[2021/01/18-08:55:05.054] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.prediction] - ****************************************** [2021/01/18-08:55:05.055] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.prediction] - ** Start train session s5 [2021/01/18-08:55:05.056] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.prediction] - ****************************************** [2021/01/18-08:55:05.059] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.splits] T-vU1kvnnc - [ct: 5] Search for split: p=type=EXPLICIT_FILTERING_TWO_DATASETS,trainSet=tr_p04_1hr_sh_window_2months_pred,trainSel=method=full,trainFilter=null,testSet=te_p04_1hr_sh_window_2months_pred,testSel=method=full,testFilter=null i=a1f37914b226947fe244771b31015664-0 [2021/01/18-08:55:05.063] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.splits] T-vU1kvnnc - [ct: 9] Search for split: p=type=EXPLICIT_FILTERING_TWO_DATASETS,trainSet=tr_p04_1hr_sh_window_2months_pred,trainSel=method=full,trainFilter=null,testSet=te_p04_1hr_sh_window_2months_pred,testSel=method=full,testFilter=null i=a1f37914b226947fe244771b31015664-0 [2021/01/18-08:55:05.066] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.splits] T-vU1kvnnc - [ct: 12] Search for split: p=type=EXPLICIT_FILTERING_TWO_DATASETS,trainSet=tr_p04_1hr_sh_window_2months_pred,trainSel=method=full,trainFilter=null,testSet=te_p04_1hr_sh_window_2months_pred,testSel=method=full,testFilter=null i=a1f37914b226947fe244771b31015664-0 [2021/01/18-08:55:05.068] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.ml.python] T-vU1kvnnc - Joining processing thread ... [2021/01/18-08:55:10.934] [MRT-531207] [INFO] [dku.analysis.ml.python] - Running a preprocessing set: pp4 in /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4 [2021/01/18-08:55:10.934] [MRT-531207] [INFO] [dku.block.link] - Started a socket on port 34289 [2021/01/18-08:55:10.935] [MRT-531207] [INFO] [dku.ml.kernel] - Writing output of python-single-command-kernel to /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/train.log [2021/01/18-08:55:10.935] [MRT-531207] [INFO] [dku.code.envs.resolution] - Executing Python activity in builtin env [2021/01/18-08:55:10.935] [MRT-531207] [INFO] [dku.code.projectLibs] - EXTERNAL LIBS FROM SS_OLF2_DEPROPANIZER is {"gitReferences":{},"pythonPath":["python"],"rsrcPath":["R"],"importLibrariesFromProjects":[]} [2021/01/18-08:55:10.936] [MRT-531207] [DEBUG] [dku.code.projectLibs] - Impersonation enabled, copying project SS_OLF2_DEPROPANIZER lib chunk /dataiku/design/config/projects/SS_OLF2_DEPROPANIZER/lib/python to /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/project-python-libs/SS_OLF2_DEPROPANIZER/python [2021/01/18-08:55:10.937] [MRT-531207] [INFO] [dku.code.projectLibs] - chunkFolder is /dataiku/design/config/projects/SS_OLF2_DEPROPANIZER/lib/R [2021/01/18-08:55:10.938] [MRT-531207] [DEBUG] [dku.code.projectLibs] - Impersonation enabled, copying project lib chunk /dataiku/design/config/projects/SS_OLF2_DEPROPANIZER/lib/R to /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/project-r-src/R [2021/01/18-08:55:10.939] [MRT-531207] [INFO] [dku.python.single_command.kernel] - Starting Python process for kernel python-single-command-kernel [2021/01/18-08:55:10.939] [MRT-531207] [INFO] [dip.tickets] - Creating API ticket for analysis-ml-SS_OLF2_DEPROPANIZER-JDkv1Dq on behalf of dubeynn id=analysis-ml-SS_OLF2_DEPROPANIZER-JDkv1Dq_eJO0pT5cng8g [2021/01/18-08:55:10.942] [MRT-531207] [INFO] [dku.security.process] - Setting exclusive access on /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4 [2021/01/18-08:55:10.943] [MRT-531207] [DEBUG] [dku.security.fsacl] - exec chown: sudo -n /etc/dataiku-security/VabmeV7xFUyOy63nZJPqjssb/execwrapper.sh acls chown --path /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4 --owner dubeynn [2021/01/18-08:55:10.986] [null-err-531257] [INFO] [dku.utils] - 2021-01-18 08:55:10,986 7255 INFO Reading security conf from /etc/dataiku-security/VabmeV7xFUyOy63nZJPqjssb [2021/01/18-08:55:10.986] [null-err-531257] [INFO] [dku.utils] - 2021-01-18 08:55:10,986 7255 INFO Allowed path: /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4 in /dataiku/design [2021/01/18-08:55:10.986] [null-err-531257] [INFO] [dku.utils] - 2021-01-18 08:55:10,986 7255 INFO Reading security conf from /etc/dataiku-security/VabmeV7xFUyOy63nZJPqjssb [2021/01/18-08:55:10.992] [null-err-531257] [INFO] [dku.utils] - 2021-01-18 08:55:10,992 7255 WARNING Group not found in group database: 'getgrnam(): name not found: ' [2021/01/18-08:55:10.993] [null-err-531257] [INFO] [dku.utils] - 2021-01-18 08:55:10,992 7255 INFO Allowed group ids: [12888247, 12888248] [2021/01/18-08:55:10.995] [null-err-531257] [INFO] [dku.utils] - 2021-01-18 08:55:10,994 7255 INFO User dubeynn belongs to groups: [266800513, 1625535286, 266945732, 12888248, 12807082, 12907237, 1625569406, 12814498, 1625560062, 266810206, 12814496, 266945731, 266939999, 1625445416, 12888984, 266818035, 12802072, 12888989, 266907996, 266918826, 266876594, 266908077, 12838267, 12838268, 1625575270, 266932968, 266932974, 266947567] [2021/01/18-08:55:10.995] [null-err-531257] [INFO] [dku.utils] - 2021-01-18 08:55:10,995 7255 INFO User dubeynn belongs to group 12888248 (sabic_big-data_dataiku_users-qlty) -> allowed [2021/01/18-08:55:10.995] [null-err-531257] [INFO] [dku.utils] - 2021-01-18 08:55:10,995 7255 INFO Executing chown -Rh: /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4 -> dubeynn [2021/01/18-08:55:11.057] [Thread-300070] [INFO] [dku.utils] - Done waiting for return value, got 0 [2021/01/18-08:55:11.060] [MRT-531207] [INFO] [dku.processes.cgroups] - Will use cgroups [] [2021/01/18-08:55:11.060] [MRT-531207] [INFO] [dku.processes.cgroups] - Applying rules to used cgroups: [] [2021/01/18-08:55:11.060] [MRT-531207] [INFO] [dku.processes.cgroups] - Rule path memory/DSS/notebooks/ [2021/01/18-08:55:11.061] [MRT-531207] [INFO] [dku.security.process] - Written config to /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/config.json [2021/01/18-08:55:11.062] [MRT-531207] [INFO] [dku.security.process] - Starting wrapper: ["sudo","-n","/etc/dataiku-security/VabmeV7xFUyOy63nZJPqjssb/execwrapper.sh","execute","/dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/config.json"] [2021/01/18-08:55:11.110] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,110 7273 INFO Reading security conf from /etc/dataiku-security/VabmeV7xFUyOy63nZJPqjssb [2021/01/18-08:55:11.117] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,117 7273 WARNING Group not found in group database: 'getgrnam(): name not found: ' [2021/01/18-08:55:11.117] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,117 7273 INFO Allowed group ids: [12888247, 12888248] [2021/01/18-08:55:11.120] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,120 7273 INFO User dubeynn belongs to groups: [266800513, 1625535286, 266945732, 12888248, 12807082, 12907237, 1625569406, 12814498, 1625560062, 266810206, 12814496, 266945731, 266939999, 1625445416, 12888984, 266818035, 12802072, 12888989, 266907996, 266918826, 266876594, 266908077, 12838267, 12838268, 1625575270, 266932968, 266932974, 266947567] [2021/01/18-08:55:11.121] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,120 7273 INFO User dubeynn belongs to group 12888248 (sabic_big-data_dataiku_users-qlty) -> allowed [2021/01/18-08:55:11.121] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,121 7273 INFO Reading security conf from /etc/dataiku-security/VabmeV7xFUyOy63nZJPqjssb [2021/01/18-08:55:11.121] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,121 7273 INFO Allowed path: /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4 in /dataiku/design [2021/01/18-08:55:11.121] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,121 7273 INFO [BF] Setting up process environment [2021/01/18-08:55:11.122] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,122 7273 INFO [BF] Writing wrapper pipes and pid to wrapper stdout [2021/01/18-08:55:11.123] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,123 7273 INFO [Parent] Started process 7278 [2021/01/18-08:55:11.123] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,123 7278 INFO [Child] pgroup is set [2021/01/18-08:55:11.123] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,123 7278 INFO [Child] opening stdin pipe: /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/.stdin.favi5ri7 [2021/01/18-08:55:11.164] [MRT-531207] [INFO] [dku.security.process] - Reading pipes from wrapper [2021/01/18-08:55:11.165] [MRT-531207] [INFO] [dku.security.process] - Pipes read as bytes: 368 [2021/01/18-08:55:11.165] [MRT-531207] [INFO] [dku.security.process] - Pipes read as bytes: {"pipes": {"stdin": "/dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/.stdin.favi5ri7", "stderr": "/dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/.stderr.favi5ri7", "stdout": "/dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/.stdout.favi5ri7"}, "pid": 7273} [2021/01/18-08:55:11.165] [MRT-531207] [INFO] [dku.security.process] - Pid read: 7273 [2021/01/18-08:55:11.165] [MRT-531207] [INFO] [dku.security.process] - Pipes read: { "stdin": "/dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/.stdin.favi5ri7", "stderr": "/dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/.stderr.favi5ri7", "stdout": "/dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/.stdout.favi5ri7" } [2021/01/18-08:55:11.166] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,165 7278 INFO [Child] opened stdin pipe [2021/01/18-08:55:11.166] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,166 7278 INFO [Child] opening stdout pipe: /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/.stdout.favi5ri7 [2021/01/18-08:55:11.166] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,166 7278 INFO [Child] opened stdout [2021/01/18-08:55:11.166] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:11,166 7278 INFO [Child] opening stderr pipe: /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/.stderr.favi5ri7 2021-01-18 08:55:11,166 7278 INFO [Child] opened stderr 2021-01-18 08:55:11,166 7278 INFO [Child] about to close other fd 2021-01-18 08:55:11,166 7278 INFO [Child] closed other fd 2021-01-18 08:55:11,166 7278 INFO [Child] chdired 2021-01-18 08:55:11,166 7278 INFO setting username=dubeynn uid=12888402 gid=266800513 2021-01-18 08:55:11,166 7278 INFO [Child] dropped privileges 2021-01-18 08:55:11,167 7278 INFO [Child] Executing: /dataiku/design/bin/python : /dataiku/design/bin/python -u -u -m dataiku.doctor.server 34289 tb0Ana6XOkYeZCA1 [2021-01-18 08:55:11,870] [7278/MainThread] [INFO] [root] Connecting to parent at port 34289 Installing debugging signal handler [2021-01-18 08:55:11,870] [7278/MainThread] [INFO] [root] Connected to parent at port 34289 [2021/01/18-08:55:11.872] [MRT-531207] [INFO] [dku.link.secret_protected] - Connected to kernel [2021/01/18-08:55:11.874] [MRT-531207] [INFO] [dku.block.link.interaction] - Execute link command respClazz=true respTypeToken=false respIsString=false is=false asyncInputStream=false os=false /dataiku/dataiku-dss-7.0.2/python/dataiku/doctor/dkuapi.py:16: DeprecationWarning: inspect.getargspec() is deprecated since Python 3.0, use inspect.signature() or inspect.getfullargspec() argspec = inspect.getargspec(api) [2021-01-18 08:55:12,275] [7278/MainThread] [INFO] [root] Running analysis command: train_prediction_models_nosave [2021-01-18 08:55:12,277] [7278/MainThread] [INFO] [dataiku.doctor.commands] PPS is {'target_remapping': [], 'skipPreprocessing': False, 'per_feature': {'t_stamp_parsed_week_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEDIAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'Date'}, 'autoReason': 'REJECT_IDENTIFIER', 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt01_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rp01_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_year_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt08_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra06_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_hour_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rf02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt04_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_day_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2ra02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3hf24_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt12_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt07_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rf01_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'count': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'new_p04_target': {'generate_derivative': False, 'impute_constant_value': 0.0, 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'TARGET', 'type': 'NUMERIC', 'state': {'userModified': False, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rl03_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra05_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'rm_f40_pv_pk_olf2_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_olbf09_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2rf15_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_month_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean10': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean9': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2ra03_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean8': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean5': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean4': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean7': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2rf31_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean6': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean3': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean2': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_minutes_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rh02_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra04_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt03_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rl03_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rf02_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt10_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_by_hour': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEDIAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'Date'}, 'autoReason': 'REJECT_IDENTIFIER', 