,18.0,18.0,0.0,0.0,32.611,24.15,6.5,8.5,101.37596,1.5513066,0.51423186,-91.47 diff --git a/ml_models/sl_4/train.std.err b/ml_models/sl_4/train.std.err new file mode 100644 index 00000000..8782b82e --- /dev/null +++ b/ml_models/sl_4/train.std.err @@ -0,0 +1,2184 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=3.2036e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.52202e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=3.07091e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.267e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.42861e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.4094e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.42988e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.36317e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=3.15746e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=3.25434e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=3.24282e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=3.2551e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=3.21511e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=4.30898e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.536e-03, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.638e-03, tolerance: 1.037e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.310e-02, tolerance: 1.049e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.396e-03, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.351e-02, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.142e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.316e-01, tolerance: 1.037e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.445e-01, tolerance: 1.049e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.747e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.877e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.567e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.295e-01, tolerance: 1.037e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.964e-01, tolerance: 1.049e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.548e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.331e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.909e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.753e-01, tolerance: 1.037e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.335e-01, tolerance: 1.049e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.834e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.512e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.880e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.576e-01, tolerance: 1.037e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.212e-01, tolerance: 1.049e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.885e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.618e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.952e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.824e-01, tolerance: 1.037e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.460e-01, tolerance: 1.049e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.885e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.585e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.010e-02, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.179e-02, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.499e-02, tolerance: 1.037e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.424e-02, tolerance: 1.049e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.358e-02, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.929e-02, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.333e-01, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.179e-01, tolerance: 1.037e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.807e-01, tolerance: 1.049e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.341e-01, tolerance: 1.087e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.003e-01, tolerance: 1.070e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=4.30898e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.267e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.42861e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.4094e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.42988e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.36317e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.010e-02, tolerance: 1.119e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( diff --git a/ml_models/sl_4/train.std.out b/ml_models/sl_4/train.std.out new file mode 100644 index 00000000..aeff3fdb --- /dev/null +++ b/ml_models/sl_4/train.std.out @@ -0,0 +1,50 @@ +1.4.0 +Parsing SuperLearner input arguments... +--conda_sh +--superlearner_conf +--n_jobs +--num_inputs +--predict_var +--cross_val_score +--model_dir +--hpo +--smogn +--data +--backend +NOTICE: Filling any NaN with mean values! +NaN in training data will cause a crash. +Loading SuperLearner configuration... +Loading from: /home/sfgary/sl_core/sample_inputs/superlearner_conf_TTR_mms_log10_neg.py +Dirname: /home/sfgary/sl_core/sample_inputs +Basename: superlearner_conf_TTR_mms_log10_neg +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-rbf +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-lin +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-poly +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-sig +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-uni +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-dist +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator pls +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator mlp +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator ridge +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator lasso +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator linear +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator enet +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator huber +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator xgb +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator etr +Defining estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Training estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator on holdout(test) high/low set for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Hold out metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8500290986776259, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": 0.11868467675174599, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -2.2189601399885355 +} +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Classical metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8687365518139193 +} +Save train/test data diff --git a/ml_models/sl_5/SuperLearners.pkl b/ml_models/sl_5/SuperLearners.pkl new file mode 100644 index 00000000..0994b894 Binary files /dev/null and b/ml_models/sl_5/SuperLearners.pkl differ diff --git a/ml_models/sl_5/classical-metrics.json b/ml_models/sl_5/classical-metrics.json new file mode 100644 index 00000000..ce179e18 --- /dev/null +++ b/ml_models/sl_5/classical-metrics.json @@ -0,0 +1,3 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8788451786155738 +} \ No newline at end of file diff --git a/ml_models/sl_5/fpi.std.err b/ml_models/sl_5/fpi.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_5/fpi.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_5/fpi.std.out b/ml_models/sl_5/fpi.std.out new file mode 100644 index 00000000..64c80d5b --- /dev/null +++ b/ml_models/sl_5/fpi.std.out @@ -0,0 +1,99 @@ +Parsing SuperLearner FPI arguments... +--model_dir +--predict_var +--num_inputs +--corr_cutoff +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0.3566365 0.23252019 0. 0.17702195 0. 0. + 0. 0. 0. 0. 0. 0.01234806 + 0. 0.92044265 0.87043488] +Did not detect any one-hot features. +Started with 25 features. +Finishing with 18 features in 3 groups. +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi;RA_dm,RA_SO,RA_ms_av,RA_ms_di;Mean_DO_mg_per_L,Mean_DO_percent_saturation,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse +Loading model for job: 0 +FPI on stacked ensemble... +FPI on ML model: nusvr-rbf... +FPI on ML model: nusvr-lin... +FPI on ML model: nusvr-sig... +FPI on ML model: xgb... +FPI on ML model: etr... + Avg_Ratiostack0 Std_Ratiostack0 +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.472826 0.225908 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 3.757860 0.278346 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,slp... 7.054928 0.394363 +dor_pc_pva 1.549685 0.155902 +ppd_pk_cav 2.456478 0.529500 +pH 1.707920 0.120502 +pst_pc_cse 1.474835 0.184223 +gla_pc_cse 1.000681 0.001475 +prm_pc_cse 1.070278 0.050830 +sgr_dk_rav 2.036983 0.083202 +--------nusvr-rbf--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.113154 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.110580 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 1.133333 +dor_pc_pva 1.031646 +ppd_pk_cav 1.043740 +pH 1.073636 +pst_pc_cse 1.057343 +gla_pc_cse 1.000652 +prm_pc_cse 1.005444 +sgr_dk_rav 1.033243 +Name: Avg_Rationusvr-rbf0, dtype: float64 +--------nusvr-lin--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 0.997008 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.003123 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 0.981020 +dor_pc_pva 0.991424 +ppd_pk_cav 0.988502 +pH 1.020904 +pst_pc_cse 0.995327 +gla_pc_cse 1.000000 +prm_pc_cse 0.999945 +sgr_dk_rav 1.012142 +Name: Avg_Rationusvr-lin0, dtype: float64 +--------nusvr-sig--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.055542 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 0.996395 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 1.073004 +dor_pc_pva 0.998826 +ppd_pk_cav 1.000798 +pH 1.009497 +pst_pc_cse 1.011674 +gla_pc_cse 1.000000 +prm_pc_cse 1.000000 +sgr_dk_rav 0.999582 +Name: Avg_Rationusvr-sig0, dtype: float64 +--------xgb--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.528991 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 4.038734 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 7.406056 +dor_pc_pva 1.542733 +ppd_pk_cav 3.116008 +pH 1.701570 +pst_pc_cse 1.589264 +gla_pc_cse 1.000386 +prm_pc_cse 1.061644 +sgr_dk_rav 2.134092 +Name: Avg_Ratioxgb0, dtype: float32 +--------etr--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.001078 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.000120 +Mean_DO_mg_per_L,Mean_DO_percent_saturation,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse 1.011403 +dor_pc_pva 0.999995 +ppd_pk_cav 1.000018 +pH 1.001275 +pst_pc_cse 1.000216 +gla_pc_cse 1.000000 +prm_pc_cse 1.000000 +sgr_dk_rav 1.000049 +Name: Avg_Ratioetr0, dtype: float64 diff --git a/ml_models/sl_5/hold-out-metrics-high-low-split.json b/ml_models/sl_5/hold-out-metrics-high-low-split.json new file mode 100644 index 00000000..40be9f2c --- /dev/null +++ b/ml_models/sl_5/hold-out-metrics-high-low-split.json @@ -0,0 +1,4 @@ +{ + "r2_high": 0.44864004811445246, + "r2_low": 0.07713113991364406 +} \ No newline at end of file diff --git a/ml_models/sl_5/hold-out-metrics.json b/ml_models/sl_5/hold-out-metrics.json new file mode 100644 index 00000000..61a8c641 --- /dev/null +++ b/ml_models/sl_5/hold-out-metrics.json @@ -0,0 +1,5 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.7957892246998384, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -0.4353638090075509, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -4.391749948015758 +} \ No newline at end of file diff --git a/ml_models/sl_5/model_fpi_results_df b/ml_models/sl_5/model_fpi_results_df new file mode 100644 index 00000000..a3571e3b --- /dev/null +++ b/ml_models/sl_5/model_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Rationusvr-rbf0,Std_Rationusvr-rbf0,Avg_Rationusvr-lin0,Std_Rationusvr-lin0,Avg_Rationusvr-sig0,Std_Rationusvr-sig0,Avg_Ratioxgb0,Std_Ratioxgb0,Avg_Ratioetr0,Std_Ratioetr0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",1.113154096371244,0.0047399074809267045,0.9970082521508533,0.015411410388452468,1.055542172250522,0.011272748458001665,3.5289907,0.24773458,1.0010783495441489,0.00012903435339665928 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",1.11057955935941,0.003596957050778033,1.0031234447331936,0.029636388923430193,0.9963951241650967,0.0044832727964728295,4.0387344,0.32980007,1.000120163146738,0.0002649452940342536 +"Mean_DO_mg_per_L,Mean_DO_percent_saturation,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse",1.133333473686905,0.0016366405433483554,0.9810202118805676,0.015890894393660634,1.0730042776302857,0.04729923377447477,7.406056,0.4576345,1.011403348401491,0.0010155458136432735 +dor_pc_pva,1.0316455764630508,0.005939154839164458,0.9914240990029188,0.00505966268923562,0.9988257725350346,0.0013065568863108177,1.542733,0.167156,0.99999465142728,3.3157113482267984e-05 +ppd_pk_cav,1.0437404414412559,0.0036438815117044226,0.9885023176546898,0.00928453128627832,1.0007978116417109,0.0014188555559086894,3.1160078,0.86168534,1.0000179791311077,3.4998232291505887e-06 +pH,1.073635555721897,0.005589617882350777,1.0209043038585106,0.013224123689495906,1.0094967025669743,0.0052554521848917155,1.70157,0.14726108,1.0012749919146853,0.00017456169268234185 +pst_pc_cse,1.0573434616694177,0.004386699951919837,0.9953268629989517,0.002059924515789274,1.0116738298174568,0.024693024237258696,1.5892642,0.26857656,1.0002155631586012,3.109328387063089e-05 +gla_pc_cse,1.0006520523204636,0.0009477364752355565,1.0,0.0,1.0,0.0,1.000386,0.00055610883,0.9999999999999999,1.3058045735734817e-16 +prm_pc_cse,1.0054444749699956,0.003294080719271518,0.9999453823385193,0.0019772373805996466,1.0,0.0,1.0616441,0.05020816,0.9999999999999999,1.3058045735734817e-16 +sgr_dk_rav,1.033243416533448,0.005595405920718118,1.0121422600945467,0.03655879133707075,0.9995823570073791,0.0006938102872269302,2.1340916,0.1420222,1.0000490494611016,6.140585170067819e-06 diff --git a/ml_models/sl_5/original_input_data.csv b/ml_models/sl_5/original_input_data.csv new file mode 100644 index 00000000..de600b43 --- /dev/null +++ b/ml_models/sl_5/original_input_data.csv @@ -0,0 +1,691 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-41.53 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-47.82 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-42.31 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00000000..4e34be6d --- /dev/null +++ b/ml_models/sl_5/pca.std.out @@ -0,0 +1,24 @@ +Parsing SuperLearner PCA arguments... +--model_dir +--num_inputs +--data +--predict_var +--predict_data +Shapes at start: +(11288, 25) +(11288, 6) +Shape after concat: +(11288, 31) +Shapes after NaN, x, y, error separation: +(11178, 24) +(11178, 2) +(11178, 2) +(11178, 1) +Training data shape: +(690, 23) +data_all shape after adding training data: +(11868, 24) +data_all shape after removing NaN: +(11862, 24) +1.0 +Done! diff --git a/ml_models/sl_5/predict.std.err b/ml_models/sl_5/predict.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_5/predict.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_5/predict.std.out b/ml_models/sl_5/predict.std.out new file mode 100644 index 00000000..8207adb9 --- /dev/null +++ b/ml_models/sl_5/predict.std.out @@ -0,0 +1,19 @@ +Parsing SuperLearner predict arguments... +--model_dir +--predict_var +--num_inputs +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0.3566365 0.23252019 0. 0.17702195 0. 0. + 0. 0. 0. 0. 0. 0.01234806 + 0. 0.92044265 0.87043488] +RSE: 195.54576735109168 +/- 386.9579702942933 +mean.error: 92.99239 +/- 52.579777 +predict.error: 877.1169 +/- 10.14794 +RSE vs mean.error: [[1. 0.63997627] + [0.63997627 1. ]] +RSE vs predict.error: [[1. 0.60675289] + [0.60675289 1. ]] +evaluating hold out on a high/low split +Done! diff --git a/ml_models/sl_5/requirements.txt.gz b/ml_models/sl_5/requirements.txt.gz new file mode 100644 index 00000000..93bd3712 Binary files /dev/null and b/ml_models/sl_5/requirements.txt.gz differ diff --git a/ml_models/sl_5/requirements.yaml.gz b/ml_models/sl_5/requirements.yaml.gz new file mode 100644 index 00000000..654c9171 Binary files /dev/null and b/ml_models/sl_5/requirements.yaml.gz differ diff --git a/ml_models/sl_5/sl_error.png b/ml_models/sl_5/sl_error.png new file mode 100644 index 00000000..6b661c17 Binary files /dev/null and b/ml_models/sl_5/sl_error.png differ diff --git a/ml_models/sl_5/sl_fpi_correlation_graph.png b/ml_models/sl_5/sl_fpi_correlation_graph.png new file mode 100644 index 00000000..eefb7c30 Binary files /dev/null and b/ml_models/sl_5/sl_fpi_correlation_graph.png differ diff --git a/ml_models/sl_5/sl_fpi_correlation_heatmap.png b/ml_models/sl_5/sl_fpi_correlation_heatmap.png new file mode 100644 index 00000000..a178ce66 Binary files /dev/null and b/ml_models/sl_5/sl_fpi_correlation_heatmap.png differ diff --git a/ml_models/sl_5/sl_fpi_correlation_hist.png b/ml_models/sl_5/sl_fpi_correlation_hist.png new file mode 100644 index 00000000..64ec432d Binary files /dev/null and b/ml_models/sl_5/sl_fpi_correlation_hist.png differ diff --git a/ml_models/sl_5/sl_fpi_results_df b/ml_models/sl_5/sl_fpi_results_df new file mode 100644 index 00000000..95c1c6f9 --- /dev/null +++ b/ml_models/sl_5/sl_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Ratiostack0,Std_Ratiostack0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",3.4728259581197314,0.22590824609413776 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",3.7578602058920123,0.2783456684002996 +"Mean_DO_mg_per_L,Mean_DO_percent_saturation,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,ire_pc_cse,crp_pc_cse,for_pc_cse",7.054927597305332,0.39436267476714887 +dor_pc_pva,1.549684963929909,0.15590179882837477 +ppd_pk_cav,2.4564783068719835,0.5295002402409036 +pH,1.7079202349123048,0.1205016382352244 +pst_pc_cse,1.4748348390063468,0.18422349874179592 +gla_pc_cse,1.000681425256606,0.0014754996639715985 +prm_pc_cse,1.0702776097050228,0.05082988394572264 +sgr_dk_rav,2.036982679621008,0.0832015106043516 diff --git a/ml_models/sl_5/sl_pca.csv b/ml_models/sl_5/sl_pca.csv new file mode 100644 index 00000000..12a824f8 --- /dev/null +++ b/ml_models/sl_5/sl_pca.csv @@ -0,0 +1,11179 @@ +Sample_ID,Sample_Longitude,Sample_Latitude,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment,mean.error,predict.error,pca.dist,mean.error.scaled,pca.dist.scaled,combined.metric +300043,0.00215425132404,41.1354301927,-153.2131758478582,69.85179745642913,873.4437742562683,2.993682285042879,0.1738997074272355,0.2113430495544212,0.03675249448429359 +300086,0.0929537798368,41.6807228018,-234.08397509972104,67.92569639823422,873.2918489315736,3.552881810735318,0.1691045779861598,0.2508204963294831,0.04241489418207638 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-0,0 +1,625 @@ +# SuperLearner configuration for: +# 15 stacked ensemble models +# Each uses MinMaxScaler or StandardScaler on inputs +# Each uses TransformedTargetRegressor with custom log10 +# and MinMaxScaler function/inverse pair on targets. +# +# This configuration is an attempt to reproduce as +# closely as possible the simple approach to taking +# a log10 of the target and training then model on +# the transformed data. + +from sklearn.utils.validation import check_X_y, check_array, check_is_fitted +from sklearn.base import BaseEstimator,RegressorMixin + +from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import StandardScaler +from sklearn.preprocessing import PowerTransformer +from sklearn.linear_model import Ridge +from sklearn.linear_model import LinearRegression +from sklearn.linear_model import Lasso +from sklearn.linear_model import ElasticNet +from sklearn.linear_model import HuberRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.cross_decomposition import PLSRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from xgboost import XGBRegressor +from sklearn.svm import NuSVR +from sklearn.kernel_ridge import KernelRidge +from sklearn.neural_network import MLPRegressor +from sklearn.ensemble import ExtraTreesRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.model_selection import RandomizedSearchCV +from skopt import BayesSearchCV +from skopt.space import Real, Categorical, Integer + +from sklearn.compose import TransformedTargetRegressor + +from scipy.optimize import nnls +from scipy.stats import loguniform,uniform,randint +import numpy as np +import pickle + +# NEEDS: +# skopt 0.8.1 (scikit-opt) +# sklearn 0.23.2 +# xboost 1.3.3 + +# DEFINE SUPERLEARNER +class NonNegativeLeastSquares(BaseEstimator, RegressorMixin): + def __init__(self): + pass + + def fit(self, X, y): + X, y = check_X_y(X, y) + self.weights_, _ = nnls(X, y) + return self + + def predict(self, X): + check_is_fitted(self) + X = check_array(X) + return np.matmul(X, self.weights_) + + +# _neg values apply -1 assuming all input values +# are negative, so the log operation can work on +# positive values. + +# Manually specify MinMaxScaler bookends. Since +# the log10 operation is applied before the MMS, +# these represent the span of orders of magnitude. +mms_min = -2.0 +mms_max = 4.0 + +def mms_log10_neg(input): + + #print(mms_min) + #print(mms_max) + + # MinMaxScaler should have all values between 0 and 1. + max_val = 1 + min_val = 0 + + # Apply log10 transform + do_log10 = np.log10(-1.0*input) + + # Apply MinMaxScaler + output = (do_log10 - mms_min)/(mms_max - mms_min) + + # Count bad values + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Transform: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + + # Filter values + output[output > max_val] = max_val + output[output < min_val] = min_val + + return output + + #print('Function: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #output = np.log1p(np.abs(input)) + #print(np.sum(np.sum(output > max_val))) + #output[output < -1.0*max_val]=-1.0*max_val + #output[output < 0.0] = 0.0 + #output[output > max_val] = max_val + #return output + +def neg_exp10_mms(input): + #print(mms_min) + #print(mms_max) + + #max_val = np.finfo(np.float32).max + #min_val = np.finfo(np.float32).eps + + # Prefilter before apply MinMaxScaler + input[input < 0.0] = 0 + input[input > 1.0] = 1 + + # Undo MinMaxScaler + undo_mms = input*(mms_max-mms_min) + mms_min + + # Undo the log10 transform + output = (10.0**undo_mms) + + # Check output is reasonable + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Inverse: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + #output[output > max_val] = max_val + #output[output < min_val] = min_val + #output[np.isnan(output)] = min_val + #output[np.isinf(output)] = max_val + + # Make all values negative. + output = -1.0*output + + return output + + #print('Inverse: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #input_copy = input + #input_copy[input_copy > max_val] = max_val + #input_copy[input_copy < -1.0*max_val] = -1.0*max_val + #output = -1.0*np.expm1(input_copy) + #return output + +n_iter = 10 +cv = 5 + +# About using the HPO as a model: +# 1. Is is very expensive. The SL uses cross-validation and so does the HPO. +# 2. Does it even make sense to run cross-validation inside the cross-validation? +# 3. Parallelism fails locally (works with dask). Probably using joblib inside joblib? +# 4. If HPO is activated the best model is passed as the model to the SL + +# MinMaxScaler is default scaler for pipelines except for +# nusvr-rbf and linear models with regularization terms +# (Ridge, Lasso, Elastic-Net, Huber): +# https://scikit-learn.org/stable/modules/preprocessing.html +# In those cases, use StandardScaler to get centered, Gaussian +# data as inputs to ML. Pipelines only apply to INPUT (i.e. ML +# model features). +# +# The TransformedTargetRegressor allows for integrating a +# transform on the target in each model. Note that the +# target's transformer does NOT need to be +# the same as the input transformer. + +SuperLearnerConf = { + "final_estimator": NonNegativeLeastSquares(), + "estimators": { + "nusvr-rbf": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__gamma": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-lin": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-poly": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-sig": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__coef0": [-0.99, 0.99, 'uniform'] + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-uni": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-dist": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "pls": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__plsr__n_components": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "mlp": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__mlp__hidden_layer_sizes": (10, 250), + "regressor__mlp__solver": ["lbfgs", "sgd", "adam"], + "regressor__mlp__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__mlp__tol": (10**-6, 10**-2, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "ridge": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "lasso": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "linear": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "enet": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__l1_ratio": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "huber": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__epsilon": (1.35, 1.9, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "xgb": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__xgb__n_estimators": (100, 10000), + "regressor__xgb__learning_rate": (10**-4, 0.99, 'log-uniform'), + "regressor__xgb__max_depth": [2, 3, 4, 5, 6, 7, 8] + }, + n_iter = n_iter, + cv = cv + ) + }, + "etr": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__etr__n_estimators": (100, 10000), + "regressor__etr__ccp_alpha": [0, 0.001, 0.01, 0.1], + "regressor__etr__max_features": [0.1, 0.3, 0.5, 0.8, 1.0], + "regressor__etr__criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"], + "regressor__etr__max_depth": [2, 3, 4, 5, 6, 7, 8], + "regressor__etr__min_samples_split": [0.1, 0.2, 0.3], + "regressor__etr__min_samples_leaf": [0.1, 0.2, 0.3] + }, + n_iter = n_iter, + cv = cv + ) + } + } +} + +def load_SuperLearner(model_pkl): + with open(model_pkl, 'rb') as inp: + return pickle.load(inp) + diff --git a/ml_models/sl_5/test.csv b/ml_models/sl_5/test.csv new file mode 100644 index 00000000..2e9bd0a9 --- /dev/null +++ b/ml_models/sl_5/test.csv @@ -0,0 +1,174 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment 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+4.0,1.30744,375.0,0.0,7.0,11.0,0.0,0.0,202.0,154.0,1231.0,131.0,100.0,4.0,4.0,3.0,0.0,0.0,28.79,22.73,8.0,7.19,83.49799,1.175601,0.7138234,-17.09 +3.0,0.169118,14.0,0.0,383.0,1221.0,16.0,34.0,101.0,262.0,428.0,70.0,0.0,15.0,60.0,6.0,0.0,0.0,0.121,24.7,7.5,3.83,53.408157,0.03207174,0.8723513,-33.5 +1.0,0.179513,559.0,0.0,158.0,124.0,43.0,40.0,171.0,204.0,1428.0,75.0,100.0,0.0,0.0,0.0,0.0,0.0,0.033,9.66,6.0,11.29,100.70452,0.45796612,0.9137566,-0.94 +3.0,0.686616,123.0,0.0,184.0,288.0,10.0,52.0,103.0,225.0,268.0,42.0,2.0,44.0,44.0,26.0,0.0,0.0,6.705,19.71,8.41,11.0,124.51888,0.4784381,1.2625772,-8.92 +4.0,0.715861,74.0,362.0,773.0,1766.0,130.0,83.0,79.0,231.0,375.0,53.0,100.0,11.0,28.0,1.0,0.0,0.0,3.873,18.0,6.5,9.127044,99.48639,0.36012295,1.2422029,-5.17 +5.0,2.73729,496.0,37.0,48.0,52.0,9.0,10.0,193.0,173.0,1336.0,92.0,10.0,27.0,4.0,23.0,0.0,0.0,1.525,28.2,7.0,6.87,88.626205,0.8985594,1.6962875,-1.38 +2.0,0.544346,863.0,0.0,164.0,55.0,18.0,32.0,66.0,268.0,1162.0,50.0,0.0,1.0,1.0,0.0,0.0,0.0,22.162,4.32,6.0,10.75,83.24747,0.79086405,0.65892327,-1.21 +2.0,0.441918,1363.0,0.0,679.0,736.0,178.0,212.0,84.0,165.0,1892.0,295.0,100.0,0.0,2.0,0.0,0.0,0.0,0.237,14.7,6.0,9.127044,99.48639,0.76544607,1.1136649,-2.71 +4.0,1.03364,338.0,0.0,2.0,217.0,3.0,5.0,106.0,284.0,932.0,64.0,0.0,92.0,1.0,1.0,0.0,0.0,10.092,25.4,7.5,9.127044,99.48639,0.4101237,1.3413175,-14.63 +4.0,0.877464,628.0,115.0,744.0,984.0,124.0,97.0,57.0,187.0,1177.0,183.0,89.0,0.0,0.0,0.0,0.0,0.0,0.003,18.79,8.29,9.02,109.024216,0.81657267,1.2240076,-88.98 +4.0,1.50254,201.0,231.0,70.0,2351.0,16.0,42.0,31.0,281.0,309.0,24.0,100.0,7.0,44.0,22.0,0.0,0.0,434.211,14.2,7.5,9.127044,99.48639,0.3878905,1.5884004,-21.63 +6.0,4.09768,540.0,293.0,10.0,25.0,8.0,3.0,196.0,166.0,1487.0,110.0,100.0,1.0,1.0,1.0,0.0,0.0,16.246,26.62,6.5,7.61,95.13587,1.0543057,1.8400224,-42.03 +1.0,0.196746,1486.0,0.0,590.0,570.0,159.0,336.0,85.0,162.0,2437.0,404.0,100.0,0.0,0.0,0.0,0.0,0.0,6.006,5.05,6.5,12.44,104.46165,0.5672135,0.92026174,-2.15 +6.0,1.89367,193.0,3746.0,157.0,165.0,13.0,11.0,201.0,196.0,813.0,73.0,51.0,11.0,10.0,0.0,0.0,0.0,1911.477,24.0,7.5,9.127044,99.48639,1.0734466,1.198186,-2.02 +1.0,0.0979786,84.0,0.0,1231.0,953.0,107.0,248.0,70.0,202.0,523.0,80.0,88.0,1.0,34.0,0.0,0.0,0.0,0.0,15.2,7.27,5.45,60.89036,0.11941754,0.3582526,-9.63 +1.0,0.196746,1486.0,0.0,590.0,570.0,159.0,336.0,85.0,162.0,2437.0,404.0,100.0,0.0,0.0,0.0,0.0,0.0,6.006,14.11,7.0,9.93,103.44659,0.5672135,0.92026174,-1.98 +2.0,0.329494,207.0,0.0,489.0,3083.0,157.0,123.0,-2.0,239.0,571.0,26.0,97.0,1.0,23.0,1.0,0.0,7.0,2.72,14.2,7.24,7.6,106.85386,0.33294874,1.2910746,-8.65 +1.0,0.181828,168.0,0.0,603.0,3323.0,179.0,260.0,-11.0,214.0,708.0,31.0,100.0,0.0,13.0,0.0,0.0,13.0,0.028,7.1,6.5,9.57,117.08612,0.329569,0.98505527,-1.25 +1.0,0.218843,465.0,0.0,255.0,635.0,33.0,49.0,111.0,220.0,989.0,31.0,59.0,26.0,21.0,0.0,0.0,0.0,861.629,20.8,7.0,9.95,120.008255,0.43343505,0.950339,-47.16 diff --git a/ml_models/sl_5/train.std.err b/ml_models/sl_5/train.std.err new file mode 100644 index 00000000..3b0c4d05 --- /dev/null +++ b/ml_models/sl_5/train.std.err @@ -0,0 +1,2236 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.49711e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.09464e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.08384e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.0379e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.29271e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.86913e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.8613e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.82799e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.34593e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.53817e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.20042e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=2.07937e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=2.14266e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=1.58884e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=1.39691e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=1.89628e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=6.55737e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.753e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.752e-01, tolerance: 1.019e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.583e-01, tolerance: 1.030e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.562e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.933e-01, tolerance: 1.026e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.136e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.972e-01, tolerance: 1.019e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.925e-01, tolerance: 1.030e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.040e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.101e-01, tolerance: 1.026e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.925e-02, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.738e-01, tolerance: 1.019e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.203e-01, tolerance: 1.030e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.378e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.067e-02, tolerance: 1.026e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.168e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.136e-01, tolerance: 1.019e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.946e-01, tolerance: 1.030e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.719e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.317e-01, tolerance: 1.026e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.301e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.273e-01, tolerance: 1.019e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.388e-01, tolerance: 1.030e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.715e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.157e-01, tolerance: 1.026e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.561e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.409e-01, tolerance: 1.019e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.348e-01, tolerance: 1.030e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.258e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.612e-01, tolerance: 1.026e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.971e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.850e-01, tolerance: 1.019e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.751e-01, tolerance: 1.030e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.864e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.958e-01, tolerance: 1.026e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.458e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.292e-01, tolerance: 1.019e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.054e-01, tolerance: 1.030e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.991e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.287e-01, tolerance: 1.026e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.921e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.877e-01, tolerance: 1.019e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.036e-01, tolerance: 1.030e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.547e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.232e-01, tolerance: 1.026e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.991e-03, tolerance: 1.315e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=6.55737e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.991e-03, tolerance: 1.315e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.49711e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.09464e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.08384e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.0379e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=8.29271e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( diff --git a/ml_models/sl_5/train.std.out b/ml_models/sl_5/train.std.out new file mode 100644 index 00000000..22407684 --- /dev/null +++ b/ml_models/sl_5/train.std.out @@ -0,0 +1,50 @@ +1.4.0 +Parsing SuperLearner input arguments... +--conda_sh +--superlearner_conf +--n_jobs +--num_inputs +--predict_var +--cross_val_score +--model_dir +--hpo +--smogn +--data +--backend +NOTICE: Filling any NaN with mean values! +NaN in training data will cause a crash. +Loading SuperLearner configuration... +Loading from: /home/sfgary/sl_core/sample_inputs/superlearner_conf_TTR_mms_log10_neg.py +Dirname: /home/sfgary/sl_core/sample_inputs +Basename: superlearner_conf_TTR_mms_log10_neg +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-rbf +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-lin +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-poly +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-sig +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-uni +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-dist +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator pls +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator mlp +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator ridge +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator lasso +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator linear +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator enet +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator huber +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator xgb +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator etr +Defining estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Training estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator on holdout(test) high/low set for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Hold out metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.7957892246998384, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -0.4353638090075509, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -4.391749948015758 +} +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Classical metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8788451786155738 +} +Save train/test data diff --git a/ml_models/sl_6/SuperLearners.pkl b/ml_models/sl_6/SuperLearners.pkl new file mode 100644 index 00000000..854d6c0d Binary files /dev/null and b/ml_models/sl_6/SuperLearners.pkl differ diff --git a/ml_models/sl_6/classical-metrics.json b/ml_models/sl_6/classical-metrics.json new file mode 100644 index 00000000..bbb7b971 --- /dev/null +++ b/ml_models/sl_6/classical-metrics.json @@ -0,0 +1,3 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8450741962849944 +} \ No newline at end of file diff --git a/ml_models/sl_6/fpi.std.err b/ml_models/sl_6/fpi.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_6/fpi.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_6/fpi.std.out b/ml_models/sl_6/fpi.std.out new file mode 100644 index 00000000..3ac7a5ed --- /dev/null +++ b/ml_models/sl_6/fpi.std.out @@ -0,0 +1,99 @@ +Parsing SuperLearner FPI arguments... +--model_dir +--predict_var +--num_inputs +--corr_cutoff +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0. 0. 0. 0.46147082 0.01546633 0.02046175 + 0.83460996 0.17918523 0. 0. 0. 0. + 0.0242771 0.73555588 0.63677227] +Did not detect any one-hot features. +Started with 25 features. +Finishing with 18 features in 3 groups. +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi;RA_dm,RA_SO,RA_ms_av,RA_ms_di;crp_pc_cse,ire_pc_cse,for_pc_cse,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L +Loading model for job: 0 +FPI on stacked ensemble... +FPI on ML model: nusvr-sig... +FPI on ML model: pls... +FPI on ML model: mlp... +FPI on ML model: xgb... +FPI on ML model: etr... + Avg_Ratiostack0 Std_Ratiostack0 +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 2.693348 0.125227 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 2.962598 0.155084 +crp_pc_cse,ire_pc_cse,for_pc_cse,slp_dg_cav,gwt... 5.853803 0.255702 +gla_pc_cse 1.013931 0.015888 +prm_pc_cse 1.027022 0.020534 +sgr_dk_rav 1.383506 0.051529 +dor_pc_pva 1.400594 0.089213 +pst_pc_cse 1.535753 0.076657 +ppd_pk_cav 1.717628 0.132240 +pH 1.513257 0.074802 +--------nusvr-sig--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.000002 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.000000 +crp_pc_cse,ire_pc_cse,for_pc_cse,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 1.000006 +gla_pc_cse 1.000000 +prm_pc_cse 1.000000 +sgr_dk_rav 1.000000 +dor_pc_pva 1.000000 +pst_pc_cse 1.000000 +ppd_pk_cav 1.000000 +pH 1.000000 +Name: Avg_Rationusvr-sig0, dtype: float64 +--------pls--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.007197 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.017311 +crp_pc_cse,ire_pc_cse,for_pc_cse,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 1.055018 +gla_pc_cse 1.000449 +prm_pc_cse 1.000339 +sgr_dk_rav 1.002108 +dor_pc_pva 0.988108 +pst_pc_cse 0.993335 +ppd_pk_cav 1.015478 +pH 1.015901 +Name: Avg_Ratiopls0, dtype: float64 +--------mlp--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 10.142469 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 6.950111 +crp_pc_cse,ire_pc_cse,for_pc_cse,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 13.440225 +gla_pc_cse 1.307320 +prm_pc_cse 1.467145 +sgr_dk_rav 2.101078 +dor_pc_pva 1.723078 +pst_pc_cse 5.462356 +ppd_pk_cav 3.246232 +pH 4.741660 +Name: Avg_Ratiomlp0, dtype: float64 +--------xgb--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 2.901721 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 2.789185 +crp_pc_cse,ire_pc_cse,for_pc_cse,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 6.209157 +gla_pc_cse 1.000352 +prm_pc_cse 1.002216 +sgr_dk_rav 1.517995 +dor_pc_pva 1.327291 +pst_pc_cse 1.280209 +ppd_pk_cav 1.628916 +pH 1.680806 +Name: Avg_Ratioxgb0, dtype: float32 +--------etr--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.001176 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.000402 +crp_pc_cse,ire_pc_cse,for_pc_cse,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 1.005677 +gla_pc_cse 1.000000 +prm_pc_cse 1.000000 +sgr_dk_rav 1.000151 +dor_pc_pva 1.000002 +pst_pc_cse 1.000197 +ppd_pk_cav 1.000046 +pH 1.000615 +Name: Avg_Ratioetr0, dtype: float64 diff --git a/ml_models/sl_6/hold-out-metrics-high-low-split.json b/ml_models/sl_6/hold-out-metrics-high-low-split.json new file mode 100644 index 00000000..8f964f47 --- /dev/null +++ b/ml_models/sl_6/hold-out-metrics-high-low-split.json @@ -0,0 +1,4 @@ +{ + "r2_high": -0.1164630536782918, + "r2_low": 0.03699667214996327 +} \ No newline at end of file diff --git a/ml_models/sl_6/hold-out-metrics.json b/ml_models/sl_6/hold-out-metrics.json new file mode 100644 index 00000000..014a7bd6 --- /dev/null +++ b/ml_models/sl_6/hold-out-metrics.json @@ -0,0 +1,5 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.7194539736917427, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -1.5300680466258565, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -10.80465332562898 +} \ No newline at end of file diff --git a/ml_models/sl_6/model_fpi_results_df b/ml_models/sl_6/model_fpi_results_df new file mode 100644 index 00000000..7e784ea2 --- /dev/null +++ b/ml_models/sl_6/model_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Rationusvr-sig0,Std_Rationusvr-sig0,Avg_Ratiopls0,Std_Ratiopls0,Avg_Ratiomlp0,Std_Ratiomlp0,Avg_Ratioxgb0,Std_Ratioxgb0,Avg_Ratioetr0,Std_Ratioetr0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",1.000002186454843,4.212258815479524e-07,1.0071967211826462,0.004640493095735228,10.142469420626083,1.1974256150945854,2.9017205,0.08850218,1.0011763840340935,0.00020704000134777218 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",1.0000001156154836,1.6032975420030764e-07,1.0173111088539333,0.03897931542196186,6.95011112588566,0.915797300977767,2.789185,0.14561526,1.0004022457525192,0.00010901314332479593 +"crp_pc_cse,ire_pc_cse,for_pc_cse,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L",1.0000060362936047,1.0671833511658393e-06,1.055017953854581,0.01821849459442783,13.440225309338285,1.0688003006575182,6.2091575,0.15134135,1.005677374342956,0.0009250780006934448 +gla_pc_cse,1.0,0.0,1.000449045106528,0.0012418372634044397,1.307320457026599,0.36173535886451896,1.0003518,0.00063166185,1.0,0.0 +prm_pc_cse,0.9999999991572389,1.5093100214753973e-09,1.0003389030558403,0.0008456081910156885,1.4671452714775448,0.2748252648127276,1.0022163,0.0027292995,1.0,0.0 +sgr_dk_rav,1.0000000244134515,1.1540543294732895e-08,1.0021082360887286,0.000853714628893977,2.1010777337478435,0.24182511868677853,1.517995,0.05045058,1.0001508287454506,1.87485830862451e-05 +dor_pc_pva,0.9999999906470678,3.5795949922958027e-09,0.9881079752386842,0.0032148494544093167,1.7230780316384622,0.14534268466198674,1.3272908,0.11056223,1.0000020002221526,5.520741340104365e-06 +pst_pc_cse,1.0000003190918898,2.503717096507608e-07,0.9933353735139093,0.00438708537743164,5.462355684913097,0.9482931545636613,1.2802088,0.030654663,1.0001970222936054,2.79904320689219e-05 +ppd_pk_cav,1.0000000204901218,7.692127217469387e-09,1.015478350963591,0.010046095847369745,3.2462319091131344,0.520619082201294,1.628916,0.085154064,1.0000463114275728,1.0334872376599358e-05 +pH,1.000000488375387,1.2773792635260833e-07,1.0159014207526578,0.0028453506692311817,4.741659906031458,0.6772683395208109,1.6808056,0.15757936,1.0006147827565057,0.00012101680990374275 diff --git a/ml_models/sl_6/original_input_data.csv b/ml_models/sl_6/original_input_data.csv new file mode 100644 index 00000000..de600b43 --- /dev/null +++ b/ml_models/sl_6/original_input_data.csv @@ -0,0 +1,691 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-41.53 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-47.82 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-42.31 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00000000..4e34be6d --- /dev/null +++ b/ml_models/sl_6/pca.std.out @@ -0,0 +1,24 @@ +Parsing SuperLearner PCA arguments... +--model_dir +--num_inputs +--data +--predict_var +--predict_data +Shapes at start: +(11288, 25) +(11288, 6) +Shape after concat: +(11288, 31) +Shapes after NaN, x, y, error separation: +(11178, 24) +(11178, 2) +(11178, 2) +(11178, 1) +Training data shape: +(690, 23) +data_all shape after adding training data: +(11868, 24) +data_all shape after removing NaN: +(11862, 24) +1.0 +Done! diff --git a/ml_models/sl_6/predict.std.err b/ml_models/sl_6/predict.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_6/predict.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_6/predict.std.out b/ml_models/sl_6/predict.std.out new file mode 100644 index 00000000..99713a8e --- /dev/null +++ b/ml_models/sl_6/predict.std.out @@ -0,0 +1,19 @@ +Parsing SuperLearner predict arguments... +--model_dir +--predict_var +--num_inputs +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0. 0. 0. 0.46147082 0.01546633 0.02046175 + 0.83460996 0.17918523 0. 0. 0. 0. + 0.0242771 0.73555588 0.63677227] +RSE: 223.6681759138221 +/- 491.26957689187753 +mean.error: 117.737335 +/- 73.70609 +predict.error: 1089.8058 +/- 15.03396 +RSE vs mean.error: [[1. 0.74647767] + [0.74647767 1. ]] +RSE vs predict.error: [[1. 0.7260405] + [0.7260405 1. ]] +evaluating hold out on a high/low split +Done! diff --git a/ml_models/sl_6/requirements.txt.gz b/ml_models/sl_6/requirements.txt.gz new file mode 100644 index 00000000..93bd3712 Binary files /dev/null and b/ml_models/sl_6/requirements.txt.gz differ diff --git a/ml_models/sl_6/requirements.yaml.gz b/ml_models/sl_6/requirements.yaml.gz new file mode 100644 index 00000000..654c9171 Binary files /dev/null and b/ml_models/sl_6/requirements.yaml.gz differ diff --git a/ml_models/sl_6/sl_error.png b/ml_models/sl_6/sl_error.png new file mode 100644 index 00000000..16926c83 Binary files /dev/null and b/ml_models/sl_6/sl_error.png differ diff --git a/ml_models/sl_6/sl_fpi_correlation_graph.png b/ml_models/sl_6/sl_fpi_correlation_graph.png new file mode 100644 index 00000000..56fb317a Binary files /dev/null and b/ml_models/sl_6/sl_fpi_correlation_graph.png differ diff --git a/ml_models/sl_6/sl_fpi_correlation_heatmap.png b/ml_models/sl_6/sl_fpi_correlation_heatmap.png new file mode 100644 index 00000000..3706fbf3 Binary files /dev/null and b/ml_models/sl_6/sl_fpi_correlation_heatmap.png differ diff --git a/ml_models/sl_6/sl_fpi_correlation_hist.png b/ml_models/sl_6/sl_fpi_correlation_hist.png new file mode 100644 index 00000000..64ec432d Binary files /dev/null and b/ml_models/sl_6/sl_fpi_correlation_hist.png differ diff --git a/ml_models/sl_6/sl_fpi_results_df b/ml_models/sl_6/sl_fpi_results_df new file mode 100644 index 00000000..30720815 --- /dev/null +++ b/ml_models/sl_6/sl_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Ratiostack0,Std_Ratiostack0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",2.6933480279132955,0.12522700350774135 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",2.962597720273315,0.1550837632899243 +"crp_pc_cse,ire_pc_cse,for_pc_cse,slp_dg_cav,gwt_cm_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L",5.8538030568072195,0.255702218706178 +gla_pc_cse,1.013930667695668,0.015888039735763474 +prm_pc_cse,1.0270218220568759,0.020533516641741995 +sgr_dk_rav,1.3835059161121355,0.05152917217232187 +dor_pc_pva,1.4005935298671406,0.08921273032270054 +pst_pc_cse,1.535753038442425,0.07665667314310547 +ppd_pk_cav,1.717628087140605,0.1322398246271983 +pH,1.5132571235754146,0.07480169373237021 diff --git a/ml_models/sl_6/sl_pca.csv b/ml_models/sl_6/sl_pca.csv new file mode 100644 index 00000000..3a107fd3 --- /dev/null +++ b/ml_models/sl_6/sl_pca.csv @@ -0,0 +1,11179 @@ +Sample_ID,Sample_Longitude,Sample_Latitude,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment,mean.error,predict.error,pca.dist,mean.error.scaled,pca.dist.scaled,combined.metric +300043,0.00215425132404,41.1354301927,-181.47937358943065,85.6851444170554,1084.4123543978576,2.993682285042879,0.07527570107999505,0.2113430495544212,0.015908996223593194 +300086,0.0929537798368,41.6807228018,-542.5559000705889,83.62767369614508,1084.2517227123792,3.552881810735318,0.07346818179503882,0.2508204963294831,0.018427325822256334 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stacked ensemble models +# Each uses MinMaxScaler or StandardScaler on inputs +# Each uses TransformedTargetRegressor with custom log10 +# and MinMaxScaler function/inverse pair on targets. +# +# This configuration is an attempt to reproduce as +# closely as possible the simple approach to taking +# a log10 of the target and training then model on +# the transformed data. + +from sklearn.utils.validation import check_X_y, check_array, check_is_fitted +from sklearn.base import BaseEstimator,RegressorMixin + +from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import StandardScaler +from sklearn.preprocessing import PowerTransformer +from sklearn.linear_model import Ridge +from sklearn.linear_model import LinearRegression +from sklearn.linear_model import Lasso +from sklearn.linear_model import ElasticNet +from sklearn.linear_model import HuberRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.cross_decomposition import PLSRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from xgboost import XGBRegressor +from sklearn.svm import NuSVR +from sklearn.kernel_ridge import KernelRidge +from sklearn.neural_network import MLPRegressor +from sklearn.ensemble import ExtraTreesRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.model_selection import RandomizedSearchCV +from skopt import BayesSearchCV +from skopt.space import Real, Categorical, Integer + +from sklearn.compose import TransformedTargetRegressor + +from scipy.optimize import nnls +from scipy.stats import loguniform,uniform,randint +import numpy as np +import pickle + +# NEEDS: +# skopt 0.8.1 (scikit-opt) +# sklearn 0.23.2 +# xboost 1.3.3 + +# DEFINE SUPERLEARNER +class NonNegativeLeastSquares(BaseEstimator, RegressorMixin): + def __init__(self): + pass + + def fit(self, X, y): + X, y = check_X_y(X, y) + self.weights_, _ = nnls(X, y) + return self + + def predict(self, X): + check_is_fitted(self) + X = check_array(X) + return np.matmul(X, self.weights_) + + +# _neg values apply -1 assuming all input values +# are negative, so the log operation can work on +# positive values. + +# Manually specify MinMaxScaler bookends. Since +# the log10 operation is applied before the MMS, +# these represent the span of orders of magnitude. +mms_min = -2.0 +mms_max = 4.0 + +def mms_log10_neg(input): + + #print(mms_min) + #print(mms_max) + + # MinMaxScaler should have all values between 0 and 1. + max_val = 1 + min_val = 0 + + # Apply log10 transform + do_log10 = np.log10(-1.0*input) + + # Apply MinMaxScaler + output = (do_log10 - mms_min)/(mms_max - mms_min) + + # Count bad values + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Transform: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + + # Filter values + output[output > max_val] = max_val + output[output < min_val] = min_val + + return output + + #print('Function: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #output = np.log1p(np.abs(input)) + #print(np.sum(np.sum(output > max_val))) + #output[output < -1.0*max_val]=-1.0*max_val + #output[output < 0.0] = 0.0 + #output[output > max_val] = max_val + #return output + +def neg_exp10_mms(input): + #print(mms_min) + #print(mms_max) + + #max_val = np.finfo(np.float32).max + #min_val = np.finfo(np.float32).eps + + # Prefilter before apply MinMaxScaler + input[input < 0.0] = 0 + input[input > 1.0] = 1 + + # Undo MinMaxScaler + undo_mms = input*(mms_max-mms_min) + mms_min + + # Undo the log10 transform + output = (10.0**undo_mms) + + # Check output is reasonable + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Inverse: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + #output[output > max_val] = max_val + #output[output < min_val] = min_val + #output[np.isnan(output)] = min_val + #output[np.isinf(output)] = max_val + + # Make all values negative. + output = -1.0*output + + return output + + #print('Inverse: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #input_copy = input + #input_copy[input_copy > max_val] = max_val + #input_copy[input_copy < -1.0*max_val] = -1.0*max_val + #output = -1.0*np.expm1(input_copy) + #return output + +n_iter = 10 +cv = 5 + +# About using the HPO as a model: +# 1. Is is very expensive. The SL uses cross-validation and so does the HPO. +# 2. Does it even make sense to run cross-validation inside the cross-validation? +# 3. Parallelism fails locally (works with dask). Probably using joblib inside joblib? +# 4. If HPO is activated the best model is passed as the model to the SL + +# MinMaxScaler is default scaler for pipelines except for +# nusvr-rbf and linear models with regularization terms +# (Ridge, Lasso, Elastic-Net, Huber): +# https://scikit-learn.org/stable/modules/preprocessing.html +# In those cases, use StandardScaler to get centered, Gaussian +# data as inputs to ML. Pipelines only apply to INPUT (i.e. ML +# model features). +# +# The TransformedTargetRegressor allows for integrating a +# transform on the target in each model. Note that the +# target's transformer does NOT need to be +# the same as the input transformer. + +SuperLearnerConf = { + "final_estimator": NonNegativeLeastSquares(), + "estimators": { + "nusvr-rbf": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__gamma": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-lin": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-poly": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-sig": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__coef0": [-0.99, 0.99, 'uniform'] + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-uni": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-dist": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "pls": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__plsr__n_components": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "mlp": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__mlp__hidden_layer_sizes": (10, 250), + "regressor__mlp__solver": ["lbfgs", "sgd", "adam"], + "regressor__mlp__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__mlp__tol": (10**-6, 10**-2, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "ridge": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "lasso": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "linear": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "enet": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__l1_ratio": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "huber": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__epsilon": (1.35, 1.9, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "xgb": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__xgb__n_estimators": (100, 10000), + "regressor__xgb__learning_rate": (10**-4, 0.99, 'log-uniform'), + "regressor__xgb__max_depth": [2, 3, 4, 5, 6, 7, 8] + }, + n_iter = n_iter, + cv = cv + ) + }, + "etr": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__etr__n_estimators": (100, 10000), + "regressor__etr__ccp_alpha": [0, 0.001, 0.01, 0.1], + "regressor__etr__max_features": [0.1, 0.3, 0.5, 0.8, 1.0], + "regressor__etr__criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"], + "regressor__etr__max_depth": [2, 3, 4, 5, 6, 7, 8], + "regressor__etr__min_samples_split": [0.1, 0.2, 0.3], + "regressor__etr__min_samples_leaf": [0.1, 0.2, 0.3] + }, + n_iter = n_iter, + cv = cv + ) + } + } +} + +def load_SuperLearner(model_pkl): + with open(model_pkl, 'rb') as inp: + return pickle.load(inp) + diff --git a/ml_models/sl_6/test.csv b/ml_models/sl_6/test.csv new file mode 100644 index 00000000..f77c8233 --- /dev/null +++ b/ml_models/sl_6/test.csv @@ -0,0 +1,174 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment 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+1.0,0.19709,878.0,0.0,420.0,204.0,125.0,132.0,112.0,82.0,1167.0,209.0,100.0,0.0,0.0,0.0,0.0,0.0,0.357,15.0,6.5,9.127044,99.48639,0.31119016,0.82581204,-1.4 +3.0,0.684136,646.0,0.0,95.0,354.0,32.0,24.0,44.0,321.0,838.0,82.0,100.0,7.0,1.0,0.0,0.0,0.0,2.353,11.96,7.0,11.34,109.69929,0.9283197,0.71673113,-2.2 +5.0,3.01622,278.0,1152.0,15.0,13.0,0.0,2.0,165.0,183.0,499.0,99.0,88.0,55.0,10.0,77.0,0.0,0.0,7.791,13.15,6.5,10.71,102.14494,0.8116245,1.9452173,-1.78 +1.0,0.196017,220.0,0.0,541.0,1815.0,143.0,424.0,74.0,246.0,618.0,43.0,60.0,12.0,8.0,1.0,0.0,0.0,754.728,12.0,7.5,9.72,112.24919,0.3498045,0.9843672,-79.25 +1.0,0.19709,878.0,0.0,420.0,204.0,125.0,132.0,112.0,82.0,1167.0,209.0,100.0,0.0,0.0,0.0,0.0,0.0,0.357,15.0,6.5,9.127044,99.48639,0.31119016,0.82581204,-1.09 +9.0,12.7075,712.0,484.0,20.0,11.0,3.0,0.0,194.0,177.0,1517.0,71.0,2.0,4.0,0.0,0.0,0.0,0.0,424.184,22.7,7.75,8.48,98.4226,1.7512734,2.2170517,-3601.52 +1.0,0.196746,1486.0,0.0,590.0,570.0,159.0,336.0,85.0,162.0,2437.0,404.0,100.0,0.0,0.0,0.0,0.0,0.0,6.006,5.05,6.5,12.44,104.46165,0.5672135,0.92026174,-3.19 +2.0,0.394221,68.0,0.0,877.0,717.0,168.0,172.0,85.0,208.0,372.0,58.0,73.0,2.0,33.0,0.0,0.0,0.0,0.0,15.84,8.18,9.75,107.3271,0.3536437,1.0763909,-2236.81 +2.0,0.439403,397.0,0.0,128.0,133.0,19.0,19.0,160.0,207.0,1214.0,49.0,100.0,0.0,0.0,0.0,0.0,0.0,4.983,16.99,6.5,8.24,86.61081,0.54116386,0.9685458,-1.17 +3.0,0.800472,697.0,0.0,328.0,242.0,53.0,29.0,78.0,267.0,1032.0,36.0,100.0,5.0,5.0,0.0,0.0,0.0,31.026,24.95,6.5,8.76,109.03522,0.549686,1.0862685,-105.08 +1.0,0.196017,220.0,0.0,541.0,1815.0,143.0,424.0,74.0,246.0,618.0,43.0,60.0,12.0,8.0,1.0,0.0,0.0,754.728,12.0,7.5,9.72,112.24919,0.3498045,0.9843672,-10.71 +5.0,1.78055,736.0,12.0,7.0,6.0,3.0,8.0,196.0,177.0,1518.0,51.0,8.0,65.0,5.0,17.0,0.0,0.0,48.407,15.67,6.5,2.34,23.558393,1.0266657,1.2458353,-165.39 +1.0,0.179513,559.0,0.0,158.0,124.0,43.0,40.0,171.0,204.0,1428.0,75.0,100.0,0.0,0.0,0.0,0.0,0.0,0.033,20.46,6.5,8.09,91.13495,0.45796612,0.9137566,-1.97 +5.0,1.37801,283.0,959.0,411.0,1747.0,101.0,69.0,75.0,201.0,403.0,58.0,61.0,1.0,23.0,2.0,0.0,0.0,78.911,13.14,6.5,8.94,105.067635,0.85695976,1.3806423,-85.25 +2.0,0.260894,92.0,0.0,559.0,2529.0,98.0,267.0,38.0,208.0,487.0,33.0,100.0,0.0,7.0,0.0,0.0,0.0,20.428,11.5,7.0,9.127044,99.48639,0.33792943,1.0041054,-48.59 +3.0,0.333955,194.0,0.0,562.0,927.0,104.0,111.0,61.0,207.0,567.0,85.0,35.0,2.0,93.0,0.0,0.0,0.0,0.485,17.71,7.9,9.08,106.616684,0.5096863,1.0423452,-1740.84 +2.0,0.322388,496.0,0.0,0.0,1015.0,197.0,0.0,57.0,187.0,1039.0,170.0,100.0,0.0,0.0,0.0,0.0,0.0,0.0,14.2,7.85,9.39,103.43112,0.45888862,0.9333328,-3.01 +4.0,1.3674,162.0,1153.0,14.0,13.0,1.0,9.0,154.0,159.0,438.0,87.0,13.0,55.0,14.0,62.0,0.0,0.0,754.744,15.6,6.5,10.14,102.019516,0.6791892,1.5463643,-13.61 +3.0,0.826142,157.0,0.0,718.0,1196.0,153.0,62.0,78.0,240.0,511.0,66.0,42.0,1.0,27.0,0.0,0.0,0.0,24.197,17.23,7.0,9.127044,99.48639,0.5237607,1.2829067,-4.55 +5.0,1.29027,446.0,793.0,449.0,710.0,60.0,25.0,70.0,210.0,655.0,103.0,72.0,3.0,1.0,11.0,0.0,0.0,15.66,17.61,6.94,9.11,103.984055,0.84712476,1.4976168,-23.47 +3.0,0.969993,692.0,0.0,298.0,317.0,78.0,31.0,72.0,270.0,1119.0,35.0,100.0,8.0,0.0,0.0,0.0,0.0,262.081,14.89,6.5,11.49,118.08853,0.56233734,1.1537749,-9.84 +1.0,0.169043,512.0,0.0,169.0,648.0,58.0,116.0,112.0,219.0,1011.0,35.0,18.0,24.0,17.0,0.0,0.0,0.0,20.759,14.49,6.0,10.26,108.79573,0.28219438,0.5444356,-11.88 +3.0,0.469602,385.0,0.0,20.0,10.0,4.0,8.0,180.0,190.0,1271.0,101.0,100.0,1.0,0.0,0.0,0.0,0.0,2.632,24.0,6.0,9.127044,99.48639,0.8028321,0.58899224,-1011.81 +6.0,3.51716,445.0,80.0,15.0,-1.0,1.0,0.0,176.0,190.0,1316.0,93.0,99.0,3.0,0.0,0.0,0.0,0.0,31.211,19.62,6.5,8.95,97.679504,1.2295204,1.4470541,-35.93 +2.9752548,1.1148317,431.01746,212.48909,335.50946,652.06116,64.50655,133.47162,104.05531,217.82823,938.869,88.36244,61.3639,15.478893,16.803493,5.694323,0.0043668123,1.3260553,187.96083,17.54,7.73,9.47,99.48639,0.61253196,1.0726941,-4.13 +1.0,0.131399,186.0,0.0,182.0,421.0,16.0,63.0,120.0,288.0,880.0,115.0,0.0,28.0,53.0,0.0,0.0,0.0,0.863,20.7,7.5,7.3,85.632484,0.31033245,0.48968044,-3.18 +6.0,1.89367,193.0,3746.0,157.0,165.0,13.0,11.0,201.0,196.0,813.0,73.0,51.0,11.0,10.0,0.0,0.0,0.0,1911.477,24.0,7.5,9.127044,99.48639,1.0734466,1.198186,-1.29 +2.0,0.454634,460.0,0.0,2.0,2.0,2.0,12.0,174.0,196.0,1287.0,95.0,100.0,8.0,1.0,1.0,0.0,0.0,367.817,30.16,6.5,4.44,58.916054,0.7669969,0.6471536,-21.45 diff --git a/ml_models/sl_6/train.std.err b/ml_models/sl_6/train.std.err new file mode 100644 index 00000000..74021278 --- /dev/null +++ b/ml_models/sl_6/train.std.err @@ -0,0 +1,2258 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=1.05464e-08): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=9.39095e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=8.72068e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=1.42547e-08): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=1.64832e-08): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=5.91809e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.956e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.124e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.032e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.985e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.917e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.138e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.534e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.611e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.453e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.238e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.000e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.178e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.084e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.016e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.960e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.434e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.284e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.988e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.710e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.722e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.917e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.031e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.942e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.944e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.864e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.832e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.955e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.868e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.885e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.792e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.938e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.052e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.963e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.960e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.882e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.369e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.551e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.386e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.027e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.199e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.777e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.895e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.810e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.843e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.741e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.210e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.348e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.333e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.312e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.753e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.281e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.039e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.354e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.379e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.409e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.786e+00, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.693e+00, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.735e+00, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.635e+00, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.721e+00, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.160e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.884e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.303e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.080e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.244e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.366e-02, tolerance: 1.353e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.366e-02, tolerance: 1.353e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.160e-01, tolerance: 1.054e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.884e-01, tolerance: 1.065e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.303e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.080e-01, tolerance: 1.106e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.244e-01, tolerance: 1.068e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( diff --git a/ml_models/sl_6/train.std.out b/ml_models/sl_6/train.std.out new file mode 100644 index 00000000..131eaeb9 --- /dev/null +++ b/ml_models/sl_6/train.std.out @@ -0,0 +1,50 @@ +1.4.0 +Parsing SuperLearner input arguments... +--conda_sh +--superlearner_conf +--n_jobs +--num_inputs +--predict_var +--cross_val_score +--model_dir +--hpo +--smogn +--data +--backend +NOTICE: Filling any NaN with mean values! +NaN in training data will cause a crash. +Loading SuperLearner configuration... +Loading from: /home/sfgary/sl_core/sample_inputs/superlearner_conf_TTR_mms_log10_neg.py +Dirname: /home/sfgary/sl_core/sample_inputs +Basename: superlearner_conf_TTR_mms_log10_neg +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-rbf +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-lin +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-poly +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-sig +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-uni +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-dist +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator pls +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator mlp +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator ridge +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator lasso +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator linear +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator enet +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator huber +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator xgb +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator etr +Defining estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Training estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator on holdout(test) high/low set for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Hold out metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.7194539736917427, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -1.5300680466258565, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -10.80465332562898 +} +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Classical metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8450741962849944 +} +Save train/test data diff --git a/ml_models/sl_7/SuperLearners.pkl b/ml_models/sl_7/SuperLearners.pkl new file mode 100644 index 00000000..90a052db Binary files /dev/null and b/ml_models/sl_7/SuperLearners.pkl differ diff --git a/ml_models/sl_7/classical-metrics.json b/ml_models/sl_7/classical-metrics.json new file mode 100644 index 00000000..36ae2151 --- /dev/null +++ b/ml_models/sl_7/classical-metrics.json @@ -0,0 +1,3 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8804944514803544 +} \ No newline at end of file diff --git a/ml_models/sl_7/fpi.std.err b/ml_models/sl_7/fpi.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_7/fpi.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_7/fpi.std.out b/ml_models/sl_7/fpi.std.out new file mode 100644 index 00000000..c47e8a3f --- /dev/null +++ b/ml_models/sl_7/fpi.std.out @@ -0,0 +1,99 @@ +Parsing SuperLearner FPI arguments... +--model_dir +--predict_var +--num_inputs +--corr_cutoff +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0. 0.12958302 0.10347555 0. 0. 0.22775823 + 0.05222704 0.06191387 0. 0. 0. 0. + 0. 0.53186594 2.39053593] +Did not detect any one-hot features. +Started with 25 features. +Finishing with 18 features in 3 groups. +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi;RA_SO,RA_dm,RA_ms_av,RA_ms_di;crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation +Loading model for job: 0 +FPI on stacked ensemble... +FPI on ML model: nusvr-lin... +FPI on ML model: nusvr-poly... +FPI on ML model: knn-dist... +FPI on ML model: xgb... +FPI on ML model: etr... + Avg_Ratiostack0 Std_Ratiostack0 +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.609495 0.198393 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 3.323329 0.151156 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp... 5.762317 0.197142 +gla_pc_cse 1.003618 0.011241 +pst_pc_cse 2.164130 0.105271 +pH 1.879697 0.086414 +sgr_dk_rav 1.559900 0.044921 +ppd_pk_cav 1.965679 0.117608 +prm_pc_cse 1.071770 0.040249 +dor_pc_pva 1.496606 0.049701 +--------nusvr-lin--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.005827 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 1.001781 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 1.011154 +gla_pc_cse 1.000000 +pst_pc_cse 1.000347 +pH 1.006996 +sgr_dk_rav 0.999816 +ppd_pk_cav 1.000452 +prm_pc_cse 0.999987 +dor_pc_pva 0.999685 +Name: Avg_Rationusvr-lin0, dtype: float64 +--------nusvr-poly--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 33.426026 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 9.357319 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 36.500588 +gla_pc_cse 1.011518 +pst_pc_cse 12.178311 +pH 6.581583 +sgr_dk_rav 3.720936 +ppd_pk_cav 4.517494 +prm_pc_cse 1.107202 +dor_pc_pva 7.131918 +Name: Avg_Rationusvr-poly0, dtype: float64 +--------knn-dist--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 5.339236 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 5.427887 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 5.950277 +gla_pc_cse 1.018678 +pst_pc_cse 4.225296 +pH 4.395863 +sgr_dk_rav 2.777450 +ppd_pk_cav 2.573298 +prm_pc_cse 1.175373 +dor_pc_pva 2.480653 +Name: Avg_Ratioknn-dist0, dtype: float64 +--------xgb--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.607617 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 3.246726 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 6.373957 +gla_pc_cse 1.000607 +pst_pc_cse 1.668133 +pH 1.757302 +sgr_dk_rav 1.383760 +ppd_pk_cav 2.287001 +prm_pc_cse 1.024409 +dor_pc_pva 1.127760 +Name: Avg_Ratioxgb0, dtype: float32 +--------etr--------- +Feature +run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.001911 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 1.000398 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 1.005431 +gla_pc_cse 1.000000 +pst_pc_cse 1.000134 +pH 1.000774 +sgr_dk_rav 1.000201 +ppd_pk_cav 1.000024 +prm_pc_cse 1.000000 +dor_pc_pva 1.000004 +Name: Avg_Ratioetr0, dtype: float64 diff --git a/ml_models/sl_7/hold-out-metrics-high-low-split.json b/ml_models/sl_7/hold-out-metrics-high-low-split.json new file mode 100644 index 00000000..eb06ce4a --- /dev/null +++ b/ml_models/sl_7/hold-out-metrics-high-low-split.json @@ -0,0 +1,4 @@ +{ + "r2_high": 0.48739728966628415, + "r2_low": 0.19269268876760526 +} \ No newline at end of file diff --git a/ml_models/sl_7/hold-out-metrics.json b/ml_models/sl_7/hold-out-metrics.json new file mode 100644 index 00000000..c1cb5f8d --- /dev/null +++ b/ml_models/sl_7/hold-out-metrics.json @@ -0,0 +1,5 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.6659830693639597, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -1.3814754906022877, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -20.32403628098902 +} \ No newline at end of file diff --git a/ml_models/sl_7/model_fpi_results_df b/ml_models/sl_7/model_fpi_results_df new file mode 100644 index 00000000..14bf5b4d --- /dev/null +++ b/ml_models/sl_7/model_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Rationusvr-lin0,Std_Rationusvr-lin0,Avg_Rationusvr-poly0,Std_Rationusvr-poly0,Avg_Ratioknn-dist0,Std_Ratioknn-dist0,Avg_Ratioxgb0,Std_Ratioxgb0,Avg_Ratioetr0,Std_Ratioetr0 +"run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi",1.005827298041989,0.0018676911196986675,33.42602643804044,2.9865106101236476,5.339236481354226,0.07320577023167513,3.6076171,0.2207201,1.001911468834927,0.0002977198137873994 +"RA_SO,RA_dm,RA_ms_av,RA_ms_di",1.001781422496629,0.0007401780792201367,9.357319386496922,1.2207743697226936,5.427886583915485,0.06034583864781953,3.2467256,0.12932375,1.0003979600728414,9.417881764535495e-05 +"crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation",1.0111542683157995,0.0018580142667796074,36.50058765464946,3.104663417259047,5.95027666488878,0.051485841617943,6.373957,0.20157668,1.0054312339559732,0.0006572866148845352 +gla_pc_cse,1.0000000000000002,1.354249973376466e-16,1.011517897882944,0.022830818783878066,1.0186782917540478,0.03849833662269451,1.0006069,0.001653237,0.9999999999999999,1.296699074988722e-16 +pst_pc_cse,1.0003471904103143,0.0002788946557880479,12.178311303422563,1.8431840810964886,4.225295761302071,0.14625548747648615,1.6681334,0.23478706,1.0001336376567909,2.6278100657352213e-05 +pH,1.0069961898683268,0.0012483682095194614,6.581582621055837,0.9495112981278521,4.395863425292849,0.16232524670624554,1.7573017,0.12378041,1.000773748074436,0.0001737391481245769 +sgr_dk_rav,0.9998157983259481,8.541251493081653e-05,3.7209361052333905,0.43241773697817754,2.7774502506876297,0.1970742625094092,1.3837603,0.05659739,1.000201357551018,4.077767145566926e-05 +ppd_pk_cav,1.00045215903833,0.00018722042439260438,4.517493917295227,0.8555933103094137,2.5732984998172537,0.15318423552868635,2.2870014,0.28893277,1.000023567111114,7.10265159020056e-06 +prm_pc_cse,0.9999874059612932,2.2758105138899206e-05,1.1072021391215632,0.08936608766564935,1.1753728601285633,0.09643206867111749,1.024409,0.02118957,0.9999999999999999,1.296699074988722e-16 +dor_pc_pva,0.9996852002549402,0.00047739919312791187,7.131917946683076,0.4909432984703257,2.4806526066925145,0.2061493447153686,1.1277603,0.081389494,1.000004181024413,5.227721662866371e-06 diff --git a/ml_models/sl_7/original_input_data.csv b/ml_models/sl_7/original_input_data.csv new file mode 100644 index 00000000..de600b43 --- /dev/null +++ b/ml_models/sl_7/original_input_data.csv @@ -0,0 +1,691 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-41.53 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-47.82 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-42.31 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00000000..4e34be6d --- /dev/null +++ b/ml_models/sl_7/pca.std.out @@ -0,0 +1,24 @@ +Parsing SuperLearner PCA arguments... +--model_dir +--num_inputs +--data +--predict_var +--predict_data +Shapes at start: +(11288, 25) +(11288, 6) +Shape after concat: +(11288, 31) +Shapes after NaN, x, y, error separation: +(11178, 24) +(11178, 2) +(11178, 2) +(11178, 1) +Training data shape: +(690, 23) +data_all shape after adding training data: +(11868, 24) +data_all shape after removing NaN: +(11862, 24) +1.0 +Done! diff --git a/ml_models/sl_7/predict.std.err b/ml_models/sl_7/predict.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_7/predict.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_7/predict.std.out b/ml_models/sl_7/predict.std.out new file mode 100644 index 00000000..1111aa88 --- /dev/null +++ b/ml_models/sl_7/predict.std.out @@ -0,0 +1,19 @@ +Parsing SuperLearner predict arguments... +--model_dir +--predict_var +--num_inputs +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0. 0.12958302 0.10347555 0. 0. 0.22775823 + 0.05222704 0.06191387 0. 0. 0. 0. + 0. 0.53186594 2.39053593] +RSE: 204.8966031851428 +/- 497.88973083331064 +mean.error: 116.51427 +/- 75.8597 +predict.error: 1091.7854 +/- 15.905283 +RSE vs mean.error: [[1. 0.68523266] + [0.68523266 1. ]] +RSE vs predict.error: [[1. 