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra08_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_bdrf12_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt06_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rf04_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rp02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra01_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt09_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra03_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rp21_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rl02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag8': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag9': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'rm_f01_pv_pk_olf2_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_pldf02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag4': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag5': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag6': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rh01_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag7': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag0': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'rm_f08_pv_pk_olf2_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rf03_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag1': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag2': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rp20_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag3': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'week_of_year_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt11_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rp04_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt07_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2rf04_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra07_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2ra01_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt05_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}}, 'reduce': {'enabled': False, 'kept_variance': 0.0}, 'feature_generation': {'pairwise_linear': {'behavior': 'DISABLED'}, 'polynomial_combinations': {'behavior': 'DISABLED'}, 'manual_interactions': {'interactions': []}, 'numericals_clustering': {'k': 0, 'all_features': False, 'input_features': [], 'behavior': 'DISABLED'}, 'categoricals_count_transformer': {'all_features': False, 'input_features': [], 'behavior': 'DISABLED'}}, 'feature_selection_params': {'method': 'NONE', 'random_forest_params': {'n_trees': 30, 'depth': 10, 'n_features': 25}, 'lasso_params': {'alpha': [0.01, 0.1, 1.0, 10.0, 100.0], 'cross_validate': True}, 'pca_params': {'n_features': 25, 'variance_proportion': 0.9}, 'correlation_params': {'min_abs_correlation': 0.0, 'max_abs_correlation': 1.0, 'n_features': 25}, 'custom_params': {'code': '# type your code here'}}, 'preprocessingFitSampleRatio': 1.0, 'preprocessingFitSampleSeed': 1337} [2021-01-18 08:55:12,277] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] START - Loading train set [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [root] Reading with dtypes: None [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_by_hour: None (schema_type=date feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_last: None (schema_type=date feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_year_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_month_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for week_of_year_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_day_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_week_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_hour_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_minutes_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2rf04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2ra01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2ra03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2ra02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,278] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3hf24_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rl03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra07_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp04_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rl03_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag0: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rh01_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf02_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra06_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra05_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rh02_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt08_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt09_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt05_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt06_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt10_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra08_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,279] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt07_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt11_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt07_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp20_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2rf15_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for rm_f01_pv_pk_olf2_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for rm_f40_pv_pk_olf2_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_pldf02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_olbf09_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt12_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_bdrf12_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rl02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for rm_f08_pv_pk_olf2_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp21_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2rf31_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for count: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for new_p04_target: (schema_type=double feature_type=NUMERIC feature_role=TARGET) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag1: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag2: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag3: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag4: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag5: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag6: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag7: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag8: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag9: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean10: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,280] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean9: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,281] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean8: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,281] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean7: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,281] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean6: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,281] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean5: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,281] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean4: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,281] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean3: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,281] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean2: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:12,281] [7278/MainThread] [INFO] [root] Reading with FIXED dtypes: {'olf2_c2rf04_pv_pk_avg': , 'olf2_c2ra01_pv_pk_avg': , 'olf2_c2ra03_pv_pk_avg': , 'olf2_c2ra02_pv_pk_avg': , 'olf2_c3hf24_pv_pk_avg': , 'olf2_c3rl03_pv_pk_avg': , 'olf2_c3ra07_pv_pk_avg': , 'olf2_c3rf02_pv_pk_avg': , 'olf2_c3ra01_pv_pk_avg': , 'olf2_c3rf03_pv_pk_avg': , 'olf2_c3rp04_op_pk_avg': , 'olf2_c3ra04_pv_pk_avg': , 'olf2_c3rl03_op_pk_avg': , 'olf2_c3ra03_pv_pk_avg': , 'olf2_c3rh01_op_pk_avg': , 'olf2_c3rf02_op_pk_avg': , 'olf2_c3ra06_pv_pk_avg': , 'olf2_c3rf01_pv_pk_avg': , 'olf2_c3ra05_pv_pk_avg': , 'olf2_c3rh02_op_pk_avg': , 'olf2_c3ra02_pv_pk_avg': , 'olf2_c3rt08_pv_pk_avg': , 'olf2_c3rt09_pv_pk_avg': , 'olf2_c3rt05_pv_pk_avg': , 'olf2_c3rt06_pv_pk_avg': , 'olf2_c3rt10_pv_pk_avg': , 'olf2_c3rp02_pv_pk_avg': , 'olf2_c3ra08_pv_pk_avg': , 'olf2_c3rt03_pv_pk_avg': , 'olf2_c3rt04_pv_pk_avg': , 'olf2_c3rt01_pv_pk_avg': , 'olf2_c3rt02_pv_pk_avg': , 'olf2_c3rt07_op_pk_avg': , 'olf2_c3rt11_pv_pk_avg': , 'olf2_c3rp01_pv_pk_avg': , 'olf2_c3rt07_pv_pk_avg': , 'olf2_c3rp20_op_pk_avg': , 'olf2_c2rf15_pv_pk_avg': , 'rm_f01_pv_pk_olf2_avg': , 'rm_f40_pv_pk_olf2_avg': , 'olf2_pldf02_pv_pk_avg': , 'olf2_olbf09_pv_pk_avg': , 'olf2_c3rt12_pv_pk_avg': , 'olf2_bdrf12_pv_pk_avg': , 'olf2_c3rl02_pv_pk_avg': , 'rm_f08_pv_pk_olf2_avg': , 'olf2_c3rp21_pv_pk_avg': , 'olf2_c3rf04_pv_pk_avg': , 'olf2_c2rf31_pv_pk_avg': , 'new_p04_target': } [2021-01-18 08:55:13,543] [7278/MainThread] [INFO] [root] Loaded table [2021-01-18 08:55:13,545] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalizing date to numeric : 0 2015-01-01 09:58:00 1 2015-01-01 10:56:00 2 2015-01-01 11:59:00 3 2015-01-01 12:59:00 4 2015-01-01 13:59:00 5 2015-01-01 14:59:00 6 2015-01-01 15:59:00 7 2015-01-01 16:59:00 8 2015-01-01 17:59:00 9 2015-01-01 18:59:00 10 2015-01-01 19:59:00 11 2015-01-01 20:59:00 12 2015-01-01 21:59:00 13 2015-01-01 22:59:00 14 2015-01-01 23:59:00 15 2015-01-02 00:59:00 16 2015-01-02 01:59:00 17 2015-01-02 02:34:00 18 2015-01-02 03:59:00 19 2015-01-02 04:59:00 20 2015-01-02 05:59:00 21 2015-01-02 06:59:00 22 2015-01-02 07:59:00 23 2015-01-02 08:59:00 24 2015-01-02 09:58:00 25 2015-01-02 10:54:00 26 2015-01-02 11:59:00 27 2015-01-02 12:46:00 28 2015-01-02 13:50:00 29 2015-01-02 14:44:00 ... 33164 2020-06-29 18:59:00 33165 2020-06-29 19:59:00 33166 2020-06-29 20:59:00 33167 2020-06-29 21:59:00 33168 2020-06-29 22:59:00 33169 2020-06-29 23:59:00 33170 2020-06-30 00:59:00 33171 2020-06-30 01:59:00 33172 2020-06-30 02:59:00 33173 2020-06-30 03:59:00 33174 2020-06-30 04:59:00 33175 2020-06-30 05:59:00 33176 2020-06-30 06:59:00 33177 2020-06-30 07:59:00 33178 2020-06-30 08:59:00 33179 2020-06-30 09:59:00 33180 2020-06-30 10:59:00 33181 2020-06-30 11:59:00 33182 2020-06-30 12:59:00 33183 2020-06-30 13:59:00 33184 2020-06-30 14:59:00 33185 2020-06-30 15:59:00 33186 2020-06-30 16:59:00 33187 2020-06-30 17:59:00 33188 2020-06-30 18:59:00 33189 2020-06-30 19:59:00 33190 2020-06-30 20:59:00 33191 2020-06-30 21:59:00 33192 2020-06-30 22:59:00 33193 2020-06-30 23:59:00 Name: t_stamp_parsed_last, Length: 33194, dtype: datetime64[ns] [2021-01-18 08:55:13,548] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalized date : 0 3.629095e+09 1 3.629099e+09 2 3.629102e+09 3 3.629106e+09 4 3.629110e+09 5 3.629113e+09 6 3.629117e+09 7 3.629120e+09 8 3.629124e+09 9 3.629128e+09 10 3.629131e+09 11 3.629135e+09 12 3.629138e+09 13 3.629142e+09 14 3.629146e+09 15 3.629149e+09 16 3.629153e+09 17 3.629155e+09 18 3.629160e+09 19 3.629164e+09 20 3.629167e+09 21 3.629171e+09 22 3.629174e+09 23 3.629178e+09 24 3.629181e+09 25 3.629185e+09 26 3.629189e+09 27 3.629192e+09 28 3.629195e+09 29 3.629199e+09 ... 33164 3.802446e+09 33165 3.802450e+09 33166 3.802453e+09 33167 3.802457e+09 33168 3.802460e+09 33169 3.802464e+09 33170 3.802468e+09 33171 3.802471e+09 33172 3.802475e+09 33173 3.802478e+09 33174 3.802482e+09 33175 3.802486e+09 33176 3.802489e+09 33177 3.802493e+09 33178 3.802496e+09 33179 3.802500e+09 33180 3.802504e+09 33181 3.802507e+09 33182 3.802511e+09 33183 3.802514e+09 33184 3.802518e+09 33185 3.802522e+09 33186 3.802525e+09 33187 3.802529e+09 33188 3.802532e+09 33189 3.802536e+09 33190 3.802540e+09 33191 3.802543e+09 33192 3.802547e+09 33193 3.802550e+09 Name: t_stamp_parsed_last, Length: 33194, dtype: float64 [2021-01-18 08:55:13,553] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalizing date to numeric : 0 2015-01-01 09:00:00 1 2015-01-01 10:00:00 2 2015-01-01 11:00:00 3 2015-01-01 12:00:00 4 2015-01-01 13:00:00 5 2015-01-01 14:00:00 6 2015-01-01 15:00:00 7 2015-01-01 16:00:00 8 2015-01-01 17:00:00 9 2015-01-01 18:00:00 10 2015-01-01 19:00:00 11 2015-01-01 20:00:00 12 2015-01-01 21:00:00 13 2015-01-01 22:00:00 14 2015-01-01 23:00:00 15 2015-01-02 00:00:00 16 2015-01-02 01:00:00 17 2015-01-02 02:00:00 18 2015-01-02 03:00:00 19 2015-01-02 04:00:00 20 2015-01-02 05:00:00 21 2015-01-02 06:00:00 22 2015-01-02 07:00:00 23 2015-01-02 08:00:00 24 2015-01-02 09:00:00 25 2015-01-02 10:00:00 26 2015-01-02 11:00:00 27 2015-01-02 12:00:00 28 2015-01-02 13:00:00 29 2015-01-02 14:00:00 ... 33164 2020-06-29 18:00:00 33165 2020-06-29 19:00:00 33166 2020-06-29 20:00:00 33167 2020-06-29 21:00:00 33168 2020-06-29 22:00:00 33169 2020-06-29 23:00:00 33170 2020-06-30 00:00:00 33171 2020-06-30 01:00:00 33172 2020-06-30 02:00:00 33173 2020-06-30 03:00:00 33174 2020-06-30 04:00:00 33175 2020-06-30 05:00:00 33176 2020-06-30 06:00:00 33177 2020-06-30 07:00:00 33178 2020-06-30 08:00:00 33179 2020-06-30 09:00:00 33180 2020-06-30 10:00:00 33181 2020-06-30 11:00:00 33182 2020-06-30 12:00:00 33183 2020-06-30 13:00:00 33184 2020-06-30 14:00:00 33185 2020-06-30 15:00:00 33186 2020-06-30 16:00:00 33187 2020-06-30 17:00:00 33188 2020-06-30 18:00:00 33189 2020-06-30 19:00:00 33190 2020-06-30 20:00:00 33191 2020-06-30 21:00:00 33192 2020-06-30 22:00:00 33193 2020-06-30 23:00:00 Name: t_stamp_by_hour, Length: 33194, dtype: datetime64[ns] [2021-01-18 08:55:13,556] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalized date : 0 3.629092e+09 1 3.629095e+09 2 3.629099e+09 3 3.629102e+09 4 3.629106e+09 5 3.629110e+09 6 3.629113e+09 7 3.629117e+09 8 3.629120e+09 9 3.629124e+09 10 3.629128e+09 11 3.629131e+09 12 3.629135e+09 13 3.629138e+09 14 3.629142e+09 15 3.629146e+09 16 3.629149e+09 17 3.629153e+09 18 3.629156e+09 19 3.629160e+09 20 3.629164e+09 21 3.629167e+09 22 3.629171e+09 23 3.629174e+09 24 3.629178e+09 25 3.629182e+09 26 3.629185e+09 27 3.629189e+09 28 3.629192e+09 29 3.629196e+09 ... 33164 3.802442e+09 33165 3.802446e+09 33166 3.802450e+09 33167 3.802453e+09 33168 3.802457e+09 33169 3.802460e+09 33170 3.802464e+09 33171 3.802468e+09 33172 3.802471e+09 33173 3.802475e+09 33174 3.802478e+09 33175 3.802482e+09 33176 3.802486e+09 33177 3.802489e+09 33178 3.802493e+09 33179 3.802496e+09 33180 3.802500e+09 33181 3.802504e+09 33182 3.802507e+09 33183 3.802511e+09 33184 3.802514e+09 33185 3.802518e+09 33186 3.802522e+09 33187 3.802525e+09 33188 3.802529e+09 33189 3.802532e+09 33190 3.802536e+09 33191 3.802540e+09 33192 3.802543e+09 33193 3.802547e+09 Name: t_stamp_by_hour, Length: 33194, dtype: float64 [2021-01-18 08:55:13,557] [7278/MainThread] [INFO] [dataiku.doctor.utils] Coercion done [2021-01-18 08:55:13,557] [7278/MainThread] [INFO] [dataiku.doctor.commands] Loaded train df: shape=(33194,79) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : t_stamp_by_hour (float64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : t_stamp_parsed_last (float64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : t_stamp_parsed_year_last (int64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : t_stamp_parsed_month_last (int64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : week_of_year_last (int64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : t_stamp_parsed_day_last (int64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : t_stamp_parsed_week_last (int64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : t_stamp_parsed_hour_last (int64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : t_stamp_parsed_minutes_last (int64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c2rf04_pv_pk_avg (float64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c2ra01_pv_pk_avg (float64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c2ra03_pv_pk_avg (float64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c2ra02_pv_pk_avg (float64) [2021-01-18 08:55:13,558] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3hf24_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rl03_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3ra07_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rf02_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3ra01_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rf03_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rp04_op_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3ra04_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rl03_op_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag0 (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3ra03_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rh01_op_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rf02_op_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3ra06_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rf01_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3ra05_pv_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rh02_op_pk_avg (float64) [2021-01-18 08:55:13,559] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3ra02_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt08_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt09_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt05_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt06_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt10_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rp02_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3ra08_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt03_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt04_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt01_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt02_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt07_op_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt11_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rp01_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt07_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rp20_op_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c2rf15_pv_pk_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : rm_f01_pv_pk_olf2_avg (float64) [2021-01-18 08:55:13,560] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : rm_f40_pv_pk_olf2_avg (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_pldf02_pv_pk_avg (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_olbf09_pv_pk_avg (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rt12_pv_pk_avg (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_bdrf12_pv_pk_avg (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rl02_pv_pk_avg (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : rm_f08_pv_pk_olf2_avg (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rp21_pv_pk_avg (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c3rf04_pv_pk_avg (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : olf2_c2rf31_pv_pk_avg (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : count (int64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : new_p04_target (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag1 (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag2 (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag3 (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag4 (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag5 (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag6 (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag7 (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag8 (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag9 (float64) [2021-01-18 08:55:13,561] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag_mean10 (float64) [2021-01-18 08:55:13,562] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag_mean9 (float64) [2021-01-18 08:55:13,562] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag_mean8 (float64) [2021-01-18 08:55:13,562] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag_mean7 (float64) [2021-01-18 08:55:13,562] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag_mean6 (float64) [2021-01-18 08:55:13,562] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag_mean5 (float64) [2021-01-18 08:55:13,562] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag_mean4 (float64) [2021-01-18 08:55:13,562] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag_mean3 (float64) [2021-01-18 08:55:13,562] [7278/MainThread] [INFO] [dataiku.doctor.commands] Train col : target_lag_mean2 (float64) [2021-01-18 08:55:13,562] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] END - Loading train set [2021-01-18 08:55:13,562] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] START - Loading test set [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [root] Reading with dtypes: None [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_by_hour: None (schema_type=date feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_last: None (schema_type=date feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_year_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_month_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for week_of_year_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_day_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_week_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_hour_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_minutes_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2rf04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2ra01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2ra03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2ra02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3hf24_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rl03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra07_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,563] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp04_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rl03_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag0: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rh01_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf02_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra06_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra05_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rh02_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt08_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt09_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt05_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt06_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt10_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra08_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt07_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt11_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt07_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp20_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,564] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2rf15_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for rm_f01_pv_pk_olf2_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for rm_f40_pv_pk_olf2_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_pldf02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_olbf09_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt12_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_bdrf12_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rl02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for rm_f08_pv_pk_olf2_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp21_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2rf31_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for count: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for new_p04_target: (schema_type=double feature_type=NUMERIC feature_role=TARGET) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag1: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag2: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag3: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag4: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag5: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag6: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag7: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag8: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag9: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean10: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean9: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean8: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean7: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean6: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean5: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,565] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean4: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,566] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean3: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,566] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean2: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:13,566] [7278/MainThread] [INFO] [root] Reading with FIXED dtypes: {'olf2_c2rf04_pv_pk_avg': , 'olf2_c2ra01_pv_pk_avg': , 'olf2_c2ra03_pv_pk_avg': , 'olf2_c2ra02_pv_pk_avg': , 'olf2_c3hf24_pv_pk_avg': , 'olf2_c3rl03_pv_pk_avg': , 'olf2_c3ra07_pv_pk_avg': , 'olf2_c3rf02_pv_pk_avg': , 'olf2_c3ra01_pv_pk_avg': , 'olf2_c3rf03_pv_pk_avg': , 'olf2_c3rp04_op_pk_avg': , 'olf2_c3ra04_pv_pk_avg': , 'olf2_c3rl03_op_pk_avg': , 'olf2_c3ra03_pv_pk_avg': , 'olf2_c3rh01_op_pk_avg': , 'olf2_c3rf02_op_pk_avg': , 'olf2_c3ra06_pv_pk_avg': , 'olf2_c3rf01_pv_pk_avg': , 'olf2_c3ra05_pv_pk_avg': , 'olf2_c3rh02_op_pk_avg': , 'olf2_c3ra02_pv_pk_avg': , 'olf2_c3rt08_pv_pk_avg': , 'olf2_c3rt09_pv_pk_avg': , 'olf2_c3rt05_pv_pk_avg': , 'olf2_c3rt06_pv_pk_avg': , 'olf2_c3rt10_pv_pk_avg': , 'olf2_c3rp02_pv_pk_avg': , 'olf2_c3ra08_pv_pk_avg': , 'olf2_c3rt03_pv_pk_avg': , 'olf2_c3rt04_pv_pk_avg': , 'olf2_c3rt01_pv_pk_avg': , 'olf2_c3rt02_pv_pk_avg': , 'olf2_c3rt07_op_pk_avg': , 'olf2_c3rt11_pv_pk_avg': , 'olf2_c3rp01_pv_pk_avg': , 'olf2_c3rt07_pv_pk_avg': , 'olf2_c3rp20_op_pk_avg': , 'olf2_c2rf15_pv_pk_avg': , 'rm_f01_pv_pk_olf2_avg': , 'rm_f40_pv_pk_olf2_avg': , 'olf2_pldf02_pv_pk_avg': , 'olf2_olbf09_pv_pk_avg': , 'olf2_c3rt12_pv_pk_avg': , 'olf2_bdrf12_pv_pk_avg': , 'olf2_c3rl02_pv_pk_avg': , 'rm_f08_pv_pk_olf2_avg': , 'olf2_c3rp21_pv_pk_avg': , 'olf2_c3rf04_pv_pk_avg': , 'olf2_c2rf31_pv_pk_avg': , 'new_p04_target': } [2021-01-18 08:55:13,626] [7278/MainThread] [INFO] [root] Loaded table [2021-01-18 08:55:13,627] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalizing date to numeric : 0 2020-07-01 00:59:00 1 2020-07-01 01:59:00 2 2020-07-01 02:59:00 3 2020-07-01 03:59:00 4 2020-07-01 04:59:00 5 2020-07-01 05:59:00 6 2020-07-01 06:59:00 7 2020-07-01 07:59:00 8 2020-07-01 08:59:00 9 2020-07-01 09:59:00 10 2020-07-01 10:59:00 11 2020-07-01 11:59:00 12 2020-07-01 12:59:00 13 2020-07-01 13:59:00 14 2020-07-01 14:59:00 15 2020-07-01 15:59:00 16 2020-07-01 16:59:00 17 2020-07-01 17:59:00 18 2020-07-01 18:59:00 19 2020-07-01 19:59:00 20 2020-07-01 20:59:00 21 2020-07-01 21:59:00 22 2020-07-01 22:59:00 23 2020-07-01 23:59:00 24 2020-07-02 00:59:00 25 2020-07-02 01:59:00 26 2020-07-02 02:59:00 27 2020-07-02 03:59:00 28 2020-07-02 04:59:00 29 2020-07-02 05:59:00 ... 1458 2020-08-30 18:59:00 1459 2020-08-30 19:59:00 1460 2020-08-30 20:59:00 1461 2020-08-30 21:59:00 1462 2020-08-30 22:59:00 1463 2020-08-30 23:59:00 1464 2020-08-31 00:59:00 1465 2020-08-31 01:59:00 1466 2020-08-31 02:59:00 1467 2020-08-31 03:59:00 1468 2020-08-31 04:59:00 1469 2020-08-31 05:59:00 1470 2020-08-31 06:59:00 1471 2020-08-31 07:59:00 1472 2020-08-31 08:59:00 1473 2020-08-31 09:59:00 1474 2020-08-31 10:59:00 1475 2020-08-31 11:59:00 1476 2020-08-31 12:59:00 1477 2020-08-31 13:59:00 1478 2020-08-31 14:59:00 1479 2020-08-31 15:59:00 1480 2020-08-31 16:59:00 1481 2020-08-31 17:59:00 1482 2020-08-31 18:59:00 1483 2020-08-31 19:59:00 1484 2020-08-31 20:59:00 1485 2020-08-31 21:59:00 1486 2020-08-31 22:59:00 1487 2020-08-31 23:59:00 Name: t_stamp_parsed_last, Length: 1488, dtype: datetime64[ns] [2021-01-18 08:55:13,630] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalized date : 0 3.802554e+09 1 3.802558e+09 2 3.802561e+09 3 3.802565e+09 4 3.802568e+09 5 3.802572e+09 6 3.802576e+09 7 3.802579e+09 8 3.802583e+09 9 3.802586e+09 10 3.802590e+09 11 3.802594e+09 12 3.802597e+09 13 3.802601e+09 14 3.802604e+09 15 3.802608e+09 16 3.802612e+09 17 3.802615e+09 18 3.802619e+09 19 3.802622e+09 20 3.802626e+09 21 3.802630e+09 22 3.802633e+09 23 3.802637e+09 24 3.802640e+09 25 3.802644e+09 26 3.802648e+09 27 3.802651e+09 28 3.802655e+09 29 3.802658e+09 ... 1458 3.807803e+09 1459 3.807806e+09 1460 3.807810e+09 1461 3.807814e+09 1462 3.807817e+09 1463 3.807821e+09 1464 3.807824e+09 1465 3.807828e+09 1466 3.807832e+09 1467 3.807835e+09 1468 3.807839e+09 1469 3.807842e+09 1470 3.807846e+09 1471 3.807850e+09 1472 3.807853e+09 1473 3.807857e+09 1474 3.807860e+09 1475 3.807864e+09 1476 3.807868e+09 1477 3.807871e+09 1478 3.807875e+09 1479 3.807878e+09 1480 3.807882e+09 1481 3.807886e+09 1482 3.807889e+09 1483 3.807893e+09 1484 3.807896e+09 1485 3.807900e+09 1486 3.807904e+09 1487 3.807907e+09 Name: t_stamp_parsed_last, Length: 1488, dtype: float64 [2021-01-18 08:55:13,633] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalizing date to numeric : 0 2020-07-01 00:00:00 1 2020-07-01 01:00:00 2 2020-07-01 02:00:00 3 2020-07-01 03:00:00 4 2020-07-01 04:00:00 5 2020-07-01 05:00:00 6 2020-07-01 06:00:00 7 2020-07-01 07:00:00 8 2020-07-01 08:00:00 9 2020-07-01 09:00:00 10 2020-07-01 10:00:00 11 2020-07-01 11:00:00 12 2020-07-01 12:00:00 13 2020-07-01 13:00:00 14 2020-07-01 14:00:00 15 2020-07-01 15:00:00 16 2020-07-01 16:00:00 17 2020-07-01 17:00:00 18 2020-07-01 18:00:00 19 2020-07-01 19:00:00 20 2020-07-01 20:00:00 21 2020-07-01 21:00:00 22 2020-07-01 22:00:00 23 2020-07-01 23:00:00 24 2020-07-02 00:00:00 25 2020-07-02 01:00:00 26 2020-07-02 02:00:00 27 2020-07-02 03:00:00 28 2020-07-02 04:00:00 29 2020-07-02 05:00:00 ... 