0.71364043] + [0.71364043 1. ]] +evaluating hold out on a high/low split +Done! diff --git a/ml_models/sl_7/requirements.txt.gz b/ml_models/sl_7/requirements.txt.gz new file mode 100644 index 00000000..93bd3712 Binary files /dev/null and b/ml_models/sl_7/requirements.txt.gz differ diff --git a/ml_models/sl_7/requirements.yaml.gz b/ml_models/sl_7/requirements.yaml.gz new file mode 100644 index 00000000..654c9171 Binary files /dev/null and b/ml_models/sl_7/requirements.yaml.gz differ diff --git a/ml_models/sl_7/sl_error.png b/ml_models/sl_7/sl_error.png new file mode 100644 index 00000000..68dabaa3 Binary files /dev/null and b/ml_models/sl_7/sl_error.png differ diff --git a/ml_models/sl_7/sl_fpi_correlation_graph.png b/ml_models/sl_7/sl_fpi_correlation_graph.png new file mode 100644 index 00000000..829c6c76 Binary files /dev/null and b/ml_models/sl_7/sl_fpi_correlation_graph.png differ diff --git a/ml_models/sl_7/sl_fpi_correlation_heatmap.png b/ml_models/sl_7/sl_fpi_correlation_heatmap.png new file mode 100644 index 00000000..a178ce66 Binary files /dev/null and b/ml_models/sl_7/sl_fpi_correlation_heatmap.png differ diff --git a/ml_models/sl_7/sl_fpi_correlation_hist.png b/ml_models/sl_7/sl_fpi_correlation_hist.png new file mode 100644 index 00000000..64ec432d Binary files /dev/null and b/ml_models/sl_7/sl_fpi_correlation_hist.png differ diff --git a/ml_models/sl_7/sl_fpi_results_df b/ml_models/sl_7/sl_fpi_results_df new file mode 100644 index 00000000..84d5bccb --- /dev/null +++ b/ml_models/sl_7/sl_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Ratiostack0,Std_Ratiostack0 +"run_mm_cyr,pre_mm_cyr,pre_mm_cdi,tmp_dc_cdi",3.6094946179285947,0.19839325167560154 +"RA_SO,RA_dm,RA_ms_av,RA_ms_di",3.3233288221391533,0.1511555323833982 +"crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation",5.762317251953466,0.19714151326095383 +gla_pc_cse,1.0036184155546874,0.011241184854477539 +pst_pc_cse,2.164130130937799,0.10527145034735094 +pH,1.8796967907796818,0.08641394843454978 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as +# closely as possible the simple approach to taking +# a log10 of the target and training then model on +# the transformed data. + +from sklearn.utils.validation import check_X_y, check_array, check_is_fitted +from sklearn.base import BaseEstimator,RegressorMixin + +from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import StandardScaler +from sklearn.preprocessing import PowerTransformer +from sklearn.linear_model import Ridge +from sklearn.linear_model import LinearRegression +from sklearn.linear_model import Lasso +from sklearn.linear_model import ElasticNet +from sklearn.linear_model import HuberRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.cross_decomposition import PLSRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from xgboost import XGBRegressor +from sklearn.svm import NuSVR +from sklearn.kernel_ridge import KernelRidge +from sklearn.neural_network import MLPRegressor +from sklearn.ensemble import ExtraTreesRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.model_selection import RandomizedSearchCV +from skopt import BayesSearchCV +from skopt.space import Real, Categorical, Integer + +from sklearn.compose import TransformedTargetRegressor + +from scipy.optimize import nnls +from scipy.stats import loguniform,uniform,randint +import numpy as np +import pickle + +# NEEDS: +# skopt 0.8.1 (scikit-opt) +# sklearn 0.23.2 +# xboost 1.3.3 + +# DEFINE SUPERLEARNER +class NonNegativeLeastSquares(BaseEstimator, RegressorMixin): + def __init__(self): + pass + + def fit(self, X, y): + X, y = check_X_y(X, y) + self.weights_, _ = nnls(X, y) + return self + + def predict(self, X): + check_is_fitted(self) + X = check_array(X) + return np.matmul(X, self.weights_) + + +# _neg values apply -1 assuming all input values +# are negative, so the log operation can work on +# positive values. + +# Manually specify MinMaxScaler bookends. Since +# the log10 operation is applied before the MMS, +# these represent the span of orders of magnitude. +mms_min = -2.0 +mms_max = 4.0 + +def mms_log10_neg(input): + + #print(mms_min) + #print(mms_max) + + # MinMaxScaler should have all values between 0 and 1. + max_val = 1 + min_val = 0 + + # Apply log10 transform + do_log10 = np.log10(-1.0*input) + + # Apply MinMaxScaler + output = (do_log10 - mms_min)/(mms_max - mms_min) + + # Count bad values + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Transform: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + + # Filter values + output[output > max_val] = max_val + output[output < min_val] = min_val + + return output + + #print('Function: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #output = np.log1p(np.abs(input)) + #print(np.sum(np.sum(output > max_val))) + #output[output < -1.0*max_val]=-1.0*max_val + #output[output < 0.0] = 0.0 + #output[output > max_val] = max_val + #return output + +def neg_exp10_mms(input): + #print(mms_min) + #print(mms_max) + + #max_val = np.finfo(np.float32).max + #min_val = np.finfo(np.float32).eps + + # Prefilter before apply MinMaxScaler + input[input < 0.0] = 0 + input[input > 1.0] = 1 + + # Undo MinMaxScaler + undo_mms = input*(mms_max-mms_min) + mms_min + + # Undo the log10 transform + output = (10.0**undo_mms) + + # Check output is reasonable + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Inverse: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + #output[output > max_val] = max_val + #output[output < min_val] = min_val + #output[np.isnan(output)] = min_val + #output[np.isinf(output)] = max_val + + # Make all values negative. + output = -1.0*output + + return output + + #print('Inverse: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #input_copy = input + #input_copy[input_copy > max_val] = max_val + #input_copy[input_copy < -1.0*max_val] = -1.0*max_val + #output = -1.0*np.expm1(input_copy) + #return output + +n_iter = 10 +cv = 5 + +# About using the HPO as a model: +# 1. Is is very expensive. The SL uses cross-validation and so does the HPO. +# 2. Does it even make sense to run cross-validation inside the cross-validation? +# 3. Parallelism fails locally (works with dask). Probably using joblib inside joblib? +# 4. If HPO is activated the best model is passed as the model to the SL + +# MinMaxScaler is default scaler for pipelines except for +# nusvr-rbf and linear models with regularization terms +# (Ridge, Lasso, Elastic-Net, Huber): +# https://scikit-learn.org/stable/modules/preprocessing.html +# In those cases, use StandardScaler to get centered, Gaussian +# data as inputs to ML. Pipelines only apply to INPUT (i.e. ML +# model features). +# +# The TransformedTargetRegressor allows for integrating a +# transform on the target in each model. Note that the +# target's transformer does NOT need to be +# the same as the input transformer. + +SuperLearnerConf = { + "final_estimator": NonNegativeLeastSquares(), + "estimators": { + "nusvr-rbf": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__gamma": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-lin": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-poly": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-sig": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__coef0": [-0.99, 0.99, 'uniform'] + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-uni": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-dist": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "pls": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__plsr__n_components": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "mlp": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__mlp__hidden_layer_sizes": (10, 250), + "regressor__mlp__solver": ["lbfgs", "sgd", "adam"], + "regressor__mlp__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__mlp__tol": (10**-6, 10**-2, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "ridge": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "lasso": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "linear": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "enet": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__l1_ratio": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "huber": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__epsilon": (1.35, 1.9, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "xgb": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__xgb__n_estimators": (100, 10000), + "regressor__xgb__learning_rate": (10**-4, 0.99, 'log-uniform'), + "regressor__xgb__max_depth": [2, 3, 4, 5, 6, 7, 8] + }, + n_iter = n_iter, + cv = cv + ) + }, + "etr": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__etr__n_estimators": (100, 10000), + "regressor__etr__ccp_alpha": [0, 0.001, 0.01, 0.1], + "regressor__etr__max_features": [0.1, 0.3, 0.5, 0.8, 1.0], + "regressor__etr__criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"], + "regressor__etr__max_depth": [2, 3, 4, 5, 6, 7, 8], + "regressor__etr__min_samples_split": [0.1, 0.2, 0.3], + "regressor__etr__min_samples_leaf": [0.1, 0.2, 0.3] + }, + n_iter = n_iter, + cv = cv + ) + } + } +} + +def load_SuperLearner(model_pkl): + with open(model_pkl, 'rb') as inp: + return pickle.load(inp) + diff --git a/ml_models/sl_7/test.csv b/ml_models/sl_7/test.csv new file mode 100644 index 00000000..1ca51999 --- /dev/null +++ b/ml_models/sl_7/test.csv @@ -0,0 +1,174 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment 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100644 index 00000000..ba3846a1 --- /dev/null +++ b/ml_models/sl_7/train.std.err @@ -0,0 +1,2336 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=9.57747e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=9.75542e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=9.78046e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=9.66556e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=9.59833e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.84295e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.89578e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.90321e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.8691e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.84915e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.30173e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.484e-01, tolerance: 1.096e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.755e-01, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.389e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.251e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.856e-01, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.627e-01, tolerance: 1.096e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.635e-01, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.687e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.411e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.264e-01, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.734e-01, tolerance: 1.096e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.231e-01, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.908e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.637e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.007e-01, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.316e-01, tolerance: 1.096e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.591e-01, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.260e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.114e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.800e-01, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.517e-01, tolerance: 1.096e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.291e-01, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.824e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.596e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.002e-01, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.587e-01, tolerance: 1.096e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.914e-01, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.596e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.408e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.296e-01, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.777e-01, tolerance: 1.096e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.213e-01, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.789e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.650e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.454e-01, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.372e-01, tolerance: 1.096e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.788e-01, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.416e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.272e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.029e-01, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.127e-02, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.400e-01, tolerance: 1.096e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.818e-01, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.447e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.303e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.061e-01, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.735e-01, tolerance: 1.096e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.226e-01, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.849e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.617e-01, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.436e-01, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.026e-02, tolerance: 1.120e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.335e-03, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.902e-02, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.196e-02, tolerance: 1.132e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.30173e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.84295e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.89578e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.90321e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.8691e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.84915e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.127e-02, tolerance: 1.139e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( diff --git a/ml_models/sl_7/train.std.out b/ml_models/sl_7/train.std.out new file mode 100644 index 00000000..3d04ea8d --- /dev/null +++ b/ml_models/sl_7/train.std.out @@ -0,0 +1,50 @@ +1.4.0 +Parsing SuperLearner input arguments... +--conda_sh +--superlearner_conf +--n_jobs +--num_inputs +--predict_var +--cross_val_score +--model_dir +--hpo +--smogn +--data +--backend +NOTICE: Filling any NaN with mean values! +NaN in training data will cause a crash. +Loading SuperLearner configuration... +Loading from: /home/sfgary/sl_core/sample_inputs/superlearner_conf_TTR_mms_log10_neg.py +Dirname: /home/sfgary/sl_core/sample_inputs +Basename: superlearner_conf_TTR_mms_log10_neg +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-rbf +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-lin +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-poly +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-sig +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-uni +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-dist +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator pls +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator mlp +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator ridge +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator lasso +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator linear +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator enet +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator huber +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator xgb +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator etr +Defining estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Training estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator on holdout(test) high/low set for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Hold out metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.6659830693639597, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -1.3814754906022877, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -20.32403628098902 +} +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Classical metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8804944514803544 +} +Save train/test data diff --git a/ml_models/sl_8/SuperLearners.pkl b/ml_models/sl_8/SuperLearners.pkl new file mode 100644 index 00000000..70a8267a Binary files /dev/null and b/ml_models/sl_8/SuperLearners.pkl differ diff --git a/ml_models/sl_8/classical-metrics.json b/ml_models/sl_8/classical-metrics.json new file mode 100644 index 00000000..68aa527a --- /dev/null +++ b/ml_models/sl_8/classical-metrics.json @@ -0,0 +1,3 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.9185957394040521 +} \ No newline at end of file diff --git a/ml_models/sl_8/fpi.std.err b/ml_models/sl_8/fpi.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_8/fpi.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_8/fpi.std.out b/ml_models/sl_8/fpi.std.out new file mode 100644 index 00000000..832ebe53 --- /dev/null +++ b/ml_models/sl_8/fpi.std.out @@ -0,0 +1,99 @@ +Parsing SuperLearner FPI arguments... +--model_dir +--predict_var +--num_inputs +--corr_cutoff +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0.57879842 0.0817662 0.13208734 1.3355608 0. 0.1774871 + 0. 0. 0. 0.10890067 0. 0.01947293 + 0. 0.04019445 0. ] +Did not detect any one-hot features. +Started with 25 features. +Finishing with 18 features in 3 groups. +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi;RA_SO,RA_dm,RA_ms_av,RA_ms_di;crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation +Loading model for job: 0 +FPI on stacked ensemble... +FPI on ML model: nusvr-rbf... +FPI on ML model: nusvr-poly... +FPI on ML model: nusvr-sig... +FPI on ML model: knn-dist... +FPI on ML model: lasso... + Avg_Ratiostack0 Std_Ratiostack0 +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 5.340981 0.134840 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 5.508938 0.243493 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp... 7.650924 0.280878 +prm_pc_cse 1.138130 0.100463 +pH 3.210379 0.170018 +gla_pc_cse 1.010968 0.034095 +sgr_dk_rav 2.143793 0.152360 +pst_pc_cse 3.340846 0.142256 +dor_pc_pva 2.197078 0.214092 +ppd_pk_cav 2.616041 0.148138 +--------nusvr-rbf--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 7.024920 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 6.794628 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 7.843365 +prm_pc_cse 1.169888 +pH 5.129323 +gla_pc_cse 1.025463 +sgr_dk_rav 2.496205 +pst_pc_cse 4.280372 +dor_pc_pva 2.669854 +ppd_pk_cav 3.259487 +Name: Avg_Rationusvr-rbf0, dtype: float64 +--------nusvr-poly--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 41.857214 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 11.732367 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 38.534918 +prm_pc_cse 1.202967 +pH 12.811716 +gla_pc_cse 1.029777 +sgr_dk_rav 3.140963 +pst_pc_cse 19.314771 +dor_pc_pva 9.651990 +ppd_pk_cav 5.691225 +Name: Avg_Rationusvr-poly0, dtype: float64 +--------nusvr-sig--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.000001 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 1.000000 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 1.000003 +prm_pc_cse 1.000000 +pH 1.000000 +gla_pc_cse 1.000000 +sgr_dk_rav 1.000000 +pst_pc_cse 1.000000 +dor_pc_pva 1.000000 +ppd_pk_cav 1.000000 +Name: Avg_Rationusvr-sig0, dtype: float64 +--------knn-dist--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 5.347190 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 6.091289 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 8.340104 +prm_pc_cse 1.081236 +pH 3.746813 +gla_pc_cse 1.011469 +sgr_dk_rav 1.982043 +pst_pc_cse 4.010257 +dor_pc_pva 2.157422 +ppd_pk_cav 2.216308 +Name: Avg_Ratioknn-dist0, dtype: float64 +--------lasso--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.000000 +RA_SO,RA_dm,RA_ms_av,RA_ms_di 1.000946 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation 1.011938 +prm_pc_cse 1.000000 +pH 1.000000 +gla_pc_cse 1.000031 +sgr_dk_rav 1.000000 +pst_pc_cse 1.000000 +dor_pc_pva 1.000000 +ppd_pk_cav 0.999919 +Name: Avg_Ratiolasso0, dtype: float32 diff --git a/ml_models/sl_8/hold-out-metrics-high-low-split.json b/ml_models/sl_8/hold-out-metrics-high-low-split.json new file mode 100644 index 00000000..8cd858dd --- /dev/null +++ b/ml_models/sl_8/hold-out-metrics-high-low-split.json @@ -0,0 +1,4 @@ +{ + "r2_high": 0.32349778995755085, + "r2_low": 0.017005479296516635 +} \ No newline at end of file diff --git a/ml_models/sl_8/hold-out-metrics.json b/ml_models/sl_8/hold-out-metrics.json new file mode 100644 index 00000000..ccc20455 --- /dev/null +++ b/ml_models/sl_8/hold-out-metrics.json @@ -0,0 +1,5 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.679521068445944, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": 0.011236614356972985, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -40.14558763399127 +} \ No newline at end of file diff --git a/ml_models/sl_8/model_fpi_results_df b/ml_models/sl_8/model_fpi_results_df new file mode 100644 index 00000000..75b5af77 --- /dev/null +++ b/ml_models/sl_8/model_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Rationusvr-rbf0,Std_Rationusvr-rbf0,Avg_Rationusvr-poly0,Std_Rationusvr-poly0,Avg_Rationusvr-sig0,Std_Rationusvr-sig0,Avg_Ratioknn-dist0,Std_Ratioknn-dist0,Avg_Ratiolasso0,Std_Ratiolasso0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",7.024919699586574,0.213289592291058,41.8572143806307,3.899443084189289,1.000000975789699,1.694971565782785e-07,5.347189658912889,0.20910186767333538,1.0,0.0 +"RA_SO,RA_dm,RA_ms_av,RA_ms_di",6.7946275403951955,0.30100061795872624,11.732366839980466,1.3912524683795962,1.0000000351622997,7.571414458775033e-08,6.091288841653021,0.21476774077865166,1.0009464,0.00042641882 +"crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation",7.8433651037212675,0.09392651471530093,38.53491819112975,2.944532802219513,1.0000027334507526,4.573725729320574e-07,8.340104083063714,0.25712616653793346,1.0119381,0.0033312344 +prm_pc_cse,1.1698879464221266,0.14351227931882643,1.2029668558180635,0.27007021433242145,0.999999997762697,5.891104267854944e-09,1.08123576708303,0.08417470849575007,1.0,0.0 +pH,5.129322567826311,0.3991711665483072,12.811716122673122,1.7701984157455246,1.0000002425246766,5.270184631598458e-08,3.7468126125576795,0.24126578550160668,1.0,0.0 +gla_pc_cse,1.0254625162607893,0.07694926287321895,1.02977685569228,0.0402015915437525,0.9999999999999999,1.3217978196065582e-16,1.011469188660595,0.04131316798138258,1.0000306,5.4765318e-05 +sgr_dk_rav,2.4962054951784833,0.28743498936591655,3.1409628714484477,0.44957445937799784,1.0000000133343487,7.387860316045302e-09,1.982042636015359,0.1677935969102731,1.0,0.0 +pst_pc_cse,4.280372210164908,0.36971168500880325,19.314770594744513,2.7675294230978675,1.0000001213963312,6.18104287001854e-08,4.0102570777444635,0.23823942432311948,1.0,0.0 +dor_pc_pva,2.6698536134626107,0.23529200379331167,9.651989623542917,1.137964547143386,0.9999999953578449,1.607869463626617e-09,2.157421554929814,0.16131767836672764,1.0,0.0 +ppd_pk_cav,3.2594869413980483,0.1852281139415346,5.6912253233353045,1.1827957178467436,1.0000000113404244,7.028774805620064e-09,2.216308498823314,0.14556869489559315,0.99991924,0.00016047087 diff --git a/ml_models/sl_8/original_input_data.csv b/ml_models/sl_8/original_input_data.csv new file mode 100644 index 00000000..de600b43 --- /dev/null +++ b/ml_models/sl_8/original_input_data.csv @@ -0,0 +1,691 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-41.53 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-47.82 +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-42.31 +2.0,0.275159,429.0,0.0,134.0,97.0,26.0,38.0,127.0,243.0,1005.0,31.0,100.0,1.0,0.0,3.0,0.0,0.0,146.491,19.95,6.5,9.58,106.48996,0.6029664,0.83706945,-83.28 +2.0,0.275159,429.0,0.0,134.0,97.0,26.0,38.0,127.0,243.0,1005.0,31.0,100.0,1.0,0.0,3.0,0.0,0.0,146.491,19.95,6.5,9.58,106.48996,0.6029664,0.83706945,-173.76 +2.0,0.518305,442.0,0.0,456.0,244.0,76.0,59.0,106.0,254.0,1047.0,30.0,100.0,26.0,4.0,1.0,0.0,0.0,180.212,14.93,6.5,9.58,97.681305,0.43371585,1.0986627,-6.67 +2.0,0.518305,442.0,0.0,456.0,244.0,76.0,59.0,106.0,254.0,1047.0,30.0,100.0,26.0,4.0,1.0,0.0,0.0,180.212,14.93,6.5,9.58,97.681305,0.43371585,1.0986627,-8.08 +2.0,0.518305,442.0,0.0,456.0,244.0,76.0,59.0,106.0,254.0,1047.0,30.0,100.0,26.0,4.0,1.0,0.0,0.0,180.212,14.93,6.5,9.58,97.681305,0.43371585,1.0986627,-9.91 +3.0,0.969993,692.0,0.0,298.0,317.0,78.0,31.0,72.0,270.0,1119.0,35.0,100.0,8.0,0.0,0.0,0.0,0.0,262.081,14.89,6.5,11.49,118.08853,0.56233734,1.1537749,-7.22 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00000000..4e34be6d --- /dev/null +++ b/ml_models/sl_8/pca.std.out @@ -0,0 +1,24 @@ +Parsing SuperLearner PCA arguments... +--model_dir +--num_inputs +--data +--predict_var +--predict_data +Shapes at start: +(11288, 25) +(11288, 6) +Shape after concat: +(11288, 31) +Shapes after NaN, x, y, error separation: +(11178, 24) +(11178, 2) +(11178, 2) +(11178, 1) +Training data shape: +(690, 23) +data_all shape after adding training data: +(11868, 24) +data_all shape after removing NaN: +(11862, 24) +1.0 +Done! diff --git a/ml_models/sl_8/predict.std.err b/ml_models/sl_8/predict.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_8/predict.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_8/predict.std.out b/ml_models/sl_8/predict.std.out new file mode 100644 index 00000000..4df36542 --- /dev/null +++ b/ml_models/sl_8/predict.std.out @@ -0,0 +1,19 @@ +Parsing SuperLearner predict arguments... +--model_dir +--predict_var +--num_inputs +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0.57879842 0.0817662 0.13208734 1.3355608 0. 0.1774871 + 0. 0. 0. 0.10890067 0. 0.01947293 + 0. 0.04019445 0. ] +RSE: 225.51455888029238 +/- 435.3513983406937 +mean.error: 97.01638 +/- 53.37962 +predict.error: 982.151 +/- 10.2932205 +RSE vs mean.error: [[1. 0.39439892] + [0.39439892 1. ]] +RSE vs predict.error: [[1. 