1458 2020-08-30 18:00:00 1459 2020-08-30 19:00:00 1460 2020-08-30 20:00:00 1461 2020-08-30 21:00:00 1462 2020-08-30 22:00:00 1463 2020-08-30 23:00:00 1464 2020-08-31 00:00:00 1465 2020-08-31 01:00:00 1466 2020-08-31 02:00:00 1467 2020-08-31 03:00:00 1468 2020-08-31 04:00:00 1469 2020-08-31 05:00:00 1470 2020-08-31 06:00:00 1471 2020-08-31 07:00:00 1472 2020-08-31 08:00:00 1473 2020-08-31 09:00:00 1474 2020-08-31 10:00:00 1475 2020-08-31 11:00:00 1476 2020-08-31 12:00:00 1477 2020-08-31 13:00:00 1478 2020-08-31 14:00:00 1479 2020-08-31 15:00:00 1480 2020-08-31 16:00:00 1481 2020-08-31 17:00:00 1482 2020-08-31 18:00:00 1483 2020-08-31 19:00:00 1484 2020-08-31 20:00:00 1485 2020-08-31 21:00:00 1486 2020-08-31 22:00:00 1487 2020-08-31 23:00:00 Name: t_stamp_by_hour, Length: 1488, dtype: datetime64[ns] [2021-01-18 08:55:13,635] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalized date : 0 3.802550e+09 1 3.802554e+09 2 3.802558e+09 3 3.802561e+09 4 3.802565e+09 5 3.802568e+09 6 3.802572e+09 7 3.802576e+09 8 3.802579e+09 9 3.802583e+09 10 3.802586e+09 11 3.802590e+09 12 3.802594e+09 13 3.802597e+09 14 3.802601e+09 15 3.802604e+09 16 3.802608e+09 17 3.802612e+09 18 3.802615e+09 19 3.802619e+09 20 3.802622e+09 21 3.802626e+09 22 3.802630e+09 23 3.802633e+09 24 3.802637e+09 25 3.802640e+09 26 3.802644e+09 27 3.802648e+09 28 3.802651e+09 29 3.802655e+09 ... 1458 3.807799e+09 1459 3.807803e+09 1460 3.807806e+09 1461 3.807810e+09 1462 3.807814e+09 1463 3.807817e+09 1464 3.807821e+09 1465 3.807824e+09 1466 3.807828e+09 1467 3.807832e+09 1468 3.807835e+09 1469 3.807839e+09 1470 3.807842e+09 1471 3.807846e+09 1472 3.807850e+09 1473 3.807853e+09 1474 3.807857e+09 1475 3.807860e+09 1476 3.807864e+09 1477 3.807868e+09 1478 3.807871e+09 1479 3.807875e+09 1480 3.807878e+09 1481 3.807882e+09 1482 3.807886e+09 1483 3.807889e+09 1484 3.807893e+09 1485 3.807896e+09 1486 3.807900e+09 1487 3.807904e+09 Name: t_stamp_by_hour, Length: 1488, dtype: float64 [2021-01-18 08:55:13,636] [7278/MainThread] [INFO] [dataiku.doctor.utils] Coercion done [2021-01-18 08:55:13,636] [7278/MainThread] [INFO] [dataiku.doctor.commands] Loaded test df: shape=(1488,79) [2021-01-18 08:55:13,636] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] END - Loading test set [2021-01-18 08:55:13,637] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] START - Collecting statistics [2021-01-18 08:55:13,637] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at t_stamp_parsed_week_last... (type=NUMERIC) [2021-01-18 08:55:13,637] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at t_stamp_parsed_last... (type=NUMERIC) [2021-01-18 08:55:13,637] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt01_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,637] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,640] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rp01_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,640] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,642] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at t_stamp_parsed_year_last... (type=NUMERIC) [2021-01-18 08:55:13,642] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt08_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,642] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,644] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3ra06_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,644] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,646] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at t_stamp_parsed_hour_last... (type=NUMERIC) [2021-01-18 08:55:13,646] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rf02_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,646] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,648] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt04_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,648] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,650] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at t_stamp_parsed_day_last... (type=NUMERIC) [2021-01-18 08:55:13,650] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c2ra02_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,650] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,652] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3hf24_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,652] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,653] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt12_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,653] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,655] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt07_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,655] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,657] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rf01_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,657] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,659] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at count... (type=NUMERIC) [2021-01-18 08:55:13,659] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at new_p04_target... (type=NUMERIC) [2021-01-18 08:55:13,659] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rl03_op_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,659] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,661] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3ra05_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,661] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,662] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at rm_f40_pv_pk_olf2_avg... (type=NUMERIC) [2021-01-18 08:55:13,662] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,664] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_olbf09_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,664] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,666] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c2rf15_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,666] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,668] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at t_stamp_parsed_month_last... (type=NUMERIC) [2021-01-18 08:55:13,668] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag_mean10... (type=NUMERIC) [2021-01-18 08:55:13,668] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag_mean9... (type=NUMERIC) [2021-01-18 08:55:13,668] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c2ra03_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,668] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,670] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag_mean8... (type=NUMERIC) [2021-01-18 08:55:13,670] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag_mean5... (type=NUMERIC) [2021-01-18 08:55:13,670] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag_mean4... (type=NUMERIC) [2021-01-18 08:55:13,670] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag_mean7... (type=NUMERIC) [2021-01-18 08:55:13,670] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c2rf31_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,670] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,672] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag_mean6... (type=NUMERIC) [2021-01-18 08:55:13,672] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag_mean3... (type=NUMERIC) [2021-01-18 08:55:13,672] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3ra02_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,672] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,674] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag_mean2... (type=NUMERIC) [2021-01-18 08:55:13,674] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at t_stamp_parsed_minutes_last... (type=NUMERIC) [2021-01-18 08:55:13,674] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rh02_op_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,674] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,676] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3ra04_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,676] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,677] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt03_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,678] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,679] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rl03_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,679] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,681] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rf02_op_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,681] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,683] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt10_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,683] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,685] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at t_stamp_by_hour... (type=NUMERIC) [2021-01-18 08:55:13,685] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3ra08_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,685] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,687] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_bdrf12_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,687] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,688] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt06_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,688] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,690] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rf04_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,690] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,692] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rp02_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,692] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,694] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3ra01_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,694] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,696] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt09_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,696] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,698] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3ra03_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,698] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,699] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rp21_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,699] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,701] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt02_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,701] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,703] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rl02_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,703] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,705] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag8... (type=NUMERIC) [2021-01-18 08:55:13,705] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag9... (type=NUMERIC) [2021-01-18 08:55:13,705] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at rm_f01_pv_pk_olf2_avg... (type=NUMERIC) [2021-01-18 08:55:13,705] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,707] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_pldf02_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,707] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,709] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag4... (type=NUMERIC) [2021-01-18 08:55:13,709] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag5... (type=NUMERIC) [2021-01-18 08:55:13,709] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag6... (type=NUMERIC) [2021-01-18 08:55:13,709] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rh01_op_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,709] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,710] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag7... (type=NUMERIC) [2021-01-18 08:55:13,710] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag0... (type=NUMERIC) [2021-01-18 08:55:13,711] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at rm_f08_pv_pk_olf2_avg... (type=NUMERIC) [2021-01-18 08:55:13,711] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,712] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rf03_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,712] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,714] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag1... (type=NUMERIC) [2021-01-18 08:55:13,714] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag2... (type=NUMERIC) [2021-01-18 08:55:13,714] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rp20_op_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,714] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,716] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at target_lag3... (type=NUMERIC) [2021-01-18 08:55:13,716] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at week_of_year_last... (type=NUMERIC) [2021-01-18 08:55:13,716] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt11_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,716] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,718] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rp04_op_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,718] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,720] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt07_op_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,720] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,721] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c2rf04_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,722] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,723] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3ra07_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,723] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,725] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c2ra01_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,725] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,727] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Looking at olf2_c3rt05_pv_pk_avg... (type=NUMERIC) [2021-01-18 08:55:13,727] [7278/MainThread] [INFO] [dataiku.doctor.preprocessing_collector] Checking series of type: float64 (isM8=False) [2021-01-18 08:55:13,729] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] END - Collecting statistics [2021-01-18 08:55:13,730] [7278/MainThread] [INFO] [dataiku.doctor.multiframe] generating interactions [2021-01-18 08:55:13,730] [7278/MainThread] [INFO] [dataiku.doctor.multiframe] {'target_remapping': [], 'skipPreprocessing': False, 'per_feature': {'t_stamp_parsed_week_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEDIAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'Date'}, 'autoReason': 'REJECT_IDENTIFIER', 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt01_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rp01_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_year_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt08_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra06_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_hour_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rf02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt04_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_day_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2ra02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3hf24_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt12_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt07_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rf01_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'count': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'new_p04_target': {'generate_derivative': False, 'impute_constant_value': 0.0, 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'TARGET', 'type': 'NUMERIC', 'state': {'userModified': False, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rl03_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra05_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'rm_f40_pv_pk_olf2_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_olbf09_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2rf15_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_month_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean10': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean9': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2ra03_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean8': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean5': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean4': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean7': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2rf31_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean6': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean3': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag_mean2': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_parsed_minutes_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rh02_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra04_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt03_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rl03_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rf02_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt10_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 't_stamp_by_hour': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEDIAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'Date'}, 'autoReason': 'REJECT_IDENTIFIER', 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra08_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_bdrf12_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt06_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rf04_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rp02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra01_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt09_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra03_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rp21_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rl02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag8': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag9': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'rm_f01_pv_pk_olf2_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_pldf02_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag4': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag5': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag6': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rh01_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag7': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag0': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'rm_f08_pv_pk_olf2_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rf03_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag1': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag2': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rp20_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'target_lag3': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'week_of_year_last': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'REJECT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'LongMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt11_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rp04_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt07_op_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2rf04_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3ra07_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c2ra01_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}, 'olf2_c3rt05_pv_pk_avg': {'generate_derivative': False, 'numerical_handling': 'REGULAR', 'missing_handling': 'IMPUTE', 'missing_impute_with': 'MEAN', 'impute_constant_value': 0.0, 'rescaling': 'MINMAX', 'quantile_bin_nb_bins': 4, 'binarize_threshold_mode': 'MEDIAN', 'binarize_constant_threshold': 0.0, 'role': 'INPUT', 'type': 'NUMERIC', 'state': {'userModified': True, 'autoModifiedByDSS': False, 'recordedMeaning': 'DoubleMeaning'}, 'customHandlingCode': '', 'customProcessorWantsMatrix': False, 'sendToInput': 'main'}}, 'reduce': {'enabled': False, 'kept_variance': 0.0}, 'feature_generation': {'pairwise_linear': {'behavior': 'DISABLED'}, 'polynomial_combinations': {'behavior': 'DISABLED'}, 'manual_interactions': {'interactions': []}, 'numericals_clustering': {'k': 0, 'all_features': False, 'input_features': [], 'behavior': 'DISABLED'}, 'categoricals_count_transformer': {'all_features': False, 'input_features': [], 'behavior': 'DISABLED'}}, 'feature_selection_params': {'method': 'NONE', 'random_forest_params': {'n_trees': 30, 'depth': 10, 'n_features': 25}, 'lasso_params': {'alpha': [0.01, 0.1, 1.0, 10.0, 100.0], 'cross_validate': True}, 'pca_params': {'n_features': 25, 'variance_proportion': 0.9}, 'correlation_params': {'min_abs_correlation': 0.0, 'max_abs_correlation': 1.0, 'n_features': 25}, 'custom_params': {'code': '# type your code here'}}, 'preprocessingFitSampleRatio': 1.0, 'preprocessingFitSampleSeed': 1337} [2021-01-18 08:55:13,730] [7278/MainThread] [INFO] [dataiku.doctor.multiframe] No feature selection to perform [2021-01-18 08:55:13,731] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] START - Preprocessing train set [2021-01-18 08:55:13,731] [7278/MainThread] [INFO] [dataiku.doctor.multiframe] Set MF index len 33194 [2021-01-18 08:55:13,731] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RemapValueToOutput [2021-01-18 08:55:13,731] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:MultipleImputeMissingFromInput [2021-01-18 08:55:13,732] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] MIMIFI: Imputing with map {'olf2_c3rt01_pv_pk_avg': 44.15398375909414, 'olf2_c3rp01_pv_pk_avg': 0.1357585189839038, 'olf2_c3rt08_pv_pk_avg': 60.159945558648374, 'olf2_c3ra06_pv_pk_avg': 5.335349530021797, 'olf2_c3rf02_pv_pk_avg': 12.865133047605283, 'olf2_c3rt04_pv_pk_avg': 60.081338602479306, 'olf2_c2ra02_pv_pk_avg': 7.521857743487901, 'olf2_c3hf24_pv_pk_avg': 1.128109762111015, 'olf2_c3rt12_pv_pk_avg': 14.277688560542074, 'olf2_c3rt07_pv_pk_avg': 50.38451881535481, 'olf2_c3rf01_pv_pk_avg': 68.54867492486254, 'olf2_c3rl03_op_pk_avg': 56.14452380197639, 'olf2_c3ra05_pv_pk_avg': 83.25988850641058, 'rm_f40_pv_pk_olf2_avg': 26.166177972571067, 'olf2_olbf09_pv_pk_avg': 213.18352514907207, 'olf2_c2rf15_pv_pk_avg': 5.6937730789735, 'olf2_c2ra03_pv_pk_avg': 4.19577852327252, 'olf2_c2rf31_pv_pk_avg': 16.853459881929393, 'olf2_c3ra02_pv_pk_avg': 26.653269722439465, 'olf2_c3rh02_op_pk_avg': -1.7792336136123272, 'olf2_c3ra04_pv_pk_avg': 2.4446060866194523, 'olf2_c3rt03_pv_pk_avg': 65.30074595950373, 'olf2_c3rl03_pv_pk_avg': 60.0933361939116, 'olf2_c3rf02_op_pk_avg': 58.81898985584373, 'olf2_c3rt10_pv_pk_avg': 84.7497986651586, 'olf2_c3ra08_pv_pk_avg': 1155.5640894177016, 'olf2_bdrf12_pv_pk_avg': 169.47139991318232, 'olf2_c3rt06_pv_pk_avg': 43.647634309678764, 'olf2_c3rf04_pv_pk_avg': 49.29861904171748, 'olf2_c3rp02_pv_pk_avg': 0.2715187678981306, 'olf2_c3ra01_pv_pk_avg': 0.1033524819350922, 'olf2_c3rt09_pv_pk_avg': 67.12963855257875, 'olf2_c3ra03_pv_pk_avg': 8.790958185184314, 'olf2_c3rp21_pv_pk_avg': 0.09339159057218865, 'olf2_c3rt02_pv_pk_avg': 122.8411946014041, 'olf2_c3rl02_pv_pk_avg': 43.80770193297385, 'rm_f01_pv_pk_olf2_avg': 219.15711133978147, 'olf2_pldf02_pv_pk_avg': 56.39370258128851, 'olf2_c3rh01_op_pk_avg': 89.00820288517755, 'rm_f08_pv_pk_olf2_avg': 45.22032159400828, 'olf2_c3rf03_pv_pk_avg': 58.59271537739689, 'olf2_c3rp20_op_pk_avg': 0.5547137342326844, 'olf2_c3rt11_pv_pk_avg': 19.4956458938691, 'olf2_c3rp04_op_pk_avg': 87.8782212893119, 'olf2_c3rt07_op_pk_avg': 64.33174920170488, 'olf2_c2rf04_pv_pk_avg': 88.5885264779102, 'olf2_c3ra07_pv_pk_avg': 3.5029589903778993, 'olf2_c2ra01_pv_pk_avg': 151.43157303735492, 'olf2_c3rt05_pv_pk_avg': 29.404855432725093} [2021-01-18 08:55:13,759] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt01_pv_pk_avg) [2021-01-18 08:55:13,759] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt01_pv_pk_avg (avg=44.15398375909414 std=2.0736161747933255 shift=44.15398375909414 inv_scale=0.48224932470912496) [2021-01-18 08:55:13,776] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt01_pv_pk_avg (avg=2.6692806481084438e-14 std=0.999999999999996) nulls=0 [2021-01-18 08:55:13,776] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rp01_pv_pk_avg) [2021-01-18 08:55:13,777] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rp01_pv_pk_avg (avg=0.1357585189839038 std=0.08498073595679762 shift=0.1357585189839038 inv_scale=11.767372790327194) [2021-01-18 08:55:13,778] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rp01_pv_pk_avg (avg=-3.982953363132796e-14 std=1.000000000000061) nulls=0 [2021-01-18 08:55:13,779] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt08_pv_pk_avg) [2021-01-18 08:55:13,779] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt08_pv_pk_avg (avg=60.159945558648374 std=3.937709331652898 shift=60.159945558648374 inv_scale=0.2539547528207824) [2021-01-18 08:55:13,781] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt08_pv_pk_avg (avg=8.998866335807733e-14 std=0.9999999999999977) nulls=0 [2021-01-18 08:55:13,781] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra06_pv_pk_avg) [2021-01-18 08:55:13,781] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra06_pv_pk_avg (avg=5.335349530021797 std=1.931385758392512 shift=5.335349530021797 inv_scale=0.5177629562891143) [2021-01-18 08:55:13,783] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra06_pv_pk_avg (avg=-2.4665406923776388e-14 std=0.9999999999999988) nulls=0 [2021-01-18 08:55:13,783] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rf02_pv_pk_avg) [2021-01-18 08:55:13,783] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rf02_pv_pk_avg (avg=12.865133047605283 std=0.842793544250659 shift=12.865133047605283 inv_scale=1.18653020875844) [2021-01-18 08:55:13,785] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rf02_pv_pk_avg (avg=1.2047120546428717e-14 std=0.9999999999999972) nulls=0 [2021-01-18 08:55:13,785] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt04_pv_pk_avg) [2021-01-18 08:55:13,786] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt04_pv_pk_avg (avg=60.081338602479306 std=22.22295911370032 shift=60.081338602479306 inv_scale=0.04499850784423691) [2021-01-18 08:55:13,787] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt04_pv_pk_avg (avg=1.2141008626509848e-14 std=0.9999999999999976) nulls=0 [2021-01-18 08:55:13,787] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c2ra02_pv_pk_avg) [2021-01-18 08:55:13,788] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2ra02_pv_pk_avg (avg=7.521857743487901 std=20.759643337669505 shift=7.521857743487901 inv_scale=0.04817038442011407) [2021-01-18 08:55:13,789] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2ra02_pv_pk_avg (avg=-1.7584206536347324e-14 std=0.999999999999984) nulls=0 [2021-01-18 08:55:13,789] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3hf24_pv_pk_avg) [2021-01-18 08:55:13,790] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3hf24_pv_pk_avg (avg=1.128109762111015 std=0.32392213047823026 shift=1.128109762111015 inv_scale=3.087161715451877) [2021-01-18 08:55:13,792] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3hf24_pv_pk_avg (avg=-1.558754598219592e-14 std=1.000000000000005) nulls=0 [2021-01-18 08:55:13,792] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt12_pv_pk_avg) [2021-01-18 08:55:13,792] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt12_pv_pk_avg (avg=14.277688560542074 std=0.5056185700286412 shift=14.277688560542074 inv_scale=1.9777754601524113) [2021-01-18 08:55:13,794] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt12_pv_pk_avg (avg=1.5925334866043567e-13 std=1.0000000000000027) nulls=0 [2021-01-18 08:55:13,794] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt07_pv_pk_avg) [2021-01-18 08:55:13,794] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt07_pv_pk_avg (avg=50.38451881535481 std=2.127384789844231 shift=50.38451881535481 inv_scale=0.4700607077637426) [2021-01-18 08:55:13,796] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt07_pv_pk_avg (avg=-8.52868066383052e-14 std=0.9999999999999918) nulls=0 [2021-01-18 08:55:13,796] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rf01_pv_pk_avg) [2021-01-18 08:55:13,796] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rf01_pv_pk_avg (avg=68.54867492486254 std=3.4565188123840036 shift=68.54867492486254 inv_scale=0.289308421067232) [2021-01-18 08:55:13,798] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rf01_pv_pk_avg (avg=-8.298949719407714e-14 std=0.9999999999999927) nulls=0 [2021-01-18 08:55:13,798] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rl03_op_pk_avg) [2021-01-18 08:55:13,798] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rl03_op_pk_avg (avg=56.14452380197639 std=16.767535410884783 