0.35714847] + [0.35714847 1. ]] +evaluating hold out on a high/low split +Done! diff --git a/ml_models/sl_8/requirements.txt.gz b/ml_models/sl_8/requirements.txt.gz new file mode 100644 index 00000000..3c095e63 Binary files /dev/null and b/ml_models/sl_8/requirements.txt.gz differ diff --git a/ml_models/sl_8/requirements.yaml.gz b/ml_models/sl_8/requirements.yaml.gz new file mode 100644 index 00000000..bc893aff Binary files /dev/null and b/ml_models/sl_8/requirements.yaml.gz differ diff --git a/ml_models/sl_8/sl_error.png b/ml_models/sl_8/sl_error.png new file mode 100644 index 00000000..6482fedd Binary files /dev/null and b/ml_models/sl_8/sl_error.png differ diff --git a/ml_models/sl_8/sl_fpi_correlation_graph.png b/ml_models/sl_8/sl_fpi_correlation_graph.png new file mode 100644 index 00000000..c7b4d403 Binary files /dev/null and b/ml_models/sl_8/sl_fpi_correlation_graph.png differ diff --git a/ml_models/sl_8/sl_fpi_correlation_heatmap.png b/ml_models/sl_8/sl_fpi_correlation_heatmap.png new file mode 100644 index 00000000..760fec7c Binary files /dev/null and b/ml_models/sl_8/sl_fpi_correlation_heatmap.png differ diff --git a/ml_models/sl_8/sl_fpi_correlation_hist.png b/ml_models/sl_8/sl_fpi_correlation_hist.png new file mode 100644 index 00000000..64ec432d Binary files /dev/null and b/ml_models/sl_8/sl_fpi_correlation_hist.png differ diff --git a/ml_models/sl_8/sl_fpi_results_df b/ml_models/sl_8/sl_fpi_results_df new file mode 100644 index 00000000..71e44caf --- /dev/null +++ b/ml_models/sl_8/sl_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Ratiostack0,Std_Ratiostack0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",5.340981178278097,0.13483963793150278 +"RA_SO,RA_dm,RA_ms_av,RA_ms_di",5.50893751387311,0.24349334403395478 +"crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_mg_per_L,Mean_DO_percent_saturation",7.6509242334343845,0.28087838668701554 +prm_pc_cse,1.138130456232308,0.1004631705570914 +pH,3.2103794344655197,0.1700179379704218 +gla_pc_cse,1.0109680901197722,0.03409541210423474 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--git a/ml_models/sl_8/sl_targets_hist.png b/ml_models/sl_8/sl_targets_hist.png new file mode 100644 index 00000000..c0a021b9 Binary files /dev/null and b/ml_models/sl_8/sl_targets_hist.png differ diff --git a/ml_models/sl_8/superlearner_conf_TTR_mms_log10_neg.py b/ml_models/sl_8/superlearner_conf_TTR_mms_log10_neg.py new file mode 100644 index 00000000..7d6c7cfd --- /dev/null +++ b/ml_models/sl_8/superlearner_conf_TTR_mms_log10_neg.py @@ -0,0 +1,625 @@ +# SuperLearner configuration for: +# 15 stacked ensemble models +# Each uses MinMaxScaler or StandardScaler on inputs +# Each uses TransformedTargetRegressor with custom log10 +# and MinMaxScaler function/inverse pair on targets. +# +# This configuration is an attempt to reproduce as +# closely as possible the simple approach to taking +# a log10 of the target and training then model on +# the transformed data. + +from sklearn.utils.validation import check_X_y, check_array, check_is_fitted +from sklearn.base import BaseEstimator,RegressorMixin + +from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import StandardScaler +from sklearn.preprocessing import PowerTransformer +from sklearn.linear_model import Ridge +from sklearn.linear_model import LinearRegression +from sklearn.linear_model import Lasso +from sklearn.linear_model import ElasticNet +from sklearn.linear_model import HuberRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.cross_decomposition import PLSRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from xgboost import XGBRegressor +from sklearn.svm import NuSVR +from sklearn.kernel_ridge import KernelRidge +from sklearn.neural_network import MLPRegressor +from sklearn.ensemble import ExtraTreesRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.model_selection import RandomizedSearchCV +from skopt import BayesSearchCV +from skopt.space import Real, Categorical, Integer + +from sklearn.compose import TransformedTargetRegressor + +from scipy.optimize import nnls +from scipy.stats import loguniform,uniform,randint +import numpy as np +import pickle + +# NEEDS: +# skopt 0.8.1 (scikit-opt) +# sklearn 0.23.2 +# xboost 1.3.3 + +# DEFINE SUPERLEARNER +class NonNegativeLeastSquares(BaseEstimator, RegressorMixin): + def __init__(self): + pass + + def fit(self, X, y): + X, y = check_X_y(X, y) + self.weights_, _ = nnls(X, y) + return self + + def predict(self, X): + check_is_fitted(self) + X = check_array(X) + return np.matmul(X, self.weights_) + + +# _neg values apply -1 assuming all input values +# are negative, so the log operation can work on +# positive values. + +# Manually specify MinMaxScaler bookends. Since +# the log10 operation is applied before the MMS, +# these represent the span of orders of magnitude. +mms_min = -2.0 +mms_max = 4.0 + +def mms_log10_neg(input): + + #print(mms_min) + #print(mms_max) + + # MinMaxScaler should have all values between 0 and 1. + max_val = 1 + min_val = 0 + + # Apply log10 transform + do_log10 = np.log10(-1.0*input) + + # Apply MinMaxScaler + output = (do_log10 - mms_min)/(mms_max - mms_min) + + # Count bad values + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Transform: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + + # Filter values + output[output > max_val] = max_val + output[output < min_val] = min_val + + return output + + #print('Function: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #output = np.log1p(np.abs(input)) + #print(np.sum(np.sum(output > max_val))) + #output[output < -1.0*max_val]=-1.0*max_val + #output[output < 0.0] = 0.0 + #output[output > max_val] = max_val + #return output + +def neg_exp10_mms(input): + #print(mms_min) + #print(mms_max) + + #max_val = np.finfo(np.float32).max + #min_val = np.finfo(np.float32).eps + + # Prefilter before apply MinMaxScaler + input[input < 0.0] = 0 + input[input > 1.0] = 1 + + # Undo MinMaxScaler + undo_mms = input*(mms_max-mms_min) + mms_min + + # Undo the log10 transform + output = (10.0**undo_mms) + + # Check output is reasonable + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Inverse: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + #output[output > max_val] = max_val + #output[output < min_val] = min_val + #output[np.isnan(output)] = min_val + #output[np.isinf(output)] = max_val + + # Make all values negative. + output = -1.0*output + + return output + + #print('Inverse: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #input_copy = input + #input_copy[input_copy > max_val] = max_val + #input_copy[input_copy < -1.0*max_val] = -1.0*max_val + #output = -1.0*np.expm1(input_copy) + #return output + +n_iter = 10 +cv = 5 + +# About using the HPO as a model: +# 1. Is is very expensive. The SL uses cross-validation and so does the HPO. +# 2. Does it even make sense to run cross-validation inside the cross-validation? +# 3. Parallelism fails locally (works with dask). Probably using joblib inside joblib? +# 4. If HPO is activated the best model is passed as the model to the SL + +# MinMaxScaler is default scaler for pipelines except for +# nusvr-rbf and linear models with regularization terms +# (Ridge, Lasso, Elastic-Net, Huber): +# https://scikit-learn.org/stable/modules/preprocessing.html +# In those cases, use StandardScaler to get centered, Gaussian +# data as inputs to ML. Pipelines only apply to INPUT (i.e. ML +# model features). +# +# The TransformedTargetRegressor allows for integrating a +# transform on the target in each model. Note that the +# target's transformer does NOT need to be +# the same as the input transformer. + +SuperLearnerConf = { + "final_estimator": NonNegativeLeastSquares(), + "estimators": { + "nusvr-rbf": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__gamma": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-lin": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-poly": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-sig": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__coef0": [-0.99, 0.99, 'uniform'] + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-uni": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-dist": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "pls": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__plsr__n_components": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "mlp": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__mlp__hidden_layer_sizes": (10, 250), + "regressor__mlp__solver": ["lbfgs", "sgd", "adam"], + "regressor__mlp__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__mlp__tol": (10**-6, 10**-2, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "ridge": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "lasso": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "linear": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "enet": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__l1_ratio": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "huber": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__epsilon": (1.35, 1.9, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "xgb": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__xgb__n_estimators": (100, 10000), + "regressor__xgb__learning_rate": (10**-4, 0.99, 'log-uniform'), + "regressor__xgb__max_depth": [2, 3, 4, 5, 6, 7, 8] + }, + n_iter = n_iter, + cv = cv + ) + }, + "etr": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__etr__n_estimators": (100, 10000), + "regressor__etr__ccp_alpha": [0, 0.001, 0.01, 0.1], + "regressor__etr__max_features": [0.1, 0.3, 0.5, 0.8, 1.0], + "regressor__etr__criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"], + "regressor__etr__max_depth": [2, 3, 4, 5, 6, 7, 8], + "regressor__etr__min_samples_split": [0.1, 0.2, 0.3], + "regressor__etr__min_samples_leaf": [0.1, 0.2, 0.3] + }, + n_iter = n_iter, + cv = cv + ) + } + } +} + +def load_SuperLearner(model_pkl): + with open(model_pkl, 'rb') as inp: + return pickle.load(inp) + diff --git a/ml_models/sl_8/test.csv b/ml_models/sl_8/test.csv new file mode 100644 index 00000000..51b5d9da --- /dev/null +++ b/ml_models/sl_8/test.csv @@ -0,0 +1,174 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment 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+3.0,0.569565,711.0,220.0,581.0,1292.0,180.0,99.0,42.0,176.0,1677.0,252.0,100.0,0.0,3.0,0.0,0.0,0.0,0.02,16.25,6.92,8.83,105.10556,0.72896135,1.1148036,-7.5 diff --git a/ml_models/sl_8/train.std.err b/ml_models/sl_8/train.std.err new file mode 100644 index 00000000..197637aa --- /dev/null +++ b/ml_models/sl_8/train.std.err @@ -0,0 +1,2244 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=1.07006e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=3.10787e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=3.17263e-11): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.02503e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.02754e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.00797e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=9.84432e-10): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.01308e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.51521e-08): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=2.88611e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.96959e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.97443e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.93682e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.89159e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:204: LinAlgWarning: Ill-conditioned matrix (rcond=1.94664e-09): result may not be accurate. + return linalg.solve(A, Xy, assume_a="pos", overwrite_a=True).T +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.118e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.459e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.183e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.926e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.581e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.702e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.062e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.412e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.483e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.120e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.727e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.768e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.896e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.312e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.064e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.499e-02, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.599e-02, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.806e-02, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.672e-03, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.761e-02, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.743e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.843e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.969e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.412e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.030e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.613e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.076e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.383e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.538e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.584e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.167e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.532e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.197e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.969e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.621e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.995e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.289e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.585e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.600e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.490e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.386e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.143e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.115e-02, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.095e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.191e-02, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.627e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.638e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.824e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.305e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.946e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.977e+00, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.889e+00, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.434e+00, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.675e+00, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.727e+00, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.528e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.590e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.730e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.202e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.841e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.518e+00, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.291e+00, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.158e+00, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.303e+00, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.423e+00, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.526e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.569e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.724e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.202e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.830e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.278e-01, tolerance: 1.122e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.346e-01, tolerance: 1.113e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.155e-01, tolerance: 1.050e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.770e-01, tolerance: 1.076e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.678e-01, tolerance: 1.079e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( diff --git a/ml_models/sl_8/train.std.out b/ml_models/sl_8/train.std.out new file mode 100644 index 00000000..ed2bfbb4 --- /dev/null +++ b/ml_models/sl_8/train.std.out @@ -0,0 +1,50 @@ +1.4.0 +Parsing SuperLearner input arguments... +--conda_sh +--superlearner_conf +--n_jobs +--num_inputs +--predict_var +--cross_val_score +--model_dir +--hpo +--smogn +--data +--backend +NOTICE: Filling any NaN with mean values! +NaN in training data will cause a crash. +Loading SuperLearner configuration... +Loading from: /home/sfgary/sl_core/sample_inputs/superlearner_conf_TTR_mms_log10_neg.py +Dirname: /home/sfgary/sl_core/sample_inputs +Basename: superlearner_conf_TTR_mms_log10_neg +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-rbf +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-lin +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-poly +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-sig +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-uni +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-dist +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator pls +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator mlp +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator ridge +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator lasso +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator linear +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator enet +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator huber +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator xgb +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator etr +Defining estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Training estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator on holdout(test) high/low set for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Hold out metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.679521068445944, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": 0.011236614356972985, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -40.14558763399127 +} +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Classical metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.9185957394040521 +} +Save train/test data diff --git a/ml_models/sl_9/SuperLearners.pkl b/ml_models/sl_9/SuperLearners.pkl new file mode 100644 index 00000000..cadfd42f Binary files /dev/null and b/ml_models/sl_9/SuperLearners.pkl differ diff --git a/ml_models/sl_9/classical-metrics.json b/ml_models/sl_9/classical-metrics.json new file mode 100644 index 00000000..1f2edf6d --- /dev/null +++ b/ml_models/sl_9/classical-metrics.json @@ -0,0 +1,3 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8733115398446301 +} \ No newline at end of file diff --git a/ml_models/sl_9/fpi.std.err b/ml_models/sl_9/fpi.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_9/fpi.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_9/fpi.std.out b/ml_models/sl_9/fpi.std.out new file mode 100644 index 00000000..3cfab1b5 --- /dev/null +++ b/ml_models/sl_9/fpi.std.out @@ -0,0 +1,113 @@ +Parsing SuperLearner FPI arguments... +--model_dir +--predict_var +--num_inputs +--corr_cutoff +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0. 0.03245183 0.09749988 1.2554635 0. 0.27818732 + 0. 0.12963018 0. 0. 0. 0. + 0.31310603 0.52119405 0.88548935] +Did not detect any one-hot features. +Started with 25 features. +Finishing with 18 features in 3 groups. +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi;RA_dm,RA_SO,RA_ms_av,RA_ms_di;crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L +Loading model for job: 0 +FPI on stacked ensemble... +FPI on ML model: nusvr-sig... +FPI on ML model: knn-dist... +FPI on ML model: mlp... +FPI on ML model: huber... +FPI on ML model: xgb... +FPI on ML model: etr... + Avg_Ratiostack0 Std_Ratiostack0 +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.707273 0.157074 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 4.196258 0.252246 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp... 7.288230 0.270289 +gla_pc_cse 1.004155 0.008365 +ppd_pk_cav 2.148662 0.156463 +prm_pc_cse 1.025869 0.030309 +pst_pc_cse 2.438969 0.164790 +sgr_dk_rav 1.810766 0.076896 +dor_pc_pva 1.827294 0.153732 +pH 2.392235 0.115334 +--------nusvr-sig--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.000001 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.000000 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 1.000005 +gla_pc_cse 1.000000 +ppd_pk_cav 1.000000 +prm_pc_cse 1.000000 +pst_pc_cse 1.000000 +sgr_dk_rav 1.000000 +dor_pc_pva 1.000000 +pH 1.000001 +Name: Avg_Rationusvr-sig0, dtype: float64 +--------knn-dist--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 7.485790 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 7.570096 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 8.743666 +gla_pc_cse 1.021707 +ppd_pk_cav 3.605618 +prm_pc_cse 1.255520 +pst_pc_cse 5.867651 +sgr_dk_rav 3.399083 +dor_pc_pva 3.088223 +pH 6.140444 +Name: Avg_Ratioknn-dist0, dtype: float64 +--------mlp--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 10.531598 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 6.290989 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 15.294485 +gla_pc_cse 1.109194 +ppd_pk_cav 4.293156 +prm_pc_cse 1.056302 +pst_pc_cse 7.761238 +sgr_dk_rav 1.828333 +dor_pc_pva 4.018756 +pH 4.535926 +Name: Avg_Ratiomlp0, dtype: float64 +--------huber--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.004792 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.005822 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 1.067834 +gla_pc_cse 1.000098 +ppd_pk_cav 1.017029 +prm_pc_cse 1.000521 +pst_pc_cse 0.999216 +sgr_dk_rav 0.999828 +dor_pc_pva 0.992234 +pH 1.017364 +Name: Avg_Ratiohuber0, dtype: float64 +--------xgb--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 3.045994 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 3.640157 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 7.183626 +gla_pc_cse 1.001158 +ppd_pk_cav 1.878487 +prm_pc_cse 1.000061 +pst_pc_cse 1.233753 +sgr_dk_rav 1.869630 +dor_pc_pva 1.432787 +pH 2.228987 +Name: Avg_Ratioxgb0, dtype: float32 +--------etr--------- +Feature +pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi 1.000397 +RA_dm,RA_SO,RA_ms_av,RA_ms_di 1.000005 +crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L 1.007896 +gla_pc_cse 1.000000 +ppd_pk_cav 1.000003 +prm_pc_cse 1.000000 +pst_pc_cse 1.000013 +sgr_dk_rav 1.000003 +dor_pc_pva 1.000000 +pH 1.000090 +Name: Avg_Ratioetr0, dtype: float64 diff --git a/ml_models/sl_9/hold-out-metrics-high-low-split.json b/ml_models/sl_9/hold-out-metrics-high-low-split.json new file mode 100644 index 00000000..ff2791ee --- /dev/null +++ b/ml_models/sl_9/hold-out-metrics-high-low-split.json @@ -0,0 +1,4 @@ +{ + "r2_high": 0.12307208066741837, + "r2_low": -0.029516992433560763 +} \ No newline at end of file diff --git a/ml_models/sl_9/hold-out-metrics.json b/ml_models/sl_9/hold-out-metrics.json new file mode 100644 index 00000000..a8657947 --- /dev/null +++ b/ml_models/sl_9/hold-out-metrics.json @@ -0,0 +1,5 @@ +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.7828916644949611, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -0.28678104582592323, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -8.67362501873104 +} \ No newline at end of file diff --git a/ml_models/sl_9/model_fpi_results_df b/ml_models/sl_9/model_fpi_results_df new file mode 100644 index 00000000..975f784d --- /dev/null +++ b/ml_models/sl_9/model_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Rationusvr-sig0,Std_Rationusvr-sig0,Avg_Ratioknn-dist0,Std_Ratioknn-dist0,Avg_Ratiomlp0,Std_Ratiomlp0,Avg_Ratiohuber0,Std_Ratiohuber0,Avg_Ratioxgb0,Std_Ratioxgb0,Avg_Ratioetr0,Std_Ratioetr0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",1.0000011994863822,2.895125753820987e-07,7.485790278991106,0.14075063137441565,10.531597507078706,1.3235462285476731,1.0047917463364864,0.0038175759153272495,3.0459936,0.11059437,1.000397472325088,6.699917667754248e-05 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",1.0000002693374712,4.276930414093533e-07,7.5700962664858,0.13849637831305214,6.290989385952553,1.1935791099070614,1.005822292960274,0.009639238425043557,3.6401565,0.14691257,1.0000047459617265,1.5844317056080893e-06 +"crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L",1.0000045753565205,7.962596629258874e-07,8.74366569006738,0.14727898509883092,15.294485431192923,1.8938786207256462,1.0678340594468207,0.01474608457030109,7.183626,0.1908478,1.0078962775339424,0.001297966320409606 +gla_pc_cse,1.0000000000000002,2.6008258109971047e-16,1.021707248786176,0.04486521447282815,1.1091942010291203,0.17184045888707053,1.0000979392074445,0.00021465615106930453,1.0011579,0.0023504214,1.0000000000000002,1.2998565753829359e-16 +ppd_pk_cav,1.00000003289451,3.601523980022049e-08,3.6056180463511347,0.25045772097218616,4.293155519670716,0.7050547680242908,1.0170292693594534,0.021649655029432443,1.8784868,0.09986334,1.0000029724840425,1.4612016934776463e-06 +prm_pc_cse,1.0000000000000002,2.6008258109971047e-16,1.2555196393500494,0.13959313933486245,1.0563023130998332,0.03532058283090848,1.0005211191305794,0.0007748216726967159,1.0000607,8.959155e-05,1.0000000000000002,1.2998565753829359e-16 +pst_pc_cse,0.9999998147191088,1.3267813998059492e-07,5.867650675119359,0.26999403277236766,7.761237871386812,1.1757111936423843,0.9992162500887134,0.0013306523392811308,1.2337526,0.043327507,1.0000129676991236,3.637884494506106e-06 +sgr_dk_rav,1.0000000038331776,1.8919133994792064e-09,3.3990825384237295,0.2547258631208006,1.8283332311248655,0.16630483117915093,0.9998276663411249,9.63264230223352e-05,1.8696302,0.111988254,1.000003112964554,5.581537401917623e-07 +dor_pc_pva,0.9999998229972619,7.113963987764214e-08,3.088222552692852,0.25260176463792544,4.018755594059427,0.45139804068265715,0.9922343929860983,0.0052943591963877205,1.432787,0.17473377,1.0000000000000002,1.2998565753829359e-16 +pH,1.0000007240502657,1.2078011593855567e-07,6.14044444963799,0.2239924296172184,4.535925958733758,0.670818654307276,1.017363725709979,0.0026118070699531555,2.2289867,0.20241472,1.000090027431928,1.2128450925748807e-05 diff --git a/ml_models/sl_9/original_input_data.csv b/ml_models/sl_9/original_input_data.csv new file mode 100644 index 00000000..de600b43 --- /dev/null +++ b/ml_models/sl_9/original_input_data.csv @@ -0,0 +1,691 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +2.0,0.705442,187.0,0.0,49.0,743.0,46.0,16.0,87.0,203.0,526.0,50.0,0.0,81.0,1.0,1.0,0.0,0.0,2168.388,8.66,6.5,10.42,97.77792,0.49326906,1.1869624,-41.53 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+2.0,0.615987,250.0,0.0,347.0,593.0,34.0,132.0,77.0,220.0,407.0,61.0,20.0,17.0,8.0,12.0,0.0,0.0,8.839,21.68,7.58,8.86,108.15903,0.6035257,1.1396666,-8.33 diff --git a/ml_models/sl_9/pca.std.err b/ml_models/sl_9/pca.std.err new file mode 100644 index 00000000..e69de29b diff --git a/ml_models/sl_9/pca.std.out b/ml_models/sl_9/pca.std.out new file mode 100644 index 00000000..4e34be6d --- /dev/null +++ b/ml_models/sl_9/pca.std.out @@ -0,0 +1,24 @@ +Parsing SuperLearner PCA arguments... +--model_dir +--num_inputs +--data +--predict_var +--predict_data +Shapes at start: +(11288, 25) +(11288, 6) +Shape after concat: +(11288, 31) +Shapes after NaN, x, y, error separation: +(11178, 24) +(11178, 2) +(11178, 2) +(11178, 1) +Training data shape: +(690, 23) +data_all shape after adding training data: +(11868, 24) +data_all shape after removing NaN: +(11862, 24) +1.0 +Done! diff --git a/ml_models/sl_9/predict.std.err b/ml_models/sl_9/predict.std.err new file mode 100644 index 00000000..bc369057 --- /dev/null +++ b/ml_models/sl_9/predict.std.err @@ -0,0 +1,2 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( diff --git a/ml_models/sl_9/predict.std.out b/ml_models/sl_9/predict.std.out new file mode 100644 index 00000000..6b326921 --- /dev/null +++ b/ml_models/sl_9/predict.std.out @@ -0,0 +1,19 @@ +Parsing SuperLearner predict arguments... +--model_dir +--predict_var +--num_inputs +--predict_data +Submodels within SuperLearner and their weights: +['nusvr-rbf', 'nusvr-lin', 'nusvr-poly', 'nusvr-sig', 'knn-uni', 'knn-dist', 'pls', 'mlp', 'ridge', 'lasso', 'linear', 'enet', 'huber', 'xgb', 'etr'] +[0. 