shift=56.14452380197639 inv_scale=0.05963905699288649) [2021-01-18 08:55:13,800] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rl03_op_pk_avg (avg=-1.6717776701384274e-14 std=0.9999999999999852) nulls=0 [2021-01-18 08:55:13,800] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra05_pv_pk_avg) [2021-01-18 08:55:13,801] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra05_pv_pk_avg (avg=83.25988850641058 std=9.163167842256408 shift=83.25988850641058 inv_scale=0.10913256389220001) [2021-01-18 08:55:13,803] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra05_pv_pk_avg (avg=-4.320942257033081e-14 std=0.9999999999999939) nulls=0 [2021-01-18 08:55:13,803] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (rm_f40_pv_pk_olf2_avg) [2021-01-18 08:55:13,803] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale rm_f40_pv_pk_olf2_avg (avg=26.166177972571067 std=3.51345484688475 shift=26.166177972571067 inv_scale=0.2846201370388075) [2021-01-18 08:55:13,805] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled rm_f40_pv_pk_olf2_avg (avg=2.911810563575212e-14 std=1.0000000000000078) nulls=0 [2021-01-18 08:55:13,805] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_olbf09_pv_pk_avg) [2021-01-18 08:55:13,805] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_olbf09_pv_pk_avg (avg=213.18352514907207 std=11.630484320181397 shift=213.18352514907207 inv_scale=0.08598094219213076) [2021-01-18 08:55:13,807] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_olbf09_pv_pk_avg (avg=1.0397304515213872e-13 std=0.999999999999996) nulls=0 [2021-01-18 08:55:13,807] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c2rf15_pv_pk_avg) [2021-01-18 08:55:13,807] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2rf15_pv_pk_avg (avg=5.6937730789735 std=6.270435155499796 shift=5.6937730789735 inv_scale=0.15947856491632809) [2021-01-18 08:55:13,809] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2rf15_pv_pk_avg (avg=7.835858049464694e-14 std=0.9999999999996354) nulls=0 [2021-01-18 08:55:13,809] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c2ra03_pv_pk_avg) [2021-01-18 08:55:13,809] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2ra03_pv_pk_avg (avg=4.19577852327252 std=8.889732526483563 shift=4.19577852327252 inv_scale=0.11248932372496945) [2021-01-18 08:55:13,811] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2ra03_pv_pk_avg (avg=4.986580060256232e-15 std=0.9999999999998398) nulls=0 [2021-01-18 08:55:13,811] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c2rf31_pv_pk_avg) [2021-01-18 08:55:13,812] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2rf31_pv_pk_avg (avg=16.853459881929393 std=3.873486212272329 shift=16.853459881929393 inv_scale=0.2581653696950591) [2021-01-18 08:55:13,813] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2rf31_pv_pk_avg (avg=9.799180640402556e-15 std=1.000000000000001) nulls=0 [2021-01-18 08:55:13,813] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra02_pv_pk_avg) [2021-01-18 08:55:13,814] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra02_pv_pk_avg (avg=26.653269722439465 std=22.834496479677263 shift=26.653269722439465 inv_scale=0.04379338957134446) [2021-01-18 08:55:13,816] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra02_pv_pk_avg (avg=-3.1761462572890918e-15 std=0.9999999999999805) nulls=0 [2021-01-18 08:55:13,816] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rh02_op_pk_avg) [2021-01-18 08:55:13,816] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rh02_op_pk_avg (avg=-1.7792336136123272 std=3.3362042429701124 shift=-1.7792336136123272 inv_scale=0.29974184047848734) [2021-01-18 08:55:13,818] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rh02_op_pk_avg (avg=7.076148962972564e-14 std=1.0000000000003113) nulls=0 [2021-01-18 08:55:13,818] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra04_pv_pk_avg) [2021-01-18 08:55:13,818] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra04_pv_pk_avg (avg=2.4446060866194523 std=0.47136800575507487 shift=2.4446060866194523 inv_scale=2.1214846739504947) [2021-01-18 08:55:13,820] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra04_pv_pk_avg (avg=3.941658311027485e-14 std=1.000000000000001) nulls=0 [2021-01-18 08:55:13,820] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt03_pv_pk_avg) [2021-01-18 08:55:13,820] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt03_pv_pk_avg (avg=65.30074595950373 std=27.50501557334882 shift=65.30074595950373 inv_scale=0.036357005409913566) [2021-01-18 08:55:13,822] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt03_pv_pk_avg (avg=-1.058980984283311e-14 std=1.0000000000000024) nulls=0 [2021-01-18 08:55:13,822] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rl03_pv_pk_avg) [2021-01-18 08:55:13,822] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rl03_pv_pk_avg (avg=60.0933361939116 std=7.882087999459311 shift=60.0933361939116 inv_scale=0.12686993599520802) [2021-01-18 08:55:13,824] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rl03_pv_pk_avg (avg=4.5379645359540844e-14 std=0.9999999999999981) nulls=0 [2021-01-18 08:55:13,824] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rf02_op_pk_avg) [2021-01-18 08:55:13,824] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rf02_op_pk_avg (avg=58.81898985584373 std=3.8326841134447154 shift=58.81898985584373 inv_scale=0.2609137540169535) [2021-01-18 08:55:13,826] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rf02_op_pk_avg (avg=-1.4755538780347254e-13 std=1.0000000000000016) nulls=0 [2021-01-18 08:55:13,826] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt10_pv_pk_avg) [2021-01-18 08:55:13,826] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt10_pv_pk_avg (avg=84.7497986651586 std=2.122925572295211 shift=84.7497986651586 inv_scale=0.47104807302257196) [2021-01-18 08:55:13,828] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt10_pv_pk_avg (avg=1.4056351297583943e-13 std=1.0000000000000075) nulls=0 [2021-01-18 08:55:13,828] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra08_pv_pk_avg) [2021-01-18 08:55:13,829] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra08_pv_pk_avg (avg=1155.564089417685 std=1027.7472536420312 shift=1155.5640894177016 inv_scale=0.0009211110850687574) [2021-01-18 08:55:13,830] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra08_pv_pk_avg (avg=-3.4499275762480277e-15 std=0.9466693879786432) nulls=0 [2021-01-18 08:55:13,830] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_bdrf12_pv_pk_avg) [2021-01-18 08:55:13,831] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_bdrf12_pv_pk_avg (avg=169.47139991318232 std=143.3155301335698 shift=169.47139991318232 inv_scale=0.006977610863721481) [2021-01-18 08:55:13,832] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_bdrf12_pv_pk_avg (avg=-1.1776130337652494e-14 std=1.0000000000000566) nulls=0 [2021-01-18 08:55:13,832] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt06_pv_pk_avg) [2021-01-18 08:55:13,833] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt06_pv_pk_avg (avg=43.647634309678764 std=1.5561115619372425 shift=43.647634309678764 inv_scale=0.6426274468104811) [2021-01-18 08:55:13,835] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt06_pv_pk_avg (avg=1.0048531801719695e-13 std=0.9999999999999959) nulls=0 [2021-01-18 08:55:13,835] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rf04_pv_pk_avg) [2021-01-18 08:55:13,835] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rf04_pv_pk_avg (avg=49.29861904171748 std=4.107350141795012 shift=49.29861904171748 inv_scale=0.24346597331070874) [2021-01-18 08:55:13,837] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rf04_pv_pk_avg (avg=4.265058511824167e-14 std=1.0000000000000013) nulls=0 [2021-01-18 08:55:13,837] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rp02_pv_pk_avg) [2021-01-18 08:55:13,837] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rp02_pv_pk_avg (avg=0.2715187678981306 std=0.20286040804083852 shift=0.2715187678981306 inv_scale=4.929498119705481) [2021-01-18 08:55:13,839] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rp02_pv_pk_avg (avg=1.0720890845766896e-14 std=1.0000000000000044) nulls=0 [2021-01-18 08:55:13,839] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra01_pv_pk_avg) [2021-01-18 08:55:13,839] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra01_pv_pk_avg (avg=0.1033524819350922 std=0.5153222533503357 shift=0.1033524819350922 inv_scale=1.9405333138605252) [2021-01-18 08:55:13,841] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra01_pv_pk_avg (avg=-5.727503587189075e-15 std=1.0000000000000393) nulls=0 [2021-01-18 08:55:13,841] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt09_pv_pk_avg) [2021-01-18 08:55:13,841] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt09_pv_pk_avg (avg=67.12963855257875 std=3.3390435943322383 shift=67.12963855257875 inv_scale=0.299486955395677) [2021-01-18 08:55:13,843] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt09_pv_pk_avg (avg=-9.912185149515503e-14 std=0.9999999999999969) nulls=0 [2021-01-18 08:55:13,843] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra03_pv_pk_avg) [2021-01-18 08:55:13,844] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra03_pv_pk_avg (avg=8.790958185184314 std=8.796954089316392 shift=8.790958185184314 inv_scale=0.11367570977941863) [2021-01-18 08:55:13,845] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra03_pv_pk_avg (avg=-7.098196893858654e-14 std=0.9999999999999704) nulls=0 [2021-01-18 08:55:13,845] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rp21_pv_pk_avg) [2021-01-18 08:55:13,846] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rp21_pv_pk_avg (avg=0.09339159057218865 std=0.0722356086907435 shift=0.09339159057218865 inv_scale=13.843587921868556) [2021-01-18 08:55:13,848] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rp21_pv_pk_avg (avg=6.34953919893719e-14 std=1.0000000000000242) nulls=0 [2021-01-18 08:55:13,848] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt02_pv_pk_avg) [2021-01-18 08:55:13,848] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt02_pv_pk_avg (avg=122.8411946014041 std=6.755630941105675 shift=122.8411946014041 inv_scale=0.14802466397555056) [2021-01-18 08:55:13,850] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt02_pv_pk_avg (avg=-8.064515026865726e-14 std=1.0) nulls=0 [2021-01-18 08:55:13,850] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rl02_pv_pk_avg) [2021-01-18 08:55:13,850] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rl02_pv_pk_avg (avg=43.80770193297385 std=8.631729646777083 shift=43.80770193297385 inv_scale=0.11585163587385758) [2021-01-18 08:55:13,852] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rl02_pv_pk_avg (avg=4.375409208624983e-14 std=0.9999999999999994) nulls=0 [2021-01-18 08:55:13,852] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (rm_f01_pv_pk_olf2_avg) [2021-01-18 08:55:13,852] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale rm_f01_pv_pk_olf2_avg (avg=219.15711133978147 std=8.291706008942052 shift=219.15711133978147 inv_scale=0.12060244284126412) [2021-01-18 08:55:13,854] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled rm_f01_pv_pk_olf2_avg (avg=-4.303848421296941e-15 std=0.9999999999999971) nulls=0 [2021-01-18 08:55:13,854] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_pldf02_pv_pk_avg) [2021-01-18 08:55:13,855] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_pldf02_pv_pk_avg (avg=56.39370258128851 std=8.596288907974374 shift=56.39370258128851 inv_scale=0.11632926844424073) [2021-01-18 08:55:13,856] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_pldf02_pv_pk_avg (avg=7.073815066405161e-14 std=1.000000000000002) nulls=0 [2021-01-18 08:55:13,856] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rh01_op_pk_avg) [2021-01-18 08:55:13,857] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rh01_op_pk_avg (avg=89.00820288517755 std=22.04978823978909 shift=89.00820288517755 inv_scale=0.04535190946620924) [2021-01-18 08:55:13,858] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rh01_op_pk_avg (avg=4.022950022220816e-14 std=1.000000000000012) nulls=0 [2021-01-18 08:55:13,859] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (rm_f08_pv_pk_olf2_avg) [2021-01-18 08:55:13,859] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale rm_f08_pv_pk_olf2_avg (avg=45.22032159400828 std=8.394900344598126 shift=45.22032159400828 inv_scale=0.11911993697977259) [2021-01-18 08:55:13,861] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled rm_f08_pv_pk_olf2_avg (avg=4.4081566739322815e-14 std=1.0000000000000044) nulls=0 [2021-01-18 08:55:13,861] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rf03_pv_pk_avg) [2021-01-18 08:55:13,861] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rf03_pv_pk_avg (avg=58.59271537739689 std=5.3001170325680445 shift=58.59271537739689 inv_scale=0.1886750790322594) [2021-01-18 08:55:13,863] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rf03_pv_pk_avg (avg=4.279896214098654e-14 std=0.9999999999999953) nulls=0 [2021-01-18 08:55:13,863] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rp20_op_pk_avg) [2021-01-18 08:55:13,863] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rp20_op_pk_avg (avg=0.5547137342326844 std=6.613164041138054 shift=0.5547137342326844 inv_scale=0.15121354827724956) [2021-01-18 08:55:13,865] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rp20_op_pk_avg (avg=3.551630848456998e-15 std=1.0000000000001226) nulls=0 [2021-01-18 08:55:13,865] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt11_pv_pk_avg) [2021-01-18 08:55:13,866] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt11_pv_pk_avg (avg=19.4956458938691 std=1.4211448035861824 shift=19.4956458938691 inv_scale=0.7036580631871951) [2021-01-18 08:55:13,867] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt11_pv_pk_avg (avg=4.981998224618966e-14 std=1.000000000000005) nulls=0 [2021-01-18 08:55:13,867] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rp04_op_pk_avg) [2021-01-18 08:55:13,868] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rp04_op_pk_avg (avg=87.8782212893119 std=20.12283258994204 shift=87.8782212893119 inv_scale=0.04969479299349875) [2021-01-18 08:55:13,869] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rp04_op_pk_avg (avg=-2.005807836642357e-14 std=0.999999999999742) nulls=0 [2021-01-18 08:55:13,870] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt07_op_pk_avg) [2021-01-18 08:55:13,870] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt07_op_pk_avg (avg=64.33174920170488 std=4.197485591255183 shift=64.33174920170488 inv_scale=0.2382378636589835) [2021-01-18 08:55:13,872] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt07_op_pk_avg (avg=1.0852411670137502e-14 std=0.9999999999999974) nulls=0 [2021-01-18 08:55:13,872] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c2rf04_pv_pk_avg) [2021-01-18 08:55:13,872] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2rf04_pv_pk_avg (avg=88.5885264779102 std=5.693798540460035 shift=88.5885264779102 inv_scale=0.1756296772521924) [2021-01-18 08:55:13,874] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2rf04_pv_pk_avg (avg=2.366164409940977e-14 std=0.9999999999999989) nulls=0 [2021-01-18 08:55:13,874] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra07_pv_pk_avg) [2021-01-18 08:55:13,874] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra07_pv_pk_avg (avg=3.5029589903778993 std=0.7879643899318943 shift=3.5029589903778993 inv_scale=1.2690928838629782) [2021-01-18 08:55:13,876] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra07_pv_pk_avg (avg=-1.9982475904386372e-14 std=1.0000000000000018) nulls=0 [2021-01-18 08:55:13,876] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c2ra01_pv_pk_avg) [2021-01-18 08:55:13,876] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2ra01_pv_pk_avg (avg=151.43157303735492 std=495.4082545881688 shift=151.43157303735492 inv_scale=0.0020185372180188976) [2021-01-18 08:55:13,878] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2ra01_pv_pk_avg (avg=2.0664250023047192e-14 std=0.9999999999999244) nulls=0 [2021-01-18 08:55:13,878] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt05_pv_pk_avg) [2021-01-18 08:55:13,879] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt05_pv_pk_avg (avg=29.404855432725093 std=3.2617731540308212 shift=29.404855432725093 inv_scale=0.30658171269949414) [2021-01-18 08:55:13,880] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt05_pv_pk_avg (avg=1.5734754049867267e-14 std=1.000000000000001) nulls=0 [2021-01-18 08:55:13,880] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:FlushDFBuilder(num_flagonly) [2021-01-18 08:55:13,880] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:MultipleImputeMissingFromInput [2021-01-18 08:55:13,881] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] MIMIFI: Imputing with map {} [2021-01-18 08:55:13,881] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:FlushDFBuilder(cat_flagpresence) [2021-01-18 08:55:13,881] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:MultipleImputeMissingFromInput [2021-01-18 08:55:13,881] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] MIMIFI: Imputing with map {} [2021-01-18 08:55:13,881] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:FlushDFBuilder(interaction) [2021-01-18 08:55:13,881] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:RealignTarget [2021-01-18 08:55:13,881] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Realign target series = (33194,) [2021-01-18 08:55:13,883] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] After realign target: (33194,) [2021-01-18 08:55:13,883] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:DropRowsWhereNoTarget [2021-01-18 08:55:13,884] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Deleting 0 rows because no target [2021-01-18 08:55:13,884] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] MF before = (33194, 49) target before = (33194,) [2021-01-18 08:55:13,887] [7278/MainThread] [INFO] [dataiku.doctor.multiframe] MultiFrame, dropping rows: [] [2021-01-18 08:55:13,957] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] After DRWNT input_df=(33194, 79) [2021-01-18 08:55:13,957] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] MF after = (33194, 49) target after = (33194,) [2021-01-18 08:55:13,957] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:DumpPipelineState [2021-01-18 08:55:13,957] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] ********* Pipeline state (Before feature selection) [2021-01-18 08:55:13,957] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] input_df= (33194, 79) [2021-01-18 08:55:13,957] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] current_mf=(33194, 49) [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PPR: [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] target = ((33194,)) [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:EmitCurrentMFAsResult [2021-01-18 08:55:13,958] [7278/MainThread] [INFO] [dataiku.doctor.multiframe] Set MF index len 33194 [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] FIT/PROCESS WITH Step:DumpPipelineState [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] ********* Pipeline state (At end) [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] input_df= (33194, 79) [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] current_mf=(0, 0) [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PPR: [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] target = ((33194,)) [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] TRAIN = ((33194, 49)) [2021-01-18 08:55:13,958] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] UNPROCESSED = ((33194, 79)) [2021-01-18 08:55:13,962] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] END - Preprocessing train set [2021-01-18 08:55:13,962] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] START - Preprocessing test set [2021-01-18 08:55:13,963] [7278/MainThread] [INFO] [dataiku.doctor.multiframe] Set MF index len 1488 [2021-01-18 08:55:13,963] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RemapValueToOutput [2021-01-18 08:55:13,963] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:MultipleImputeMissingFromInput [2021-01-18 08:55:13,963] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] MIMIFI: Imputing with map {'olf2_c3rt01_pv_pk_avg': 44.15398375909414, 'olf2_c3rp01_pv_pk_avg': 0.1357585189839038, 'olf2_c3rt08_pv_pk_avg': 60.159945558648374, 'olf2_c3ra06_pv_pk_avg': 5.335349530021797, 'olf2_c3rf02_pv_pk_avg': 12.865133047605283, 'olf2_c3rt04_pv_pk_avg': 60.081338602479306, 'olf2_c2ra02_pv_pk_avg': 7.521857743487901, 'olf2_c3hf24_pv_pk_avg': 1.128109762111015, 'olf2_c3rt12_pv_pk_avg': 14.277688560542074, 'olf2_c3rt07_pv_pk_avg': 50.38451881535481, 'olf2_c3rf01_pv_pk_avg': 68.54867492486254, 'olf2_c3rl03_op_pk_avg': 56.14452380197639, 'olf2_c3ra05_pv_pk_avg': 83.25988850641058, 'rm_f40_pv_pk_olf2_avg': 26.166177972571067, 'olf2_olbf09_pv_pk_avg': 213.18352514907207, 'olf2_c2rf15_pv_pk_avg': 5.6937730789735, 'olf2_c2ra03_pv_pk_avg': 4.19577852327252, 'olf2_c2rf31_pv_pk_avg': 16.853459881929393, 'olf2_c3ra02_pv_pk_avg': 26.653269722439465, 'olf2_c3rh02_op_pk_avg': -1.7792336136123272, 'olf2_c3ra04_pv_pk_avg': 2.4446060866194523, 'olf2_c3rt03_pv_pk_avg': 65.30074595950373, 'olf2_c3rl03_pv_pk_avg': 60.0933361939116, 'olf2_c3rf02_op_pk_avg': 58.81898985584373, 'olf2_c3rt10_pv_pk_avg': 84.7497986651586, 'olf2_c3ra08_pv_pk_avg': 1155.5640894177016, 'olf2_bdrf12_pv_pk_avg': 169.47139991318232, 'olf2_c3rt06_pv_pk_avg': 43.647634309678764, 'olf2_c3rf04_pv_pk_avg': 49.29861904171748, 'olf2_c3rp02_pv_pk_avg': 0.2715187678981306, 'olf2_c3ra01_pv_pk_avg': 0.1033524819350922, 'olf2_c3rt09_pv_pk_avg': 67.12963855257875, 'olf2_c3ra03_pv_pk_avg': 8.790958185184314, 'olf2_c3rp21_pv_pk_avg': 0.09339159057218865, 'olf2_c3rt02_pv_pk_avg': 122.8411946014041, 'olf2_c3rl02_pv_pk_avg': 43.80770193297385, 'rm_f01_pv_pk_olf2_avg': 219.15711133978147, 'olf2_pldf02_pv_pk_avg': 56.39370258128851, 'olf2_c3rh01_op_pk_avg': 89.00820288517755, 'rm_f08_pv_pk_olf2_avg': 45.22032159400828, 'olf2_c3rf03_pv_pk_avg': 58.59271537739689, 'olf2_c3rp20_op_pk_avg': 0.5547137342326844, 'olf2_c3rt11_pv_pk_avg': 19.4956458938691, 'olf2_c3rp04_op_pk_avg': 87.8782212893119, 'olf2_c3rt07_op_pk_avg': 64.33174920170488, 'olf2_c2rf04_pv_pk_avg': 88.5885264779102, 'olf2_c3ra07_pv_pk_avg': 3.5029589903778993, 'olf2_c2ra01_pv_pk_avg': 151.43157303735492, 'olf2_c3rt05_pv_pk_avg': 29.404855432725093} [2021-01-18 08:55:13,972] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt01_pv_pk_avg) [2021-01-18 08:55:13,972] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt01_pv_pk_avg (avg=42.997866571348595 std=1.2109126390643128 shift=44.15398375909414 inv_scale=0.48224932470912496) [2021-01-18 08:55:13,973] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt01_pv_pk_avg (avg=-0.557536733074916 std=0.5839618024705091) nulls=0 [2021-01-18 08:55:13,973] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rp01_pv_pk_avg) [2021-01-18 08:55:13,973] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rp01_pv_pk_avg (avg=0.1995848500918456 std=0.009958105942111325 shift=0.1357585189839038 inv_scale=11.767372790327194) [2021-01-18 08:55:13,974] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rp01_pv_pk_avg (avg=0.751068231986011 std=0.11718074490639634) nulls=0 [2021-01-18 08:55:13,974] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt08_pv_pk_avg) [2021-01-18 08:55:13,974] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt08_pv_pk_avg (avg=62.11064013888884 std=1.8530166526603105 shift=60.159945558648374 inv_scale=0.2539547528207824) [2021-01-18 08:55:13,975] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt08_pv_pk_avg (avg=0.49538815995381885 std=0.4705823859991426) nulls=0 [2021-01-18 08:55:13,975] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra06_pv_pk_avg) [2021-01-18 08:55:13,975] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra06_pv_pk_avg (avg=5.178661647367826 std=0.2676272610099531 shift=5.335349530021797 inv_scale=0.5177629562891143) [2021-01-18 08:55:13,976] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra06_pv_pk_avg (avg=-0.08112718133759914 std=0.13856748184407183) nulls=0 [2021-01-18 08:55:13,976] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rf02_pv_pk_avg) [2021-01-18 08:55:13,976] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rf02_pv_pk_avg (avg=13.933007902800203 std=0.6661376666274031 shift=12.865133047605283 inv_scale=1.18653020875844) [2021-01-18 08:55:13,977] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rf02_pv_pk_avg (avg=1.2670657748622887 std=0.790392464645273) nulls=0 [2021-01-18 08:55:13,977] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt04_pv_pk_avg) [2021-01-18 08:55:13,977] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt04_pv_pk_avg (avg=48.144725056899595 std=8.120087992538858 shift=60.081338602479306 inv_scale=0.04499850784423691) [2021-01-18 08:55:13,977] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt04_pv_pk_avg (avg=-0.5371297982643904 std=0.3653918432281539) nulls=0 [2021-01-18 08:55:13,977] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c2ra02_pv_pk_avg) [2021-01-18 08:55:13,978] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2ra02_pv_pk_avg (avg=1.2876912488586447 std=0.5993981298416636 shift=7.521857743487901 inv_scale=0.04817038442011407) [2021-01-18 08:55:13,978] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2ra02_pv_pk_avg (avg=-0.3003021965852868 std=0.028873238335170366) nulls=0 [2021-01-18 08:55:13,978] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3hf24_pv_pk_avg) [2021-01-18 08:55:13,979] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3hf24_pv_pk_avg (avg=1.1366616131496432 std=0.16198332165503285 shift=1.128109762111015 inv_scale=3.087161715451877) [2021-01-18 08:55:13,979] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3hf24_pv_pk_avg (avg=0.02640094712269561 std=0.500068709155144) nulls=0 [2021-01-18 08:55:13,979] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt12_pv_pk_avg) [2021-01-18 08:55:13,980] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt12_pv_pk_avg (avg=14.752382489471312 std=0.2121241163763385 shift=14.277688560542074 inv_scale=1.9777754601524113) [2021-01-18 08:55:13,980] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt12_pv_pk_avg (avg=0.9388380037196072 std=0.4195338718756359) nulls=0 [2021-01-18 08:55:13,980] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt07_pv_pk_avg) [2021-01-18 08:55:13,980] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt07_pv_pk_avg (avg=50.78078160338269 std=0.5068038360185458 shift=50.38451881535481 inv_scale=0.4700607077637426) [2021-01-18 08:55:13,981] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt07_pv_pk_avg (avg=0.18626756660078375 std=0.23822856985625745) nulls=0 [2021-01-18 08:55:13,981] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rf01_pv_pk_avg) [2021-01-18 08:55:13,981] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rf01_pv_pk_avg (avg=68.57050692137095 std=1.4589755637387445 shift=68.54867492486254 inv_scale=0.289308421067232) [2021-01-18 08:55:13,982] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rf01_pv_pk_avg (avg=0.006316180438598435 std=0.42209391672093083) nulls=0 [2021-01-18 08:55:13,982] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rl03_op_pk_avg) [2021-01-18 08:55:13,982] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rl03_op_pk_avg (avg=69.33974823017478 std=6.682517432449214 shift=56.14452380197639 inv_scale=0.05963905699288649) [2021-01-18 08:55:13,983] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rl03_op_pk_avg (avg=0.786950741707249 std=0.3985390380097962) nulls=0 [2021-01-18 08:55:13,983] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra05_pv_pk_avg) [2021-01-18 08:55:13,983] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra05_pv_pk_avg (avg=84.7817545210573 std=0.94741037962801 shift=83.25988850641058 inv_scale=0.10913256389220001) [2021-01-18 08:55:13,984] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra05_pv_pk_avg (avg=0.16608514007880687 std=0.10339332378688734) nulls=0 [2021-01-18 08:55:13,984] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (rm_f40_pv_pk_olf2_avg) [2021-01-18 08:55:13,984] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale rm_f40_pv_pk_olf2_avg (avg=28.541046921595015 std=1.9577413935582806 shift=26.166177972571067 inv_scale=0.2846201370388075) [2021-01-18 08:55:13,985] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled rm_f40_pv_pk_olf2_avg (avg=0.6759355257203965 std=0.5572126237211044) nulls=0 [2021-01-18 08:55:13,985] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_olbf09_pv_pk_avg) [2021-01-18 08:55:13,985] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_olbf09_pv_pk_avg (avg=214.38921007168454 std=4.692811475889674 shift=213.18352514907207 inv_scale=0.08598094219213076) [2021-01-18 08:55:13,986] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_olbf09_pv_pk_avg (avg=0.10366592563307063 std=0.40349235222703805) nulls=0 [2021-01-18 08:55:13,986] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c2rf15_pv_pk_avg) [2021-01-18 08:55:13,986] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2rf15_pv_pk_avg (avg=0.0 std=0.0 shift=5.6937730789735 inv_scale=0.15947856491632809) [2021-01-18 08:55:13,987] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2rf15_pv_pk_avg (avg=-0.9080347595938922 