0.03245183 0.09749988 1.2554635 0. 0.27818732 + 0. 0.12963018 0. 0. 0. 0. + 0.31310603 0.52119405 0.88548935] +RSE: 178.3846227912115 +/- 357.82417650233054 +mean.error: 80.366745 +/- 47.53299 +predict.error: 808.61694 +/- 9.401219 +RSE vs mean.error: [[1. 0.65453996] + [0.65453996 1. ]] +RSE vs predict.error: [[1. 0.62200401] + [0.62200401 1. ]] +evaluating hold out on a high/low split +Done! diff --git a/ml_models/sl_9/requirements.txt.gz b/ml_models/sl_9/requirements.txt.gz new file mode 100644 index 00000000..3c095e63 Binary files /dev/null and b/ml_models/sl_9/requirements.txt.gz differ diff --git a/ml_models/sl_9/requirements.yaml.gz b/ml_models/sl_9/requirements.yaml.gz new file mode 100644 index 00000000..bc893aff Binary files /dev/null and b/ml_models/sl_9/requirements.yaml.gz differ diff --git a/ml_models/sl_9/sl_error.png b/ml_models/sl_9/sl_error.png new file mode 100644 index 00000000..0ab28199 Binary files /dev/null and b/ml_models/sl_9/sl_error.png differ diff --git a/ml_models/sl_9/sl_fpi_correlation_graph.png b/ml_models/sl_9/sl_fpi_correlation_graph.png new file mode 100644 index 00000000..dcc042cf Binary files /dev/null and b/ml_models/sl_9/sl_fpi_correlation_graph.png differ diff --git a/ml_models/sl_9/sl_fpi_correlation_heatmap.png b/ml_models/sl_9/sl_fpi_correlation_heatmap.png new file mode 100644 index 00000000..7668c2eb Binary files /dev/null and b/ml_models/sl_9/sl_fpi_correlation_heatmap.png differ diff --git a/ml_models/sl_9/sl_fpi_correlation_hist.png b/ml_models/sl_9/sl_fpi_correlation_hist.png new file mode 100644 index 00000000..64ec432d Binary files /dev/null and b/ml_models/sl_9/sl_fpi_correlation_hist.png differ diff --git a/ml_models/sl_9/sl_fpi_results_df b/ml_models/sl_9/sl_fpi_results_df new file mode 100644 index 00000000..97efdf81 --- /dev/null +++ b/ml_models/sl_9/sl_fpi_results_df @@ -0,0 +1,11 @@ +Feature,Avg_Ratiostack0,Std_Ratiostack0 +"pre_mm_cyr,run_mm_cyr,pre_mm_cdi,tmp_dc_cdi",3.7072731371970993,0.15707360725166666 +"RA_dm,RA_SO,RA_ms_av,RA_ms_di",4.1962576794141295,0.25224609413634724 +"crp_pc_cse,ire_pc_cse,for_pc_cse,gwt_cm_cav,slp_dg_cav,ele_mt_cav,tmp_dc_cyr,Mean_Temp_Deg_C,Mean_DO_percent_saturation,Mean_DO_mg_per_L",7.288229839462302,0.27028880792309834 +gla_pc_cse,1.0041545062217714,0.008364582999861635 +ppd_pk_cav,2.1486619339700512,0.15646256301379077 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+513,-3.11,-68.2355245178708 +514,-2.43,-60.718644297886584 +515,-5.14,-102.07934324908383 +516,-0.51,-66.13076283347135 diff --git a/ml_models/sl_9/sl_targets_hist.png b/ml_models/sl_9/sl_targets_hist.png new file mode 100644 index 00000000..a142a578 Binary files /dev/null and b/ml_models/sl_9/sl_targets_hist.png differ diff --git a/ml_models/sl_9/superlearner_conf_TTR_mms_log10_neg.py b/ml_models/sl_9/superlearner_conf_TTR_mms_log10_neg.py new file mode 100644 index 00000000..7d6c7cfd --- /dev/null +++ b/ml_models/sl_9/superlearner_conf_TTR_mms_log10_neg.py @@ -0,0 +1,625 @@ +# SuperLearner configuration for: +# 15 stacked ensemble models +# Each uses MinMaxScaler or StandardScaler on inputs +# Each uses TransformedTargetRegressor with custom log10 +# and MinMaxScaler function/inverse pair on targets. +# +# This configuration is an attempt to reproduce as +# closely as possible the simple approach to taking +# a log10 of the target and training then model on +# the transformed data. + +from sklearn.utils.validation import check_X_y, check_array, check_is_fitted +from sklearn.base import BaseEstimator,RegressorMixin + +from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import StandardScaler +from sklearn.preprocessing import PowerTransformer +from sklearn.linear_model import Ridge +from sklearn.linear_model import LinearRegression +from sklearn.linear_model import Lasso +from sklearn.linear_model import ElasticNet +from sklearn.linear_model import HuberRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.cross_decomposition import PLSRegression +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from xgboost import XGBRegressor +from sklearn.svm import NuSVR +from sklearn.kernel_ridge import KernelRidge +from sklearn.neural_network import MLPRegressor +from sklearn.ensemble import ExtraTreesRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.model_selection import RandomizedSearchCV +from skopt import BayesSearchCV +from skopt.space import Real, Categorical, Integer + +from sklearn.compose import TransformedTargetRegressor + +from scipy.optimize import nnls +from scipy.stats import loguniform,uniform,randint +import numpy as np +import pickle + +# NEEDS: +# skopt 0.8.1 (scikit-opt) +# sklearn 0.23.2 +# xboost 1.3.3 + +# DEFINE SUPERLEARNER +class NonNegativeLeastSquares(BaseEstimator, RegressorMixin): + def __init__(self): + pass + + def fit(self, X, y): + X, y = check_X_y(X, y) + self.weights_, _ = nnls(X, y) + return self + + def predict(self, X): + check_is_fitted(self) + X = check_array(X) + return np.matmul(X, self.weights_) + + +# _neg values apply -1 assuming all input values +# are negative, so the log operation can work on +# positive values. + +# Manually specify MinMaxScaler bookends. Since +# the log10 operation is applied before the MMS, +# these represent the span of orders of magnitude. +mms_min = -2.0 +mms_max = 4.0 + +def mms_log10_neg(input): + + #print(mms_min) + #print(mms_max) + + # MinMaxScaler should have all values between 0 and 1. + max_val = 1 + min_val = 0 + + # Apply log10 transform + do_log10 = np.log10(-1.0*input) + + # Apply MinMaxScaler + output = (do_log10 - mms_min)/(mms_max - mms_min) + + # Count bad values + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Transform: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + + # Filter values + output[output > max_val] = max_val + output[output < min_val] = min_val + + return output + + #print('Function: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #output = np.log1p(np.abs(input)) + #print(np.sum(np.sum(output > max_val))) + #output[output < -1.0*max_val]=-1.0*max_val + #output[output < 0.0] = 0.0 + #output[output > max_val] = max_val + #return output + +def neg_exp10_mms(input): + #print(mms_min) + #print(mms_max) + + #max_val = np.finfo(np.float32).max + #min_val = np.finfo(np.float32).eps + + # Prefilter before apply MinMaxScaler + input[input < 0.0] = 0 + input[input > 1.0] = 1 + + # Undo MinMaxScaler + undo_mms = input*(mms_max-mms_min) + mms_min + + # Undo the log10 transform + output = (10.0**undo_mms) + + # Check output is reasonable + #num_too_big=np.sum(np.sum(output > max_val)) + #num_too_small=np.sum(np.sum(output < min_val)) + #print('Inverse: Num too big: '+str(num_too_big)+' Num too small: '+str(num_too_small)) + #output[output > max_val] = max_val + #output[output < min_val] = min_val + #output[np.isnan(output)] = min_val + #output[np.isinf(output)] = max_val + + # Make all values negative. + output = -1.0*output + + return output + + #print('Inverse: '+str(np.sum(np.sum(output > max_val)))) + #print('Inp Min: '+str(np.min(input))+' Max: '+str(np.max(input))) + #print('Out Min: '+str(np.min(output))+' Max: '+str(np.max(output))) + #print('Nans: '+str(np.sum(np.sum(np.isnan(output))))) + #max_val = np.log1p(np.finfo(np.float64).max/2) + #input_copy = input + #input_copy[input_copy > max_val] = max_val + #input_copy[input_copy < -1.0*max_val] = -1.0*max_val + #output = -1.0*np.expm1(input_copy) + #return output + +n_iter = 10 +cv = 5 + +# About using the HPO as a model: +# 1. Is is very expensive. The SL uses cross-validation and so does the HPO. +# 2. Does it even make sense to run cross-validation inside the cross-validation? +# 3. Parallelism fails locally (works with dask). Probably using joblib inside joblib? +# 4. If HPO is activated the best model is passed as the model to the SL + +# MinMaxScaler is default scaler for pipelines except for +# nusvr-rbf and linear models with regularization terms +# (Ridge, Lasso, Elastic-Net, Huber): +# https://scikit-learn.org/stable/modules/preprocessing.html +# In those cases, use StandardScaler to get centered, Gaussian +# data as inputs to ML. Pipelines only apply to INPUT (i.e. ML +# model features). +# +# The TransformedTargetRegressor allows for integrating a +# transform on the target in each model. Note that the +# target's transformer does NOT need to be +# the same as the input transformer. + +SuperLearnerConf = { + "final_estimator": NonNegativeLeastSquares(), + "estimators": { + "nusvr-rbf": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('svr', NuSVR(kernel='rbf')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__gamma": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-lin": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='linear')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-poly": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='poly')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "nusvr-sig": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('svr', NuSVR(kernel='sigmoid')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__svr__C": (10**-6, 10**2.5, 'log-uniform'), + "regressor__svr__nu": (10**-10, 0.99, 'uniform'), + "regressor__svr__coef0": [-0.99, 0.99, 'uniform'] + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-uni": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='uniform')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "knn-dist": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('knn', KNeighborsRegressor(weights='distance')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__knn__n_neighbors": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "pls": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('plsr', PLSRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__plsr__n_components": (1, 10, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "mlp": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('mlp', MLPRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__mlp__hidden_layer_sizes": (10, 250), + "regressor__mlp__solver": ["lbfgs", "sgd", "adam"], + "regressor__mlp__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__mlp__tol": (10**-6, 10**-2, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "ridge": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Ridge()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "lasso": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', Lasso()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "linear": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', LinearRegression()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3] + }, + n_iter = n_iter, + cv = cv + ) + }, + "enet": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', ElasticNet()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__l1_ratio": (10**-6, 0.99, 'log-uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "huber": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', StandardScaler()), + ('poly', PolynomialFeatures(degree = 3)), + ('linear', HuberRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__poly__degree": [1, 2, 3], + "regressor__linear__alpha": (10**-6, 0.99, 'log-uniform'), + "regressor__linear__epsilon": (1.35, 1.9, 'uniform') + }, + n_iter = n_iter, + cv = cv + ) + }, + "xgb": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('xgb', XGBRegressor(objective = 'reg:squarederror')) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__xgb__n_estimators": (100, 10000), + "regressor__xgb__learning_rate": (10**-4, 0.99, 'log-uniform'), + "regressor__xgb__max_depth": [2, 3, 4, 5, 6, 7, 8] + }, + n_iter = n_iter, + cv = cv + ) + }, + "etr": { + "model": TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + "hpo": BayesSearchCV( + TransformedTargetRegressor( + regressor = Pipeline( + [ + ('scale', MinMaxScaler()), + ('etr', ExtraTreesRegressor()) + ] + ), + func=mms_log10_neg, inverse_func=neg_exp10_mms, check_inverse=True + ), + { + "regressor__etr__n_estimators": (100, 10000), + "regressor__etr__ccp_alpha": [0, 0.001, 0.01, 0.1], + "regressor__etr__max_features": [0.1, 0.3, 0.5, 0.8, 1.0], + "regressor__etr__criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"], + "regressor__etr__max_depth": [2, 3, 4, 5, 6, 7, 8], + "regressor__etr__min_samples_split": [0.1, 0.2, 0.3], + "regressor__etr__min_samples_leaf": [0.1, 0.2, 0.3] + }, + n_iter = n_iter, + cv = cv + ) + } + } +} + +def load_SuperLearner(model_pkl): + with open(model_pkl, 'rb') as inp: + return pickle.load(inp) + diff --git a/ml_models/sl_9/test.csv b/ml_models/sl_9/test.csv new file mode 100644 index 00000000..21303d08 --- /dev/null +++ b/ml_models/sl_9/test.csv @@ -0,0 +1,174 @@ +RA_SO,RA_dm,run_mm_cyr,dor_pc_pva,gwt_cm_cav,ele_mt_cav,slp_dg_cav,sgr_dk_rav,tmp_dc_cyr,tmp_dc_cdi,pre_mm_cyr,pre_mm_cdi,for_pc_cse,crp_pc_cse,pst_pc_cse,ire_pc_cse,gla_pc_cse,prm_pc_cse,ppd_pk_cav,Mean_Temp_Deg_C,pH,Mean_DO_mg_per_L,Mean_DO_percent_saturation,RA_ms_av,RA_ms_di,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment 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+1.0,0.127298,173.0,0.0,326.0,379.0,30.0,60.0,121.0,291.0,866.0,117.0,0.0,33.0,14.0,2.0,0.0,0.0,1.287,21.7,7.5,8.62,102.5861,0.31106102,0.518435,-26.93 +1.0,0.138413,108.0,0.0,823.0,3409.0,157.0,402.0,-16.0,205.0,762.0,36.0,100.0,0.0,20.0,0.0,1.0,16.0,0.117,9.5,6.0,8.25,108.01252,0.23124428,0.7141367,-3.11 +1.0,0.196746,1486.0,0.0,590.0,570.0,159.0,336.0,85.0,162.0,2437.0,404.0,100.0,0.0,0.0,0.0,0.0,0.0,6.006,14.11,7.0,9.93,103.44659,0.5672135,0.92026174,-2.43 +7.0,7.80822,23.0,627.0,385.0,146.0,28.0,3.0,118.0,229.0,189.0,24.0,30.0,43.0,12.0,6.0,0.0,0.0,3.373,11.0,6.5,9.127044,99.48639,1.0334338,2.4204435,-5.14 +1.0,0.186982,690.0,0.0,548.0,279.0,54.0,176.0,72.0,269.0,1178.0,24.0,83.0,4.0,1.0,0.0,0.0,0.0,14.043,16.85,6.0,9.47,101.00698,0.49716565,0.7669842,-0.51 diff --git a/ml_models/sl_9/train.std.err b/ml_models/sl_9/train.std.err new file mode 100644 index 00000000..c5e5b967 --- /dev/null +++ b/ml_models/sl_9/train.std.err @@ -0,0 +1,2248 @@ +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=3.48379e-10): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=9.11748e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=7.92678e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=1.4044e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=4.43805e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:241: LinAlgWarning: Ill-conditioned matrix (rcond=4.02493e-09): result may not be accurate. + dual_coef = linalg.solve(K, y, assume_a="pos", overwrite_a=False) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.257e-01, tolerance: 1.069e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.172e-01, tolerance: 1.125e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.417e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.583e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.121e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.474e-01, tolerance: 1.069e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.291e-01, tolerance: 1.125e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.189e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.119e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.055e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.233e+00, tolerance: 1.069e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.211e+00, tolerance: 1.125e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.793e+00, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.622e+00, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.830e+00, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.012e-01, tolerance: 1.069e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.006e+00, tolerance: 1.125e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.065e+00, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.530e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.025e+00, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.278e+00, tolerance: 1.069e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.440e+00, tolerance: 1.125e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.454e+00, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.275e+00, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.312e+00, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.661e-01, tolerance: 1.069e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.429e-01, tolerance: 1.125e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.891e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.147e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.837e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.644e-01, tolerance: 1.069e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.560e-01, tolerance: 1.125e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.976e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.293e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.920e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.660e-01, tolerance: 1.069e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.429e-01, tolerance: 1.125e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.889e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.146e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.837e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.783e-01, tolerance: 1.069e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.642e-01, tolerance: 1.125e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.063e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.339e-01, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.960e-01, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.412e+00, tolerance: 1.394e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/skopt/space/space.py:110: UserWarning: Dimension [-0.99, 0.99, 'uniform'] was inferred to Real(low=-0.99, high=0.99, prior='uniform', transform='identity'). In upcoming versions of scikit-optimize, it will be inferred to Categorical(categories=(-0.99, 0.99, 'uniform'), prior=None). See the documentation of the check_dimension function for the upcoming API. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.412e+00, tolerance: 1.394e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/neural_network/_multilayer_perceptron.py:546: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.233e+00, tolerance: 1.069e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.211e+00, tolerance: 1.125e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.793e+00, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.622e+00, tolerance: 1.131e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:678: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.830e+00, tolerance: 1.117e-03 + model = cd_fast.enet_coordinate_descent( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:342: ConvergenceWarning: lbfgs failed to converge (status=1): +STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. + +Increase the number of iterations (max_iter) or scale the data as shown in: + https://scikit-learn.org/stable/modules/preprocessing.html + self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( +/home/sfgary/.miniconda3/envs/superlearner/lib/python3.9/site-packages/sklearn/preprocessing/_function_transformer.py:217: UserWarning: The provided functions are not strictly inverse of each other. If you are sure you want to proceed regardless, set 'check_inverse=False'. + warnings.warn( diff --git a/ml_models/sl_9/train.std.out b/ml_models/sl_9/train.std.out new file mode 100644 index 00000000..73582b77 --- /dev/null +++ b/ml_models/sl_9/train.std.out @@ -0,0 +1,50 @@ +1.4.0 +Parsing SuperLearner input arguments... +--conda_sh +--superlearner_conf +--n_jobs +--num_inputs +--predict_var +--cross_val_score +--model_dir +--hpo +--smogn +--data +--backend +NOTICE: Filling any NaN with mean values! +NaN in training data will cause a crash. +Loading SuperLearner configuration... +Loading from: /home/sfgary/sl_core/sample_inputs/superlearner_conf_TTR_mms_log10_neg.py +Dirname: /home/sfgary/sl_core/sample_inputs +Basename: superlearner_conf_TTR_mms_log10_neg +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-rbf +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-lin +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-poly +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator nusvr-sig +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-uni +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator knn-dist +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator pls +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator mlp +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator ridge +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator lasso +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator linear +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator enet +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator huber +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator xgb +Running HPO for output Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment and estimator etr +Defining estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Training estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Evaluating estimator on holdout(test) high/low set for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Hold out metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.7828916644949611, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_high": -0.28678104582592323, + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment_low": -8.67362501873104 +} +Evaluating estimator for output: Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment +Classical metrics: +{ + "Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment": 0.8733115398446301 +} +Save train/test data diff --git a/output_data/FPI.png b/output_data/FPI.png new file mode 100644 index 00000000..66ee20a5 Binary files /dev/null and b/output_data/FPI.png differ diff --git a/output_data/filtered_predict_output.csv b/output_data/filtered_predict_output.csv new file mode 100644 index 00000000..10789e9c --- /dev/null +++ b/output_data/filtered_predict_output.csv @@ -0,0 +1,3331 @@ +Sample_ID,Sample_Longitude,Sample_Latitude,Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment,mean.error,predict.error,pca.dist,mean.error.scaled,pca.dist.scaled,combined.metric +MP-103032,-80.9644655169,34.0058921568,-74.0485719506,72.3375125802,894.113698281,0.0336419353657,0.157586217599,0.00237499792434,0.000374266939702 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-0,0 +1,26 @@ +,FPI_Ratio_0,FPI_Ratio_1,FPI_Ratio_2,FPI_Ratio_3,FPI_Ratio_4,FPI_Ratio_5,FPI_Ratio_6,FPI_Ratio_7,FPI_Ratio_8,FPI_Ratio_9 +pre_mm_cyr,3.356068518772517,3.7282533588054,3.5068959729039597,5.561508706417111,3.677458063289632,3.4728259581197314,2.6933480279132955,3.6094946179285943,5.340981178278097,3.7072731371970993 +run_mm_cyr,3.356068518772517,3.7282533588054,3.5068959729039597,5.561508706417111,3.677458063289632,3.4728259581197314,2.6933480279132955,3.6094946179285943,5.340981178278097,3.7072731371970993 +pre_mm_cdi,3.356068518772517,3.7282533588054,3.5068959729039597,5.561508706417111,3.677458063289632,3.4728259581197314,2.6933480279132955,3.6094946179285943,5.340981178278097,3.7072731371970993 +tmp_dc_cdi,3.356068518772517,3.7282533588054,3.5068959729039597,5.561508706417111,3.677458063289632,3.4728259581197314,2.6933480279132955,3.6094946179285943,5.340981178278097,3.7072731371970993 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+for_pc_cse,7.782891786315242,8.39172787489616,7.335058324717029,7.2646386670420195,7.154166647878782,7.054927597305332,5.85380305680722,5.762317251953466,7.650924233434384,7.288229839462302 +gwt_cm_cav,7.782891786315242,8.39172787489616,7.335058324717029,7.2646386670420195,7.154166647878782,7.054927597305332,5.85380305680722,5.762317251953466,7.650924233434384,7.288229839462302 +slp_dg_cav,7.782891786315242,8.39172787489616,7.335058324717029,7.2646386670420195,7.154166647878782,7.054927597305332,5.85380305680722,5.762317251953466,7.650924233434384,7.288229839462302 +ele_mt_cav,7.782891786315242,8.39172787489616,7.335058324717029,7.2646386670420195,7.154166647878782,7.054927597305332,5.85380305680722,5.762317251953466,7.650924233434384,7.288229839462302 +tmp_dc_cyr,7.782891786315242,8.39172787489616,7.335058324717029,7.2646386670420195,7.154166647878782,7.054927597305332,5.85380305680722,5.762317251953466,7.650924233434384,7.288229839462302 +Mean_Temp_Deg_C,7.782891786315242,8.39172787489616,7.335058324717029,7.2646386670420195,7.154166647878782,7.054927597305332,5.85380305680722,5.762317251953466,7.650924233434384,7.288229839462302 +pH,1.5889186435716485,1.917992218245293,2.092746469353479,4.64704190006267,1.766919885741095,1.7079202349123048,1.5132571235754146,1.8796967907796815,3.21037943446552,2.3922348419998927 +prm_pc_cse,1.0321202901475863,1.1234283120805848,1.032150541414135,1.158524551582046,1.007721358213865,1.0702776097050228,1.027021822056876,1.0717704026152908,1.138130456232308,1.0258692730902426 +gla_pc_cse,0.9996745091626597,1.0020503607344435,1.0065558187632342,1.0133863611388392,1.0054688337423874,1.000681425256606,1.013930667695668,1.0036184155546874,1.0109680901197722,1.0041545062217714 +pst_pc_cse,1.3988783888874825,1.838512867625628,1.7979817253932635,4.385308953963251,1.753280920116252,1.4748348390063468,1.535753038442425,2.164130130937799,3.340846252592024,2.438969098760916 +ppd_pk_cav,1.634503594745684,1.9737965747475743,3.157089468796105,2.981171624902569,1.448543941792804,2.4564783068719835,1.717628087140605,1.965679427789718,2.616040688921508,2.1486619339700512 +sgr_dk_rav,1.697786123134579,1.6899698266805478,2.1182151376035696,2.851716656577066,1.927705333179189,2.036982679621008,1.3835059161121357,1.5598995749659756,2.143793119051318,1.8107662288073092 +dor_pc_pva,1.585081357157944,1.8164940058716177,1.2812905931897254,2.738349906710506,1.3001154610359842,1.549684963929909,1.4005935298671406,1.4966058784869465,2.197078495799288,1.8272937110033052 diff --git a/output_data/holdout_score.txt b/output_data/holdout_score.txt new file mode 100644 index 00000000..f3e630f9 --- /dev/null +++ b/output_data/holdout_score.txt @@ -0,0 +1,2 @@ +Avg: 0.7392394000155189 +Std: 0.06936807088200152 diff --git a/output_data/logs.out b/output_data/logs.out new file mode 100755 index 00000000..4c84a7e4 --- /dev/null +++ b/output_data/logs.out @@ -0,0 +1,1185 @@ + +==================================== +Step 1: Local setup on PW platform +Execution is in /home/sfgary/pw/jobs/sl_core/00151/workflow.sh at Fri May 17 03:27:40 UTC 2024 + +Workflow parameters from workflow.xml, apirun/main.py, or ./github/workflows/main.yaml: +These parameters are command line arguments when invoking this script and +are likely to be blank due to the usage of inputs.sh replacing command line arguments. + + +========================================================= +Starting sl_core +Running in /home/sfgary/pw/jobs/sl_core/00151 with job number: 00151 + +========================================================= +Fri May 17 03:27:40 UTC 2024: Testing echod. Currently on pw-user-sfgary. +Fri May 17 03:27:40 UTC 2024: Will excute on remote resource as sfgary@34.173.76.34 + +Checking inputs to test: +local user: sfgary +remote user: sfgary +remote_node: 34.173.76.34 +cluster name: cloud +private_key: /home/sfgary/.ssh/id_ed25519_parallelworks_dynamic-learning-rivers +Checking for private_key: /home/sfgary/.ssh/id_ed25519_parallelworks_dynamic-learning-rivers +ML archive repo: git@github.com:parallelworks/dynamic-learning-rivers +ML archive branch: Nov-2023-fixedNA +ML code repo: https://github.com/parallelworks/sl_core +ML data repo: https://github.com/parallelworks/global-river-databases + +Absolute paths on cluster: +Arch: /home/sfgary/dynamic-learning-rivers +Data: /home/sfgary/global-river-databases +Code: /home/sfgary/sl_core + +Miniconda information: +Location: /home/sfgary/.miniconda3 +Env. name: superlearner + +Data flow information: +Working dir basename: ml_models/sl_ + +Number of instances +num_inst: 10 + +FPI correlation cutoff +fpi_corr_cutoff: 50 +Convert from percentage to decimal... +fpi_corr_cutoff: 0.5 +==================================== +Fri May 17 03:27:40 UTC 2024: Step 2: Cluster setup - staging files to head node + +======> Clone repos to node... +PARSL_CLIENT_HOST is +PARSL_CLIENT_HOST=cloud.parallel.works +Control socket connect(/home/sfgary/.ssh/control:038c0e70bf5ad5f5103b88a1afefe918cffb7c01): No such file or directory +Identity added: /home/sfgary/.ssh/id_ed25519_parallelworks_dynamic-learning-rivers (sfgary@cloud-user-private-1.parallel.works) +Fri May 17 03:27:41 UTC 2024 +Cloning into 'dynamic-learning-rivers'... +Warning: Permanently added 'github.com,140.82.114.4' (ECDSA) to the list of known hosts. +Cloning into 'sl_core'... +Cloning into 'global-river-databases'... +Already up-to-date. +Already up-to-date. +======> Create Nov-2023-fixedNA... +======> Checkout Nov-2023-fixedNA... +Switched to branch 'Nov-2023-fixedNA' +======> Set upstream branch in case branch exists already Nov-2023-fixedNA... +Branch Nov-2023-fixedNA set up to track remote branch Nov-2023-fixedNA from origin. +Control socket connect(/home/sfgary/.ssh/control:038c0e70bf5ad5f5103b88a1afefe918cffb7c01): No such file or directory +Identity added: /home/sfgary/.ssh/id_ed25519_parallelworks_dynamic-learning-rivers (sfgary@cloud-user-private-1.parallel.works) +Warning: Permanently added 'github.com,140.82.114.3' (ECDSA) to the list of known hosts. +Updating f9c9e54..f96c41e +Fast-forward + .github/workflows/main.yml | 2 +- + input_data/ICON-ModEx_Data.csv | 390 ++++++++++++++++++++--------------------- + 2 files changed, 196 insertions(+), 196 deletions(-) +======> Test for presence of Conda environment +ls: cannot access /home/sfgary/.miniconda*: No such file or directory +======> No Conda found; install Conda environment for SuperLearner. +Fri May 17 03:29:40 UTC 2024: This process can take several minutes. +Fri May 17 03:29:40 UTC 2024: See miniconda_install.log for progress. +==================================== +Fri May 17 03:34:40 UTC 2024: Step 2a: Preprocessing/Data Intake +Requested input feature Sample_ID is available in data set. +Requested input feature Sample_Longitude is available in data set. +Requested input feature Sample_Latitude is available in data set. +Requested input feature Mean_Temp_Deg_C is available in data set. +Requested input feature pH is available in data set. +Requested input feature Mean_DO_mg_per_L is available in data set. +Requested input feature Mean_DO_percent_saturation is NOT in data set. Make fill column. +WARNING: Made fill column. If these fill values are not replaced later, ML training will crash. +Requested input feature Normalized_Respiration_Rate_mg_DO_per_H_per_L_sediment is available in data set. +/home/sfgary/dynamic-learning-rivers/scripts/prep_02_intake_predict.py:32: SettingWithCopyWarning: +A value is trying to be set on a copy of a slice from a DataFrame + +See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy + core_vars.replace( +Unable to find image 'parallelworks/gmt:latest' locally +latest: Pulling from parallelworks/gmt +06d39c85623a: Pulling fs layer +44f803d09bef: Pulling fs layer +02932b6ffd48: Pulling fs layer +8ed4e8630103: Pulling fs layer +0014b75e7078: Pulling fs layer +be071655d959: Pulling fs layer +2276fdfeb463: Pulling fs layer +0014b75e7078: Waiting +2276fdfeb463: Waiting +be071655d959: Waiting +8ed4e8630103: Waiting +02932b6ffd48: Verifying Checksum +02932b6ffd48: Download complete +44f803d09bef: Verifying Checksum +44f803d09bef: Download complete +8ed4e8630103: Verifying Checksum +8ed4e8630103: Download complete +06d39c85623a: Download complete +be071655d959: Download complete +2276fdfeb463: Verifying Checksum +2276fdfeb463: Download complete +06d39c85623a: Pull complete +44f803d09bef: Pull complete +02932b6ffd48: Pull complete +8ed4e8630103: Pull complete +0014b75e7078: Verifying Checksum +0014b75e7078: Download complete +0014b75e7078: Pull complete +be071655d959: Pull complete +2276fdfeb463: Pull complete +Digest: sha256:9b4274e2b29d9678583fd5ad1d64cc5cb7c6b830de542d418fd2a3a76399c871 +Status: Downloaded newer image for parallelworks/gmt:latest +Submitted batch job 2 +Submitted batch job 3 +Submitted batch job 4 +Submitted batch job 5 +Submitted batch job 6 +Submitted batch job 7 +Submitted batch job 8 +Submitted batch job 9 +Submitted batch job 10 +Submitted batch job 11 +Submitted batch job 12 +Submitted batch job 13 +Submitted batch job 14 +Submitted batch job 15 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+Submitted batch job 697 +Submitted batch job 698 +Submitted batch job 699 +Submitted batch job 700 +Submitted batch job 701 +Submitted batch job 702 +Submitted batch job 703 +Submitted batch job 704 +Submitted batch job 705 +Submitted batch job 706 +Submitted batch job 707 +Submitted batch job 708 +Submitted batch job 709 +Submitted batch job 710 +Submitted batch job 711 +Submitted batch job 712 +Submitted batch job 713 +Submitted batch job 714 +Submitted batch job 715 +Submitted batch job 716 +Submitted batch job 717 +Submitted batch job 718 +Submitted batch job 719 +Submitted batch job 720 +Submitted batch job 721 +Submitted batch job 722 +Submitted batch job 723 +Submitted batch job 724 +Submitted batch job 725 +Submitted batch job 726 +Submitted batch job 727 +Submitted batch job 728 +Submitted batch job 729 +Submitted batch job 730 +Submitted batch job 731 +Submitted batch job 732 +Submitted batch job 733 +Submitted batch job 734 +Submitted batch job 735 +Submitted batch job 736 +Submitted batch job 737 +Submitted batch job 738 +Submitted batch job 739 +Submitted batch job 740 +Submitted batch job 741 +Submitted batch job 742 +Submitted batch job 743 +Submitted batch job 744 +Submitted batch job 745 +Submitted batch job 746 +Submitted batch job 747 +Submitted batch job 748 +Submitted batch job 749 +Submitted batch job 750 +Submitted batch job 751 +Submitted batch job 752 +Submitted batch job 753 +Submitted batch job 754 +Submitted batch job 755 +Submitted batch job 756 +Submitted batch job 757 +Submitted batch job 758 +Submitted batch job 759 +Submitted batch job 760 +Submitted batch job 761 +Submitted batch job 762 +Submitted batch job 763 +Submitted batch job 764 +Submitted batch job 765 +Submitted batch job 766 +Submitted batch job 767 +Submitted batch job 768 +Reconstructing DOsat from DO and vice-versa... +---> Training data... +---> Predict data... +Selecting which columns/vars/features to use for training and which go to ixy... +==================================== +Fri May 17 03:50:33 UTC 2024: Step 3: Launch jobs on cluster +=======> Deleting any existing data in /home/sfgary/dynamic-learning-rivers/ml_models/sl_0 +=======> Creating work dir: /home/sfgary/dynamic-learning-rivers/ml_models/sl_0 +======> Launching SuperLearner +WARNING: Target variable name is hard coded here! +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +=======> Deleting any existing data in /home/sfgary/dynamic-learning-rivers/ml_models/sl_1 +Submitted batch job 769 +=======> Creating work dir: /home/sfgary/dynamic-learning-rivers/ml_models/sl_1 +======> Launching SuperLearner +WARNING: Target variable name is hard coded here! +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +=======> Deleting any existing data in /home/sfgary/dynamic-learning-rivers/ml_models/sl_2 +Submitted batch job 770 +=======> Creating work dir: /home/sfgary/dynamic-learning-rivers/ml_models/sl_2 +======> Launching SuperLearner +WARNING: Target variable name is hard coded here! +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +=======> Deleting any existing data in /home/sfgary/dynamic-learning-rivers/ml_models/sl_3 +Submitted batch job 771 +=======> Creating work dir: /home/sfgary/dynamic-learning-rivers/ml_models/sl_3 +======> Launching SuperLearner +WARNING: Target variable name is hard coded here! +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +=======> Deleting any existing data in /home/sfgary/dynamic-learning-rivers/ml_models/sl_4 +Submitted batch job 772 +=======> Creating work dir: /home/sfgary/dynamic-learning-rivers/ml_models/sl_4 +======> Launching SuperLearner +WARNING: Target variable name is hard coded here! +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +=======> Deleting any existing data in /home/sfgary/dynamic-learning-rivers/ml_models/sl_5 +Submitted batch job 773 +=======> Creating work dir: /home/sfgary/dynamic-learning-rivers/ml_models/sl_5 +======> Launching SuperLearner +WARNING: Target variable name is hard coded here! +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +=======> Deleting any existing data in /home/sfgary/dynamic-learning-rivers/ml_models/sl_6 +Submitted batch job 774 +=======> Creating work dir: /home/sfgary/dynamic-learning-rivers/ml_models/sl_6 +======> Launching SuperLearner +WARNING: Target variable name is hard coded here! +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +=======> Deleting any existing data in /home/sfgary/dynamic-learning-rivers/ml_models/sl_7 +Submitted batch job 775 +=======> Creating work dir: /home/sfgary/dynamic-learning-rivers/ml_models/sl_7 +======> Launching SuperLearner +WARNING: Target variable name is hard coded here! +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +=======> Deleting any existing data in /home/sfgary/dynamic-learning-rivers/ml_models/sl_8 +Submitted batch job 776 +=======> Creating work dir: /home/sfgary/dynamic-learning-rivers/ml_models/sl_8 +======> Launching SuperLearner +WARNING: Target variable name is hard coded here! +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +=======> Deleting any existing data in /home/sfgary/dynamic-learning-rivers/ml_models/sl_9 +Submitted batch job 777 +=======> Creating work dir: /home/sfgary/dynamic-learning-rivers/ml_models/sl_9 +======> Launching SuperLearner +WARNING: Target variable name is hard coded here! +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +==================================== +Fri May 17 03:50:46 UTC 2024: Step 4: Monitor jobs on cluster +Fri May 17 03:50:46 UTC 2024: Monitor waiting 10 seconds... +Submitted batch job 778 +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:50:56 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:50:56 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:51:07 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:51:07 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:51:17 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:51:17 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:51:28 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:51:28 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:51:38 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:51:38 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:51:49 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:51:49 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:51:59 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:51:59 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:52:10 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:52:10 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:52:20 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:52:20 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:52:31 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:52:31 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:52:41 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:52:41 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:52:52 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:52:52 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:53:02 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:53:02 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:53:13 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:53:13 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:53:23 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:53:23 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:53:34 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:53:34 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:53:44 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:53:44 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:53:55 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:53:55 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:54:05 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:54:05 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:54:16 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:54:16 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:54:26 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:54:26 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:54:37 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:54:37 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:54:47 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:54:47 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:54:58 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:54:58 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:55:08 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:55:08 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:55:19 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:55:19 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:55:29 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:55:29 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:55:40 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:55:40 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:55:50 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:55:50 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:56:01 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:56:01 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:56:11 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:56:11 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:56:22 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:56:22 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:56:33 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:56:33 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:56:43 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:56:43 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:56:54 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:56:54 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:57:04 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:57:04 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:57:15 UTC 2024: Found 11 lines in squeue. +Fri May 17 03:57:15 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:57:25 UTC 2024: Found 10 lines in squeue. +Fri May 17 03:57:25 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:57:36 UTC 2024: Found 10 lines in squeue. +Fri May 17 03:57:36 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:57:46 UTC 2024: Found 10 lines in squeue. +Fri May 17 03:57:46 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:57:57 UTC 2024: Found 10 lines in squeue. +Fri May 17 03:57:57 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:58:07 UTC 2024: Found 10 lines in squeue. +Fri May 17 03:58:07 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:58:18 UTC 2024: Found 10 lines in squeue. +Fri May 17 03:58:18 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:58:28 UTC 2024: Found 10 lines in squeue. +Fri May 17 03:58:28 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:58:39 UTC 2024: Found 10 lines in squeue. +Fri May 17 03:58:39 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:58:49 UTC 2024: Found 9 lines in squeue. +Fri May 17 03:58:49 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:59:00 UTC 2024: Found 9 lines in squeue. +Fri May 17 03:59:00 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:59:10 UTC 2024: Found 9 lines in squeue. +Fri May 17 03:59:10 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:59:21 UTC 2024: Found 8 lines in squeue. +Fri May 17 03:59:21 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:59:31 UTC 2024: Found 8 lines in squeue. +Fri May 17 03:59:31 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:59:42 UTC 2024: Found 8 lines in squeue. +Fri May 17 03:59:42 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 03:59:52 UTC 2024: Found 8 lines in squeue. +Fri May 17 03:59:52 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:00:03 UTC 2024: Found 7 lines in squeue. +Fri May 17 04:00:03 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:00:13 UTC 2024: Found 7 lines in squeue. +Fri May 17 04:00:13 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:00:24 UTC 2024: Found 7 lines in squeue. +Fri May 17 04:00:24 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:00:34 UTC 2024: Found 6 lines in squeue. +Fri May 17 04:00:34 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:00:45 UTC 2024: Found 5 lines in squeue. +Fri May 17 04:00:45 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:00:55 UTC 2024: Found 5 lines in squeue. +Fri May 17 04:00:55 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:01:06 UTC 2024: Found 5 lines in squeue. +Fri May 17 04:01:06 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:01:16 UTC 2024: Found 5 lines in squeue. +Fri May 17 04:01:16 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:01:27 UTC 2024: Found 5 lines in squeue. +Fri May 17 04:01:27 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:01:37 UTC 2024: Found 5 lines in squeue. +Fri May 17 04:01:37 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:01:48 UTC 2024: Found 5 lines in squeue. +Fri May 17 04:01:48 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:01:58 UTC 2024: Found 4 lines in squeue. +Fri May 17 04:01:58 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:02:09 UTC 2024: Found 2 lines in squeue. +Fri May 17 04:02:09 UTC 2024: Monitor waiting 10 seconds... +Warning: Permanently added '34.173.76.34' (ED25519) to the list of known hosts. +Fri May 17 04:02:19 UTC 2024: Found 1 lines in squeue. +Fri May 17 04:02:19 UTC 2024: No more pending jobs in squeue. Stage SLURM logs back. +==================================== +Fri May 17 04:02:20 UTC 2024: Step 5: Postprocessing/ +../ml_models/sl_0 +../ml_models/sl_1 +../ml_models/sl_2 +../ml_models/sl_3 +../ml_models/sl_4 +../ml_models/sl_5 +../ml_models/sl_6 +../ml_models/sl_7 +../ml_models/sl_8 +../ml_models/sl_9 +Writing mean/std hold-out score... +Finding mean/std of predictions... +Writing summary FPI results... +Maximum std/avg FPI ratio over all models: 0.21555258141691291 +======> Stage PW logs to remote repo for committing +sending incremental file list diff --git a/scripts/post_01_output_holdout_score.txt b/scripts/post_01_output_holdout_score.txt new file mode 100644 index 00000000..f3e630f9 --- /dev/null +++ b/scripts/post_01_output_holdout_score.txt @@ -0,0 +1,2 @@ +Avg: 0.7392394000155189 +Std: 0.06936807088200152 diff --git a/scripts/post_01_output_ml_predict_avg.csv b/scripts/post_01_output_ml_predict_avg.csv index c824c7f0..8b8d1c15 100644 --- a/scripts/post_01_output_ml_predict_avg.csv +++ b/scripts/post_01_output_ml_predict_avg.csv @@ -1,10482 +1,11179 @@ -Sample_ID,Sample_Longitude,Sample_Latitude,Respiration_Rate_mg_per_L_per_H,mean.error,predict.error,pca.dist,mean.error.scaled,pca.dist.scaled,combined.metric -100001,-67.9273612252,47.1601807342,-4.7510160077718515,2.016681994739873,18.65432340645241,1.2895060216089331,0.20065066526536599,0.0888351305392718,0.01782482804164048 -100002,-68.0024586084,46.8479089414,-9.39927217238981,1.8698962102589696,18.637024872501748,1.884564915757536,0.18298796084988658,0.1298292272355316,0.023757185550546463 -100003,-67.8319392853,46.7736187052,-9.027856729833585,1.8766999030352576,18.63754382167867,2.0141835880797694,0.19231182015654708,0.1387587641924089,0.02668495050451524 -100004,-67.2980373631,45.1687180464,-10.574953080438108,1.9323105675927679,18.644519634438414,1.363018878133801,0.19363112320873271,0.0938994916948353,0.01818186404559999 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+SP-64,-78.3708,38.44461,12.78,6.79,9.1, +SP-65,-95.2725,30.05111111,22.42,7.0,8.685, +SP-66,-79.182578,33.436432,19.6,6.68,6.58, +SP-67,-92.205328,38.752916,10.0,6.5,12.0, +SP-68,-92.327163,38.92475,9.0,6.5,8.0, +SP-69,-111.564533,41.875846,3.98,8.39,9.53, +SP-70,-111.580553,41.9502,2.72,7.98,10.6, +SP-71,-111.886928,41.720533,8.96,8.08,8.94, +SP-72,-111.795742,41.739034,6.45,8.16,10.79, +SP-73,-111.835096,41.721091,6.68,8.24,11.86, +SP-74,-123.448227,40.605435,15.541,6.5,9.162, +SP-75,-73.66748,42.70242,26.6,8.055,10.0, +SP-76,-73.6675,42.7025,26.7,7.8,7.5, +SP-77,-73.631389,42.732778,28.7,6.76,8.5, +SP-78,-73.63141,42.73264,25.4,7.66,10.0, diff --git a/scripts/prep_03_output_colocated_train.csv b/scripts/prep_03_output_colocated_train.csv index 87af0737..0b8c907a 100644 --- a/scripts/prep_03_output_colocated_train.csv +++ b/scripts/prep_03_output_colocated_train.csv @@ -1,502 +1,688 @@ Sample_ID GL_lon GL_lat RA_cms_cyr RA_cms_cmn RA_cms_cmx RA_SO RA_dm RA_lm my_lm RA_xam2 run_mm_cyr dor_pc_pva gwt_cm_cav ele_mt_cav slp_dg_cav sgr_dk_rav tmp_dc_cyr tmp_dc_cdi tmp_dc_uyr pre_mm_cyr pre_mm_cdi pre_mm_uyr aet_mm_cyr aet_mm_cdi aet_mm_uyr cmi_ix_cyr cmi_ix_cdi cmi_ix_uyr snw_pc_cyr snw_pc_cmx snw_pc_uyr for_pc_cse for_pc_use crp_pc_cse crp_pc_use pst_pc_cse pst_pc_use ire_pc_cse ire_pc_use gla_pc_cse gla_pc_use prm_pc_cse prm_pc_use pac_pc_cse pac_pc_use cly_pc_cav cly_pc_uav slt_pc_cav slt_pc_uav snd_pc_cav snd_pc_uav soc_th_cav soc_th_uav swc_pc_cyr swc_pc_cdi swc_pc_uyr kar_pc_cse kar_pc_use ero_kh_cav ero_kh_uav pop_ct_csu pop_ct_usu ppd_pk_cav ppd_pk_uav urb_pc_cse urb_pc_use nli_ix_cav nli_ix_uav rdd_mk_cav rdd_mk_uav hft_ix_c09 hft_ix_u09 gdp_md_cav gdp_md_usu hdi_ix_cav dist_m RA_lon RA_lat -SSS035-2 -121.104 47.3956 15.098 3.918 25.578 4 0.871958 1.39 1390.44643265 17.7842 1036 0 329 1013 154 94 51 184 32 1570 241 1888 548 85 520 50 176 66 44 94 51 90 79 0 0 0 1 0 0 0 0 0 0 0 61 9 9 47 47 44 43 93 102 84 48 90 0 1 3688 9960 0.000 0.004 0.021 0.010 0 0 0 0 142 7 22 19 0.055867 0.232371 948 460.673202912 -121.097916667 47.3956001609 -CM_028-1 -96.57826799 28.83182444 65.747 20.168 92.833 5 1.55837 3.40 3388.59347405 55.3588 371 122 32 11 3 12 210 170 204 1062 103 995 899 55 842 -24 65 -33 0 0 0 69 20 48 39 38 49 3 3 0 0 0 0 0 0 30 25 33 37 37 38 27 11 67 24 59 0 0 2662 3755 0.358 46.621 27.287 8.091 0 0 1297 600 131 178 119 73 0.049515 2327.78 908 44.6619521928 -96.5779242592 28.8320909631 -S19S_0060-U -119.4772256 46.2530248 0.062 0.005 0.234 2 0.162217 5.52 5530.88597463 0.246558 24 0 1021 263 73 62 111 220 107 209 27 224 185 32 197 -81 153 -79 1 8 2 53 16 45 60 9 7 34 26 0 0 0 0 0 0 16 16 38 37 46 47 17 17 20 25 22 0 0 837 748 0.294 0.867 17.348 10.139 0 0 1470 1400 246 256 150 106 0.055867 99.6699 948 333.238648798 -119.472916667 46.2530248809 -CM_007-1 -121.580361 39.007299 231.356 21.777 576.267 5 3.01622 5.13 5124.58456406 285.053 278 1152 15 13 0 2 165 183 94 499 99 1014 421 69 585 -65 165 -12 0 2 24 88 90 55 6 10 7 77 5 0 0 0 0 25 5 17 15 34 32 49 52 15 45 36 65 62 0 3 689 1398 0.094 205.873 7.791 14.728 0 1 1099 300 543 256 121 47 0.055768 12131.4 951 132.46895358 -121.581565667 39.0065656899 -CM_013-2 -83.1577589 41.309341 25.013 12.175 71.991 4 1.37035 4.52 4519.77211265 44.1967 231 0 7 200 1 9 98 271 97 881 51 918 738 107 762 -11 118 -10 15 73 15 0 2 71 75 1 1 0 0 0 0 0 0 0 0 21 24 42 51 37 25 25 24 79 40 79 100 75 4072 5710 0.553 92.479 24.683 30.178 0 1 1915 1600 624 428 205 171 0.047436 4252.01 925 126.643161543 -83.15625 41.3093410099 -SSS003-3 -120.4811 46.2059 0.881 0.102 2.686 2 0.441065 5.06 5068.89540183 2.29249 71 0 547 444 66 115 97 220 70 262 39 561 228 40 397 -75 168 -36 4 26 20 0 34 4 3 96 77 0 0 0 0 0 0 0 0 20 18 40 42 40 41 19 50 25 34 53 0 0 958 780 0.000 0.000 0.000 0.001 0 0 0 0 92 16 61 36 0.055867 0.003881 948 277.453416472 -120.478153244 46.2073201871 -CM_075-2 -82.927775 29.953092 195.631 126.660 333.854 6 2.51528 1.48 1476.66677688 174.336 378 0 4 10 0 0 202 155 193 1214 128 1286 1027 77 1087 -21 85 -13 0 0 0 0 62 6 21 26 4 4 7 0 0 0 0 0 9 20 18 31 30 48 52 41 44 68 24 75 100 100 309 2438 0.307 379.496 132.235 18.967 0 1 2485 800 264 302 313 85 0.050123 18428 892 23.0593328939 -82.9279552646 29.9529553043 -CM_079-1 -81.64963 26.72027 154.391 127.115 178.293 5 1.983 3.93 3934.31596779 99.5232 363 2530 8 10 3 5 229 108 225 1310 192 1230 1109 87 1041 -18 98 -22 0 0 0 0 18 14 21 18 40 18 12 0 0 0 0 0 3 16 16 28 26 55 56 51 48 70 46 66 100 100 576 1667 0.390 1081.500 32.611 71.784 0 6 3928 1300 824 724 118 102 0.050123 62533.5 892 167.839303313 -81.6496299223 26.7187504264 -CM_080-1 -92.590164 30.189567 79.409 37.988 134.349 5 1.78055 4.73 4724.87011062 77.3465 736 12 7 6 3 8 196 177 193 1518 51 1528 1170 81 1168 9 84 7 0 0 0 8 27 65 45 5 5 17 16 0 0 0 0 0 0 23 23 46 45 31 33 31 19 87 25 85 0 0 8051 8534 0.645 115.287 48.407 31.468 0 1 2118 1300 1365 538 239 110 0.048587 5151.75 795 259.358192593 -92.5921983204 30.1880317104 -CM_039-1 -97.69147 30.24565 98.731 53.987 164.191 6 1.89367 7.86 7867.02824835 91.9757 193 3746 157 165 13 11 201 196 174 813 73 559 688 59 473 -45 81 -63 0 3 0 51 9 11 21 10 65 0 4 0 0 0 0 0 0 37 24 34 35 29 41 11 12 49 26 32 100 37 534 1190 77.855 1241.871 1911.477 12.972 96 1 6299 500 7615 222 369 61 0.049515 61859.3 908 250.694763711 -97.6914701383 30.2479171209 -CM_005-2 -122.58061 48.81862 67.434 26.002 95.741 4 1.5834 5.24 5242.49910289 57.6824 922 0 72 17 10 11 98 135 68 948 98 1508 563 81 582 18 165 51 5 22 30 0 71 44 11 5 1 13 5 0 2 0 0 0 16 11 9 33 41 56 49 56 104 80 52 88 0 19 433 2920 6.263 101.506 450.464 48.395 32 2 4837 900 1869 284 363 82 0.055867 5175.5 948 259.842416694 -122.577083333 48.8186200538 -CM_027-2 -95.28318 29.33381 4.739 2.210 7.034 2 0.537201 2.77 2766.91501823 5.66679 517 0 24 12 4 7 203 171 203 1260 99 1224 1065 66 1035 -6 77 -10 0 0 0 48 3 35 35 53 55 4 5 0 0 0 0 0 0 32 32 33 34 35 34 21 20 82 32 79 0 0 1136 2228 0.693 40.798 60.595 132.163 0 11 2170 3200 284 1139 210 234 0.049515 2541.43 908 217.395668007 -95.2854166667 29.3338100186 -S19S_0019-M -84.2789099 35.956601 0.158 0.065 0.311 1 0.15438 1.75 1752.65647234 0.725143 757 0 299 294 49 46 138 226 138 1360 65 1360 972 104 972 9 114 9 0 2 0 95 95 8 8 4 4 0 0 0 0 0 0 0 0 24 24 40 40 36 36 40 40 83 37 82 0 0 482 482 0.002 0.002 1.882 1.883 0 0 3434 3400 437 437 215 215 0.045808 0 810 1486.84976247 -84.2645833333 35.95 -CM_024-2 -84.41527 33.68401 0.251 0.078 0.557 1 0.15764 2.56 2556.06197664 0.991406 516 0 142 299 18 21 160 206 160 1285 67 1285 976 98 976 0 111 0 0 0 0 15 15 0 0 0 0 0 0 0 0 0 0 0 0 20 20 35 35 46 46 25 25 79 40 79 0 0 33 33 15.151 15.151 984.224 984.228 100 100 6300 6300 8999 8998 413 413 0.04558 747.091 921 300.65126456 -84.4125 33.6854166667 -S19S_0016-U -96.60276 39.10415 0.117 0.054 0.249 1 0.127298 4.86 4861.27799243 0.376132 173 0 326 379 30 60 121 291 121 866 117 866 735 100 735 -25 63 -25 2 12 2 0 0 33 33 14 14 2 2 0 0 0 0 79 79 25 25 49 49 25 25 25 25 65 14 65 100 100 2184 2184 0.028 0.028 1.287 1.286 0 0 690 700 343 343 63 63 0.051129 1.29663 934 94.9125747227 -96.6036247843 39.1036250961 -CM_005-1 -122.58061 48.81862 67.434 26.002 95.741 4 1.5834 5.24 5242.49910289 57.6824 922 0 72 17 10 11 98 135 68 948 98 1508 563 81 582 18 165 51 5 22 30 0 71 44 11 5 1 13 5 0 2 0 0 0 16 11 9 33 41 56 49 56 104 80 52 88 0 19 433 2920 6.263 101.506 450.464 48.395 32 2 4837 900 1869 284 363 82 0.055867 5175.5 948 259.842416694 -122.577083333 48.8186200538 -SSS010-3 -121.0675 46.8095 4.006 0.935 7.756 3 0.558143 1.27 1271.40858359 6.15276 460 0 640 1059 125 449 55 190 32 1003 158 1717 508 78 518 17 182 59 38 90 41 88 90 0 0 8 26 0 0 0 0 0 0 0 83 7 8 42 45 51 48 96 119 75 62 87 0 0 7627 7828 0.001 0.026 0.143 0.107 0 0 0 0 0 1 25 28 0.055867 3.46763 948 102.027549369 -121.067499979 46.8104169623 -CM_076-2 -94.8625 39.76778 1601.204 654.548 3236.573 8 5.47744 2.44 2436.1890448 1341.03 230 2136 72 266 19 8 118 295 65 908 97 447 770 103 385 -20 78 -55 3 18 17 14 13 17 32 2 50 0 4 0 0 0 0 0 4 23 18 47 38 31 44 18 20 70 18 40 0 11 1129 2171 3.575 7822.287 780.300 7.464 62 0 6300 400 4274 125 436 51 0.048272 435195 906 75.5962741364 -94.8631977287 39.7673644679 -CM_018-3 -102.126046 41.316592 69.784 16.413 229.253 6 2.22074 0.58 579.631072695 124.438 21 1900 107 1014 15 0 92 284 60 426 69 372 366 60 323 -63 76 -63 4 22 20 0 17 35 11 39 75 4 6 0 0 0 0 0 3 18 17 38 36 44 47 19 21 31 10 33 0 9 1167 706 0.004 206.348 3.976 2.834 0 0 933 200 219 83 139 50 0.051859 11966.7 939 203.92346953 -102.127988083 41.3154881408 -S19S_0015-M -84.437802 31.184508 203.459 61.609 445.696 5 2.73729 6.10 6102.60695785 226.428 496 37 48 52 9 10 193 173 178 1336 92 1243 1107 96 1015 -11 102 -12 0 0 0 10 52 27 26 4 4 23 8 0 0 0 0 0 0 19 20 34 34 48 47 32 28 75 42 74 100 60 2283 2196 0.029 776.403 1.525 51.802 0 5 318 1300 177 581 87 123 0.04558 37019.5 921 106.671260202 -84.4369530268 31.183880523 -SSS047-2 -120.9213 47.1857 0.255 0.063 0.511 1 0.145937 3.30 3302.51216425 0.908788 495 0 576 817 93 113 64 203 64 828 129 828 498 82 498 -7 182 -7 26 89 26 67 67 2 2 1 1 5 5 0 0 0 0 0 0 7 7 43 43 50 50 86 86 68 69 68 0 0 1621 1621 0.206 0.206 12.596 12.594 0 0 1492 1500 271 270 70 70 0.055867 37.5827 948 700.945907671 -120.913677557 47.1821566327 -SSS044-3 -121.158 46.9754 6.439 1.594 11.136 3 0.675531 7.02 7029.50367166 8.46724 668 205 600 1120 155 114 50 181 36 1422 218 1909 536 83 535 47 178 64 39 81 45 100 98 0 0 0 23 0 0 0 0 0 0 43 77 7 7 46 44 47 49 117 134 82 51 89 0 0 3154 3536 0.000 0.027 0.016 0.092 0 0 0 0 123 22 37 22 0.055867 0.231557 948 4.14871128969 -121.157955119 46.9753789657 -CM_032-2 -96.798 46.804 29.932 23.879 34.188 5 1.08914 15.66 12697.8165594 23.1773 74 1810 6 275 1 3 52 360 53 527 76 560 454 82 481 -41 135 -38 26 100 26 0 23 70 72 0 5 1 2 0 0 0 0 0 34 15 17 39 38 46 43 30 34 54 17 56 0 4 959 1701 94.187 200.002 992.877 12.771 68 1 5880 700 6231 246 367 61 0.056199 12005.8 941 115.631091259 -96.799245846 46.8034125992 +SSS022-2 -121.1073 47.4636 0.538 0.147 0.910 2 0.264653 1.99 1993.28173575 0.880402 1190 0 487 1297 211 1522 36 179 25 1871 283 1911 528 86 507 66 170 69 48 92 51 100 94 0 0 0 0 0 0 0 0 0 0 100 99 9 11 48 50 43 39 130 127 90 36 92 0 0 2814 4964 0.000 0.000 0.002 0.018 0 0 0 0 0 0 20 20 0.055867 0 948 1559.62425122 -121.124379583 47.4714541062 +S19S_0052-M -74.69546 42.13233 2.006 0.923 7.205 2 0.600553 2.32 2315.50934798 5.61983 681 0 594 509 116 108 65 259 57 1088 47 1129 759 110 747 17 115 24 19 71 11 100 60 4 12 4 7 0 0 0 0 0 0 0 0 18 18 39 40 44 42 75 76 89 28 92 0 0 584 829 0.055 0.609 11.976 6.545 0 0 852 600 204 102 103 55 0.063747 29.618 952 141.717814311 -74.69375 42.1323300127 +SSS028-1 -120.8717 46.2902 0.259 0.043 0.677 1 0.165972 6.54 6551.8677472 0.730887 281 0 624 866 119 371 69 199 69 629 103 629 464 79 464 -30 184 -30 18 70 18 94 94 0 0 60 60 0 0 0 0 0 0 0 0 7 7 42 42 52 52 70 70 61 72 61 0 0 2336 2336 0.003 0.003 0.106 0.106 0 0 14 0 26 26 40 40 0.055867 0.015204 948 116.394884333 -120.872916667 46.2895833333 +CM_102-3 -106.52276 35.86754 0.020 0.006 0.049 1 0.0680952 2.13 2132.70394539 0.134272 34 0 676 2852 109 67 38 193 38 667 66 667 562 62 562 -30 123 -30 31 87 31 90 90 1 1 14 14 0 0 0 0 0 0 100 100 10 10 35 35 55 55 73 73 64 33 64 0 0 1064 1064 0.000 0.000 0.000 0.000 0 0 53 100 2 2 23 23 0.043737 0 889 1557.63339945 -106.5125 35.85625 +CM_072-6 -96.8252242 31.1355617 87.112 35.162 142.623 6 1.8436 13.47 13462.166426 81.3249 162 2883 58 105 6 6 196 201 169 898 71 640 760 67 542 -40 88 -56 0 0 0 0 8 45 41 35 47 7 10 0 0 0 0 0 0 22 23 39 37 39 40 8 10 54 32 38 0 18 5513 1753 0.043 1165.013 0.858 16.846 0 1 1 600 120 282 103 77 0.049515 58706.1 908 156.289058854 -96.8239812019 31.1364813134 +CM_070-3 -72.41875 43.71559 35.068 14.384 96.229 4 1.47626 3.31 3313.49964535 57.5384 567 0 307 288 87 15 59 280 51 1003 34 1104 708 107 719 8 130 21 28 88 28 100 97 10 7 4 4 0 0 0 0 0 0 14 5 10 10 36 37 54 53 81 86 85 37 89 0 61 538 434 0.342 22.036 22.896 12.469 0 0 827 600 232 205 115 74 0.052646 1108.82 948 3.06571998848e-07 -72.41875 43.71559 +S19S_0064-D -78.00803 40.61043 2.428 0.957 7.824 2 0.485342 7.81 7818.6965997 5.89309 495 0 354 289 64 13 98 252 95 975 40 986 772 106 769 -5 117 -3 5 28 8 85 91 26 22 2 2 0 0 0 0 0 0 0 0 19 19 41 42 40 40 38 39 81 41 82 51 36 2600 1589 0.430 1.220 11.971 8.032 0 0 697 700 170 195 85 69 0.053263 84.0968 943 1.46842427579 -78.0080299992 40.6104167708 +CM_053-3 -121.92839 45.79222 0.437 0.095 0.804 1 0.196746 4.16 4162.70905683 0.770433 1486 0 590 570 159 336 85 162 85 2437 404 2437 659 97 659 64 183 64 27 64 27 100 100 0 0 0 0 0 0 0 0 0 0 0 0 20 20 48 48 31 31 90 90 84 52 84 0 0 763 763 0.056 0.056 6.006 6.005 0 0 290 300 27 26 42 42 0.055867 4.65961 948 170.178344569 -121.928390036 45.7937500683 +S19S_0018-M -83.5044488 35.692083 0.398 0.192 0.768 1 0.190027 5.47 5471.80845863 0.776782 818 0 463 936 163 663 109 205 109 1527 61 1527 988 101 988 24 91 24 7 21 7 100 100 0 0 0 0 0 0 0 0 0 0 96 96 19 19 38 38 43 43 64 64 90 21 90 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-CM_064-2 -86.7497169 33.6052817 2.150 0.637 4.782 2 0.42026 14.17 14170.6766967 3.39915 615 0 173 191 35 30 164 212 163 1405 82 1415 1039 103 1040 4 111 5 0 1 0 6 11 1 2 1 1 0 0 0 0 0 0 0 0 22 24 37 37 41 39 26 26 81 40 81 4 44 1934 1665 14.632 62.023 304.837 559.875 38 62 6130 6200 7445 7015 379 363 0.043949 2271.01 803 107.204997607 -86.74971692 33.6062500568 +CM_045-1 -72.3303 42.47173 0.398 0.243 0.857 1 0.186982 5.58 5584.67337173 0.800538 690 0 548 279 54 176 72 269 72 1178 24 1178 779 112 779 20 123 20 27 91 27 83 83 4 4 1 1 0 0 0 0 0 0 0 0 6 6 32 32 61 61 74 74 88 31 88 0 0 132 132 0.256 0.256 14.043 14.041 0 0 781 800 158 158 79 79 0.067299 13.1113 954 131.814837033 -72.3303000213 42.47291668 +S19S_0007-D -119.195598 37.05255 1.244 0.206 3.237 2 0.33367 7.50 7498.54647476 2.72987 260 0 494 2007 112 273 79 155 58 877 158 818 563 77 531 -12 177 -8 33 90 41 99 96 0 0 5 8 0 0 0 0 0 0 0 9 11 12 27 27 61 61 54 46 64 75 66 0 0 1205 2141 0.006 0.006 0.147 0.049 0 0 0 0 5 10 3 3 0.055768 0.327264 951 3505.97670534 -119.15625 37.0525564973 +SSS022-3 -121.1073 47.4636 0.538 0.147 0.910 2 0.264653 1.99 1993.28173575 0.880402 1190 0 487 1297 211 1522 36 179 25 1871 283 1911 528 86 507 66 170 69 48 92 51 100 94 0 0 0 0 0 0 0 0 0 0 100 99 9 11 48 50 43 39 130 127 90 36 92 0 0 2814 4964 0.000 0.000 0.002 0.018 0 0 0 0 0 0 20 20 0.055867 0 948 1559.62425122 -121.124379583 47.4714541062 +CM_089-1 -116.831793 34.16866 0.146 0.010 0.654 1 0.156765 5.41 5401.73010868 0.745287 160 0 481 2672 174 972 56 155 56 761 121 761 548 71 548 -20 168 -20 28 75 28 100 100 2 2 12 12 0 0 0 0 0 0 86 86 11 11 28 28 61 61 58 58 63 67 63 0 0 6362 6364 0.010 0.010 0.387 0.387 0 0 550 600 39 38 23 23 0.055768 1.10489 951 32.1199740435 -116.831525131 34.1684749041 +S19S_0021-D -87.79835 32.54069 323.820 99.069 683.490 5 3.18825 4.74 4734.62663915 332.264 546 230 21 32 7 6 175 202 162 1384 80 1446 1049 102 1050 -2 114 6 0 1 0 70 80 19 11 20 7 0 0 0 0 0 0 0 1 19 22 37 37 44 41 40 32 77 44 81 89 14 287 1144 0.042 895.308 3.870 55.960 0 4 750 1400 535 614 74 113 0.043949 37905.4 803 40.7507646467 -87.7979166667 32.5406900007 +S19S_0016-M -96.60286 39.10429 0.117 0.054 0.249 1 0.127298 4.86 4861.27799243 0.376132 173 0 326 379 30 60 121 291 121 866 117 866 735 100 735 -25 63 -25 2 12 2 0 0 33 33 14 14 2 2 0 0 0 0 79 79 25 25 49 49 25 25 25 25 65 14 65 100 100 2184 2184 0.028 0.028 1.287 1.286 0 0 690 700 343 343 63 63 0.051129 1.29663 934 97.6429106211 -96.6037496622 39.1037499954 +S19S_0018-U -83.5041467 35.6918387 0.398 0.192 0.768 1 0.190027 5.47 5471.80845863 0.776782 818 0 463 936 163 663 109 205 109 1527 61 1527 988 101 988 24 91 24 7 21 7 100 100 0 0 0 0 0 0 0 0 0 0 96 96 19 19 38 38 43 43 64 64 90 21 90 0 0 794 794 0.326 0.326 21.214 21.208 0 0 1711 1700 342 342 111 111 0.045808 30.754 810 13.4558752681 -83.5042618511 35.6917620614 +SSS023-3 -120.6423 46.8986 0.643 0.128 1.584 1 0.20639 22.05 17787.8914058 1.15138 161 0 679 871 79 224 64 213 64 464 68 464 376 65 376 -47 180 -47 18 81 18 49 49 4 4 51 51 5 5 0 0 0 0 0 0 19 19 41 41 40 40 30 30 49 57 49 0 0 1256 1256 0.032 0.032 0.235 0.235 0 0 591 600 25 24 52 52 0.055867 2.08547 948 128.105766127 -120.640916551 46.8992499715 +CM_086-5 -121.433908 38.257823 66.581 6.647 174.302 5 1.94411 8.69 8693.91190942 97.4563 179 513 8 2 1 9 156 162 131 416 87 875 351 58 552 -70 160 -28 0 2 11 19 65 66 9 12 25 66 9 0 0 0 0 39 8 21 17 22 33 57 51 60 33 31 54 54 0 0 563 1685 1.511 198.765 41.703 37.777 0 2 1108 900 443 463 124 93 0.055768 12448.7 951 174.415722928 -121.433908211 38.256250252 +CM_107-2 -95.55825 29.7624 0.466 0.181 0.760 1 0.189314 12.03 11315.0764042 0.612635 379 0 9 34 2 8 202 179 202 1145 57 1145 967 68 967 -18 81 -18 0 0 0 0 0 4 4 9 9 0 0 0 0 0 0 0 0 26 26 38 38 36 36 10 10 73 33 73 0 0 912 912 32.838 32.838 837.172 837.259 100 100 6300 6300 8746 8746 359 359 0.049515 1584.18 908 193.583804362 -95.55625 29.762400015 +CM_097-2 -82.2833293 29.862373 0.134 0.104 0.179 1 0.112211 2.15 2144.719955 0.474419 289 0 20 42 0 27 201 150 201 1331 146 1331 1125 84 1125 -12 79 -12 0 0 0 100 100 14 14 21 21 2 2 0 0 0 0 0 0 18 18 27 27 55 55 29 29 76 23 76 100 100 108 108 0.015 0.015 0.989 0.989 0 0 478 500 170 170 59 59 0.050123 1.8265 892 293.693031674 -82.2810364157 29.8606309623 +CM_053-2 -121.92839 45.79222 0.437 0.095 0.804 1 0.196746 4.16 4162.70905683 0.770433 1486 0 590 570 159 336 85 162 85 2437 404 2437 659 97 659 64 183 64 27 64 27 100 100 0 0 0 0 0 0 0 0 0 0 0 0 20 20 48 48 31 31 90 90 84 52 84 0 0 763 763 0.056 0.056 6.006 6.005 0 0 290 300 27 26 42 42 0.055867 4.65961 948 170.178344569 -121.928390036 45.7937500683 +S19S_0023-U -102.44917 39.75854 0.010 0.000 0.272 3 0.169118 9.66 9671.39493059 0.311801 14 0 383 1221 16 34 101 262 93 428 70 399 366 59 343 -65 76 -67 6 26 7 0 0 15 50 60 37 6 5 0 0 0 0 64 2 18 21 34 38 47 41 15 19 29 8 28 0 0 895 558 0.005 1.104 0.121 0.392 0 0 68 0 137 68 30 28 0.055481 52.2801 951 208.312836813 -102.449170034 39.7604173304 +S19S_0069-M -123.734753 39.362129 0.309 0.027 0.847 1 0.19709 3.41 3414.80191105 0.992962 878 0 420 204 125 132 112 82 112 1167 209 1167 614 71 614 14 182 14 12 33 12 100 100 0 0 0 0 0 0 0 0 0 0 0 0 15 15 31 31 54 54 84 84 68 74 68 0 0 119 119 0.004 0.004 0.357 0.357 0 0 6 0 313 313 49 49 0.055768 0.506405 951 57.3117638785 -123.735416667 39.3621290019 +CM_104-2 -79.08539 33.56176 545.687 301.072 943.305 6 3.51716 11.41 11396.6637397 443.821 445 80 15 -1 1 0 176 190 156 1316 93 1197 1080 82 985 0 97 -9 1 4 1 99 46 3 20 0 3 0 1 0 0 0 0 61 2 15 19 32 35 53 46 55 32 85 28 79 0 5 142 1466 1.784 2558.763 31.211 63.433 2 4 2703 1800 4230 693 163 141 0.042583 122340 865 690.84229418 -79.0910949101 33.5577617377 diff --git a/scripts/prep_04_output_colocated_predict.csv b/scripts/prep_04_output_colocated_predict.csv index bedb770b..f5685acb 100644 --- a/scripts/prep_04_output_colocated_predict.csv +++ b/scripts/prep_04_output_colocated_predict.csv @@ -1,65 +1,78 @@ Sample_ID GL_lon GL_lat RA_cms_cyr RA_cms_cmn RA_cms_cmx RA_SO RA_dm RA_lm my_lm RA_xam2 run_mm_cyr dor_pc_pva gwt_cm_cav ele_mt_cav slp_dg_cav sgr_dk_rav tmp_dc_cyr tmp_dc_cdi tmp_dc_uyr pre_mm_cyr pre_mm_cdi pre_mm_uyr aet_mm_cyr aet_mm_cdi aet_mm_uyr cmi_ix_cyr cmi_ix_cdi cmi_ix_uyr snw_pc_cyr snw_pc_cmx snw_pc_uyr for_pc_cse for_pc_use crp_pc_cse crp_pc_use pst_pc_cse pst_pc_use ire_pc_cse ire_pc_use gla_pc_cse gla_pc_use prm_pc_cse prm_pc_use pac_pc_cse pac_pc_use cly_pc_cav cly_pc_uav slt_pc_cav slt_pc_uav snd_pc_cav snd_pc_uav soc_th_cav soc_th_uav swc_pc_cyr swc_pc_cdi swc_pc_uyr kar_pc_cse kar_pc_use ero_kh_cav ero_kh_uav pop_ct_csu pop_ct_usu ppd_pk_cav ppd_pk_uav urb_pc_cse urb_pc_use nli_ix_cav nli_ix_uav rdd_mk_cav rdd_mk_uav hft_ix_c09 hft_ix_u09 gdp_md_cav gdp_md_usu hdi_ix_cav dist_m RA_lon RA_lat -SP-42 -82.2683 29.8909 0.134 0.104 0.179 1 0.112211 2.15 2144.719955 0.474419 289 0 20 42 0 27 201 150 201 1331 146 1331 1125 84 1125 -12 79 -12 0 0 0 100 100 14 14 21 21 2 2 0 0 0 0 0 0 18 18 27 27 55 55 29 29 76 23 76 100 100 108 108 0.015 0.015 0.989 0.989 0 0 478 500 170 170 59 59 0.050123 1.8265 892 2756.54279962 -82.275 29.8666666667 -SP-56 -117.110272 32.780475 3.797 0.410 13.211 3 0.801836 1.99 1990.00704756 9.65427 90 2313 425 72 38 30 174 90 160 278 56 449 242 33 379 -76 99 -68 0 0 0 0 55 0 2 0 3 0 0 0 0 0 0 3 8 21 15 33 27 46 58 12 20 22 31 30 0 0 1 1850 9.875 404.491 2335.151 385.193 100 22 6300 2500 9600 2121 380 155 0.055768 21882.8 951 85.7812159714 -117.110271999 32.7812500689 -SP-34 -82.2 29.9683 0.955 0.754 1.270 1 0.174796 15.69 10718.8972545 0.914085 289 0 15 48 0 8 200 150 200 1332 148 1332 1127 84 1127 -11 77 -11 0 0 0 81 81 3 3 7 7 1 1 0 0 0 0 0 0 18 18 29 28 53 52 33 33 77 22 77 100 100 300 300 8.591 8.591 83.764 83.764 0 0 2411 2400 808 807 193 193 0.050123 448.129 892 3770.14285796 -82.1729166667 29.94375 -SP-3 -99.161385 40.077165 22.367 7.192 73.305 6 1.44019 2.00 2004.4477248 44.9195 68 3156 152 598 12 15 104 296 100 599 89 479 512 76 410 -49 59 -60 6 34 6 0 1 47 57 42 32 21 14 0 0 0 0 0 0 26 20 43 38 31 42 20 16 44 5 33 100 5 6465 2016 0.001 92.106 0.096 1.719 0 0 575 100 64 81 124 54 0.051859 4838.39 939 973.058307429 -99.1645833333 40.06875 -SP-9 -123.275026 44.55593 1.612 0.321 3.438 2 0.458276 1.14 1138.61819696 2.9386 1159 0 10 73 8 18 112 146 105 1108 184 1321 601 86 622 8 184 22 6 25 12 100 63 54 23 36 15 9 4 0 0 0 0 0 0 15 19 36 40 49 41 30 51 70 72 73 0 0 351 1457 3.548 14.219 1928.633 337.067 90 23 6192 3500 4447 2277 452 234 0.047639 462.92 928 382.310948966 -123.278932428 44.553932728 -SP-43 -82.2105 29.9499 0.955 0.754 1.270 1 0.174796 15.69 7101.51541277 0.914085 289 0 15 48 0 8 200 150 200 1332 148 1332 1127 84 1127 -11 77 -11 0 0 0 81 81 3 3 7 7 1 1 0 0 0 0 0 0 18 18 29 28 53 52 33 33 77 22 77 100 100 300 300 8.591 8.591 83.764 83.764 0 0 2411 2400 808 807 193 193 0.050123 448.129 892 3181.72687735 -82.1856305305 29.9310382953 -SP-47 -82.7982 29.9365 41.591 31.135 56.389 4 1.30744 4.04 4038.90872111 35.3785 375 0 7 11 0 0 202 154 201 1231 131 1318 1042 79 1114 -21 82 -14 0 0 0 100 69 4 11 4 15 3 3 0 0 0 0 6 0 22 18 32 29 46 53 37 32 68 23 74 100 100 112 486 0.419 160.436 28.790 39.584 0 1 797 1400 174 587 92 125 0.050123 8400.62 892 119.780323917 -82.7982000194 29.9354166709 SP-11 -106.950572 38.923901 0.834 0.151 3.385 2 0.329494 12.47 12473.784932 2.50489 207 0 489 3083 157 123 -2 239 -10 571 26 624 470 74 483 -27 155 -13 49 100 55 97 93 1 1 23 24 1 0 0 0 7 17 10 44 13 13 39 38 48 49 47 49 65 41 72 0 0 3098 6689 0.150 0.180 2.720 1.433 0 0 566 300 110 93 30 29 0.055481 9.64689 951 109.187047181 -106.950571992 38.9229166838 -SP-23 -121.53994 38.97338 20.924 1.851 56.946 4 1.30307 5.08 5077.53367265 35.7037 285 319 8 15 1 6 165 184 145 511 102 1049 431 71 613 -64 167 -19 0 3 4 21 76 56 12 13 20 77 14 0 0 0 0 4 5 19 19 35 36 46 46 14 32 37 66 58 0 0 922 1049 0.543 69.936 35.257 59.589 0 2 1124 1000 522 716 144 98 0.055768 4025.55 951 60.0060976234 -121.539583333 38.9729166667 -SP-57 -117.104078 32.783567 3.797 0.410 13.211 3 0.801836 1.99 1990.00704756 9.65427 90 2313 425 72 38 30 174 90 160 278 56 449 242 33 379 -76 99 -68 0 0 0 0 55 0 2 0 3 0 0 0 0 0 0 3 8 21 15 33 27 46 58 12 20 22 31 30 0 0 1 1850 9.875 404.491 2335.151 385.193 100 22 6300 2500 9600 2121 380 155 0.055768 21882.8 951 10.3704849702 -117.10399342 32.7835066457 -SP-44 -82.6819 29.8325 25.486 19.451 34.303 4 1.0125 7.76 7760.65171886 22.7134 375 0 9 19 0 1 203 151 201 1288 146 1335 1086 85 1129 -17 79 -12 0 0 0 40 85 12 11 16 16 5 2 0 0 0 0 0 0 21 17 31 28 48 54 33 34 71 21 76 100 100 351 362 2.681 82.978 62.442 32.070 0 0 1681 1300 738 529 174 116 0.050123 4224.87 892 43.6764318746 -82.6822408527 29.832240896 -SP-28 -88.433519 33.453633 320.405 87.257 661.207 6 3.12377 2.46 2453.09682937 322.231 672 37 12 52 6 4 169 212 162 1403 74 1440 1042 110 1042 2 118 5 0 1 0 93 63 12 18 5 8 1 1 0 0 0 0 0 0 22 24 34 37 44 40 33 28 79 44 80 100 37 328 1476 0.006 351.928 0.810 25.791 0 1 1264 1100 1035 334 108 97 0.040758 14374.8 793 176.648737101 -88.4354166667 33.4536330145 -SP-33 -95.2857911 39.0926023 0.408 0.212 0.767 1 0.200467 16.59 16578.0308414 0.621218 235 0 159 321 24 35 125 283 125 968 116 968 819 108 819 -15 80 -15 4 19 4 0 0 64 64 19 19 1 1 0 0 0 0 0 0 26 26 51 51 22 22 23 23 75 19 75 0 0 5940 5940 0.332 0.332 6.128 6.128 0 0 744 700 230 230 69 69 0.051129 20.6882 934 32.4573831632 -95.2854166667 39.0926023006 -SP-31 -89.834233 30.765533 305.716 96.333 570.782 5 3.00126 4.30 4291.01045305 282.39 625 440 19 31 5 7 191 180 177 1593 79 1473 1195 94 1102 8 94 3 0 1 1 78 87 10 10 21 7 0 0 0 0 0 0 54 0 16 19 35 36 48 45 74 30 84 30 80 0 8 302 585 0.905 604.939 91.313 35.805 12 2 3069 1100 1042 427 240 96 0.042933 25758.9 794 304.530989879 -89.83125 30.7645833333 -SP-4 -79.04419 33.83207 2.208 1.516 3.379 2 0.454634 2.59 2591.58308685 2.87876 460 0 2 2 2 12 174 196 173 1287 95 1276 1071 87 1067 -4 96 -5 0 2 0 100 28 8 18 1 1 1 2 0 0 0 0 0 0 18 20 33 36 49 45 34 29 83 29 82 0 0 42 870 2.148 16.314 367.817 108.537 38 6 5788 3600 1868 863 361 233 0.042583 774.504 865 40.7815597955 -79.04375 33.8320700008 -SP-6 -92.656935 45.456254 129.688 108.069 149.784 5 1.88935 4.83 4838.66061471 85.1184 253 38 151 273 34 2 60 340 48 776 93 758 657 108 641 -14 118 -14 11 69 21 67 86 30 12 5 3 1 0 0 0 0 0 29 8 16 12 45 39 39 49 40 54 78 27 78 100 6 1005 541 0.145 186.247 12.466 13.322 0 0 1495 900 209 212 152 67 0.05307 10901.8 948 43.699537574 -92.6564790938 45.4564798387 -SP-2 -101.989284 41.293016 80.426 19.409 254.655 6 2.25761 2.67 2672.61104551 136.86 13 1649 208 1030 14 0 90 285 60 431 64 373 370 60 324 -62 76 -63 5 23 20 0 17 19 11 60 75 1 6 0 0 0 0 17 3 20 17 40 36 40 47 23 21 32 11 33 0 9 941 710 0.038 206.607 2.866 2.808 0 0 183 200 111 83 85 50 0.051859 11979.7 939 381.105344073 -101.989284124 41.2895834778 -SP-63 -78.8105 38.1583 0.240 0.081 0.616 1 0.179817 5.88 5878.95646288 0.668197 401 0 369 570 97 188 110 229 110 1093 34 1093 852 96 852 -1 106 -1 4 18 4 100 100 2 2 8 8 0 0 0 0 0 0 56 56 21 21 39 39 41 41 45 45 83 37 83 100 100 631 631 0.705 0.705 37.355 37.352 0 0 811 800 241 241 96 96 0.058068 47.3591 950 234.739071565 -78.8105000324 38.1604167763 -SP-48 -82.9382 29.5861 0.323 0.230 0.436 1 0.140445 5.87 5865.18554802 0.527087 393 0 3 11 0 12 203 149 203 941 105 941 794 59 794 -40 79 -40 0 0 0 4 4 14 14 4 4 7 7 0 0 0 0 0 0 23 23 32 32 45 45 29 29 52 20 52 100 100 1177 1177 1.550 1.550 60.253 60.254 0 0 1754 1800 311 311 201 201 0.050123 59.6095 892 134.12647014 -82.9395833333 29.5861000072 -SP-65 -95.2725 30.05111111 25.288 6.410 49.185 4 1.23376 4.77 4760.46265507 31.1931 457 1129 21 30 7 6 201 180 196 1233 55 1144 1042 77 967 -14 89 -22 0 1 0 25 73 1 11 2 21 0 0 0 0 0 0 0 12 21 21 37 36 43 42 19 15 76 37 69 0 0 1133 1590 4.546 210.967 306.676 90.302 29 7 5928 2300 3995 886 347 146 0.049515 12241.3 908 40.3983782946 -95.2721837564 30.0513504579 -SP-29 -88.776194 33.289214 20.637 5.354 44.153 4 1.23238 2.93 2930.36601034 28.3532 652 0 53 80 9 31 169 207 167 1404 72 1418 1038 107 1045 2 120 3 0 1 1 100 92 7 8 5 5 0 0 0 0 0 0 86 17 23 20 44 38 34 41 35 31 80 45 80 100 21 166 370 0.001 16.305 0.268 16.179 0 1 15 700 163 194 32 68 0.040758 720.137 793 40.8897979364 -88.7761940312 33.2895833895 -SP-12 -107.023765 38.907533 0.549 0.101 2.157 2 0.367603 6.14 6141.97429499 1.83322 202 0 677 2905 154 42 5 245 -7 549 27 609 461 73 485 -34 157 -18 46 99 55 100 92 1 1 22 26 1 0 0 0 1 10 10 27 11 11 37 38 52 51 59 49 60 42 71 0 0 1956 5763 0.046 0.063 3.372 0.727 0 0 1300 300 134 69 54 29 0.055481 2.25974 951 29.716149284 -107.024034709 38.9073683379 -SP-10 -111.093889 32.351111 2.734 0.596 7.931 5 0.706993 1.00 998.040682806 6.066 15 0 31 654 6 20 206 204 169 309 50 451 260 19 381 -82 98 -70 0 0 0 0 50 1 1 57 52 7 1 0 0 0 0 0 10 18 19 30 32 52 48 7 16 16 15 28 0 2 1249 3740 0.294 1157.894 251.050 129.598 4 9 6300 1300 2438 1030 321 110 0.045307 49952.5 932 108.391634182 -111.09375 32.3520833333 -SP-22 -87.657803 32.854756 4.105 1.101 9.346 3 0.591328 7.07 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1326 1126 85 1121 -12 79 -11 0 0 0 85 85 18 8 41 18 4 1 0 0 0 0 0 0 19 18 30 28 51 53 25 30 75 22 76 100 100 380 281 0.779 20.908 19.263 31.089 0 0 960 1300 317 616 89 113 0.050123 1038 892 2353.12539081 -82.3376769948 29.8793440497 +SP-61 -121.9277778 42.12805556 53.305 19.237 119.888 6 1.70247 19.95 19958.7193146 70.3979 207 409 282 1306 45 22 77 202 59 414 63 599 354 54 450 -61 169 -40 17 77 32 56 67 16 4 13 14 30 4 0 0 0 0 1 10 15 12 44 35 41 51 42 46 39 49 53 0 0 488 442 2.232 53.934 25.033 5.611 0 0 839 200 248 105 52 27 0.047639 2517.48 928 18.3583189534 -121.927955632 42.1279570141 diff --git a/scripts/prep_06_output_final_predict.csv b/scripts/prep_06_output_final_predict.csv index dadd7411..7f5590ab 100644 --- a/scripts/prep_06_output_final_predict.csv +++ b/scripts/prep_06_output_final_predict.csv @@ -1,10586 +1,11289 @@ 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