std=2.43220583475196e-14) nulls=0 [2021-01-18 08:55:13,987] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c2ra03_pv_pk_avg) [2021-01-18 08:55:13,987] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2ra03_pv_pk_avg (avg=3.1410510642378147 std=2.2186342812952775 shift=4.19577852327252 inv_scale=0.11248932372496945) [2021-01-18 08:55:13,988] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2ra03_pv_pk_avg (avg=-0.11864557858096958 std=0.24957266989594074) nulls=0 [2021-01-18 08:55:13,988] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c2rf31_pv_pk_avg) [2021-01-18 08:55:13,988] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2rf31_pv_pk_avg (avg=15.86731554330565 std=3.7446404460205214 shift=16.853459881929393 inv_scale=0.2581653696950591) [2021-01-18 08:55:13,988] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2rf31_pv_pk_avg (avg=-0.25458831775348334 std=0.9667364851219572) nulls=0 [2021-01-18 08:55:13,989] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra02_pv_pk_avg) [2021-01-18 08:55:13,989] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra02_pv_pk_avg (avg=30.757848411742284 std=27.923538612112743 shift=26.653269722439465 inv_scale=0.04379338957134446) [2021-01-18 08:55:13,989] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra02_pv_pk_avg (avg=0.1797534135668749 std=1.222866404650733) nulls=0 [2021-01-18 08:55:13,989] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rh02_op_pk_avg) [2021-01-18 08:55:13,990] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rh02_op_pk_avg (avg=0.0 std=0.0 shift=-1.7792336136123272 inv_scale=0.29974184047848734) [2021-01-18 08:55:13,990] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rh02_op_pk_avg (avg=0.5333107579853393 std=9.44006830839802e-15) nulls=0 [2021-01-18 08:55:13,990] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra04_pv_pk_avg) [2021-01-18 08:55:13,991] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra04_pv_pk_avg (avg=2.2041229301075296 std=0.10609971043446588 shift=2.4446060866194523 inv_scale=2.1214846739504947) [2021-01-18 08:55:13,991] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra04_pv_pk_avg (avg=-0.5101813308832881 std=0.22508890959730476) nulls=0 [2021-01-18 08:55:13,991] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt03_pv_pk_avg) [2021-01-18 08:55:13,991] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt03_pv_pk_avg (avg=86.68542629872306 std=5.188056815080164 shift=65.30074595950373 inv_scale=0.036357005409913566) [2021-01-18 08:55:13,992] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt03_pv_pk_avg (avg=0.7774829387822721 std=0.18862220969280843) nulls=0 [2021-01-18 08:55:13,992] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rl03_pv_pk_avg) [2021-01-18 08:55:13,992] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rl03_pv_pk_avg (avg=55.3824590116488 std=0.8677022939028558 shift=60.0933361939116 inv_scale=0.12686993599520802) [2021-01-18 08:55:13,993] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rl03_pv_pk_avg (avg=-0.5976686865949727 std=0.11008533449035057) nulls=0 [2021-01-18 08:55:13,993] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rf02_op_pk_avg) [2021-01-18 08:55:13,993] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rf02_op_pk_avg (avg=58.43096674126341 std=0.8681080615024019 shift=58.81898985584373 inv_scale=0.2609137540169535) [2021-01-18 08:55:13,994] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rf02_op_pk_avg (avg=-0.10124056747049422 std=0.2265013332189722) nulls=0 [2021-01-18 08:55:13,994] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt10_pv_pk_avg) [2021-01-18 08:55:13,994] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt10_pv_pk_avg (avg=86.61020255723577 std=0.5984087927315115 shift=84.7497986651586 inv_scale=0.47104807302257196) [2021-01-18 08:55:13,995] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt10_pv_pk_avg (avg=0.8763396684065976 std=0.281879308695942) nulls=0 [2021-01-18 08:55:13,995] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra08_pv_pk_avg) [2021-01-18 08:55:13,995] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra08_pv_pk_avg (avg=669.2978638978501 std=162.55151565398464 shift=1155.5640894177016 inv_scale=0.0009211110850687574) [2021-01-18 08:55:13,996] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra08_pv_pk_avg (avg=-0.44790521062088057 std=0.14972800296361302) nulls=0 [2021-01-18 08:55:13,996] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_bdrf12_pv_pk_avg) [2021-01-18 08:55:13,996] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_bdrf12_pv_pk_avg (avg=138.32819735122095 std=167.55317818003482 shift=169.47139991318232 inv_scale=0.006977610863721481) [2021-01-18 08:55:13,997] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_bdrf12_pv_pk_avg (avg=-0.217305148527419 std=1.1691208763200722) nulls=0 [2021-01-18 08:55:13,997] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt06_pv_pk_avg) [2021-01-18 08:55:13,997] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt06_pv_pk_avg (avg=42.53756481854844 std=1.002203043180994 shift=43.647634309678764 inv_scale=0.6426274468104811) [2021-01-18 08:55:13,998] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt06_pv_pk_avg (avg=-0.7133611228673248 std=0.644043182825097) nulls=0 [2021-01-18 08:55:13,998] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rf04_pv_pk_avg) [2021-01-18 08:55:13,998] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rf04_pv_pk_avg (avg=55.44283933861993 std=4.477461522366596 shift=49.29861904171748 inv_scale=0.24346597331070874) [2021-01-18 08:55:13,999] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rf04_pv_pk_avg (avg=1.4959085748208012 std=1.0901095275042307) nulls=0 [2021-01-18 08:55:13,999] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rp02_pv_pk_avg) [2021-01-18 08:55:13,999] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rp02_pv_pk_avg (avg=0.2751409625485633 std=0.05722239355154592 shift=0.2715187678981306 inv_scale=4.929498119705481) [2021-01-18 08:55:14,000] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rp02_pv_pk_avg (avg=0.017855601718515003 std=0.28207768141739287) nulls=0 [2021-01-18 08:55:14,000] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra01_pv_pk_avg) [2021-01-18 08:55:14,000] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra01_pv_pk_avg (avg=0.018094698312399467 std=0.250027262579794 shift=0.1033524819350922 inv_scale=1.9405333138605252) [2021-01-18 08:55:14,000] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra01_pv_pk_avg (avg=-0.16544556938574806 std=0.4851862324094481) nulls=0 [2021-01-18 08:55:14,001] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt09_pv_pk_avg) [2021-01-18 08:55:14,001] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt09_pv_pk_avg (avg=69.50669263631265 std=1.7051023024401428 shift=67.12963855257875 inv_scale=0.299486955395677) [2021-01-18 08:55:14,001] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt09_pv_pk_avg (avg=0.7118966903483471 std=0.5106558971959578) nulls=0 [2021-01-18 08:55:14,001] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra03_pv_pk_avg) [2021-01-18 08:55:14,002] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra03_pv_pk_avg (avg=4.834532279449595 std=4.32991370044452 shift=8.790958185184314 inv_scale=0.11367570977941863) [2021-01-18 08:55:14,002] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra03_pv_pk_avg (avg=-0.4497495230240718 std=0.4922060131816596) nulls=0 [2021-01-18 08:55:14,002] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rp21_pv_pk_avg) [2021-01-18 08:55:14,003] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rp21_pv_pk_avg (avg=0.2780258997689399 std=0.09923210470775151 shift=0.09339159057218865 inv_scale=13.843587921868556) [2021-01-18 08:55:14,003] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rp21_pv_pk_avg (avg=2.5560012927586966 std=1.3737283661938244) nulls=0 [2021-01-18 08:55:14,003] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt02_pv_pk_avg) [2021-01-18 08:55:14,004] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt02_pv_pk_avg (avg=157.8181563552866 std=5.97729055884449 shift=122.8411946014041 inv_scale=0.14802466397555056) [2021-01-18 08:55:14,004] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt02_pv_pk_avg (avg=5.177453010504159 std=0.8847864264571866) nulls=0 [2021-01-18 08:55:14,004] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rl02_pv_pk_avg) [2021-01-18 08:55:14,004] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rl02_pv_pk_avg (avg=25.000111167719542 std=0.10309182517614944 shift=43.80770193297385 inv_scale=0.11585163587385758) [2021-01-18 08:55:14,005] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rl02_pv_pk_avg (avg=-2.178890157000772 std=0.011943356591878658) nulls=0 [2021-01-18 08:55:14,005] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (rm_f01_pv_pk_olf2_avg) [2021-01-18 08:55:14,005] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale rm_f01_pv_pk_olf2_avg (avg=225.3313625761651 std=2.468246192592071 shift=219.15711133978147 inv_scale=0.12060244284126412) [2021-01-18 08:55:14,006] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled rm_f01_pv_pk_olf2_avg (avg=0.7446297818235366 std=0.29767652036025327) nulls=0 [2021-01-18 08:55:14,006] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_pldf02_pv_pk_avg) [2021-01-18 08:55:14,006] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_pldf02_pv_pk_avg (avg=76.11490907757678 std=11.68991784066119 shift=56.39370258128851 inv_scale=0.11632926844424073) [2021-01-18 08:55:14,007] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_pldf02_pv_pk_avg (avg=2.294153524551029 std=1.3598795905773953) nulls=0 [2021-01-18 08:55:14,007] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rh01_op_pk_avg) [2021-01-18 08:55:14,007] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rh01_op_pk_avg (avg=100.0 std=0.0 shift=89.00820288517755 inv_scale=0.04535190946620924) [2021-01-18 08:55:14,008] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rh01_op_pk_avg (avg=0.4984989876223761 std=8.551591291137029e-15) nulls=0 [2021-01-18 08:55:14,008] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (rm_f08_pv_pk_olf2_avg) [2021-01-18 08:55:14,008] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale rm_f08_pv_pk_olf2_avg (avg=47.20180821639796 std=3.1144615370723057 shift=45.22032159400828 inv_scale=0.11911993697977259) [2021-01-18 08:55:14,009] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled rm_f08_pv_pk_olf2_avg (avg=0.23603456158530783 std=0.370994462021978) nulls=0 [2021-01-18 08:55:14,009] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rf03_pv_pk_avg) [2021-01-18 08:55:14,009] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rf03_pv_pk_avg (avg=61.24452186648736 std=2.6061411496815605 shift=58.59271537739689 inv_scale=0.1886750790322594) [2021-01-18 08:55:14,010] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rf03_pv_pk_avg (avg=0.5003297989074199 std=0.49171388738539196) nulls=0 [2021-01-18 08:55:14,010] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rp20_op_pk_avg) [2021-01-18 08:55:14,010] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rp20_op_pk_avg (avg=0.03761074318436377 std=0.18142067639008821 shift=0.5547137342326844 inv_scale=0.15121354827724956) [2021-01-18 08:55:14,011] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rp20_op_pk_avg (avg=-0.07819297810119515 std=0.027433264207805102) nulls=0 [2021-01-18 08:55:14,011] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt11_pv_pk_avg) [2021-01-18 08:55:14,011] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt11_pv_pk_avg (avg=20.06147754323472 std=0.2665971845026879 shift=19.4956458938691 inv_scale=0.7036580631871951) [2021-01-18 08:55:14,012] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt11_pv_pk_avg (avg=0.39815200248266225 std=0.18759325849832076) nulls=0 [2021-01-18 08:55:14,012] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rp04_op_pk_avg) [2021-01-18 08:55:14,012] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rp04_op_pk_avg (avg=99.96372061861562 std=0.7234928520603288 shift=87.8782212893119 inv_scale=0.04969479299349875) [2021-01-18 08:55:14,012] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rp04_op_pk_avg (avg=0.6005863873928179 std=0.03595382751541391) nulls=0 [2021-01-18 08:55:14,013] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt07_op_pk_avg) [2021-01-18 08:55:14,013] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt07_op_pk_avg (avg=69.66454248599914 std=3.3309296741371295 shift=64.33174920170488 inv_scale=0.2382378636589835) [2021-01-18 08:55:14,013] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt07_op_pk_avg (avg=1.2704732793852305 std=0.7935535695647433) nulls=0 [2021-01-18 08:55:14,013] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c2rf04_pv_pk_avg) [2021-01-18 08:55:14,014] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2rf04_pv_pk_avg (avg=97.59404287298379 std=6.179960696036743 shift=88.5885264779102 inv_scale=0.1756296772521924) [2021-01-18 08:55:14,014] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2rf04_pv_pk_avg (avg=1.5816359379561162 std=1.085384502476167) nulls=0 [2021-01-18 08:55:14,014] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3ra07_pv_pk_avg) [2021-01-18 08:55:14,015] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3ra07_pv_pk_avg (avg=3.123570985416666 std=0.21658002904610288 shift=3.5029589903778993 inv_scale=1.2690928838629782) [2021-01-18 08:55:14,015] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3ra07_pv_pk_avg (avg=-0.4814786173192729 std=0.2748601736492463) nulls=0 [2021-01-18 08:55:14,015] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c2ra01_pv_pk_avg) [2021-01-18 08:55:14,016] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c2ra01_pv_pk_avg (avg=3.225021038393818 std=28.506203074116268 shift=151.43157303735492 inv_scale=0.0020185372180188976) [2021-01-18 08:55:14,016] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c2ra01_pv_pk_avg (avg=-0.29916044116415175 std=0.057540831849508464) nulls=0 [2021-01-18 08:55:14,016] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RescalingProcessor2 (olf2_c3rt05_pv_pk_avg) [2021-01-18 08:55:14,016] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescale olf2_c3rt05_pv_pk_avg (avg=29.492657094758087 std=1.2343250030928035 shift=29.404855432725093 inv_scale=0.30658171269949414) [2021-01-18 08:55:14,017] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Rescaled olf2_c3rt05_pv_pk_avg (avg=0.026918383923930533 std=0.3784214734760008) nulls=0 [2021-01-18 08:55:14,017] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:FlushDFBuilder(num_flagonly) [2021-01-18 08:55:14,017] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:MultipleImputeMissingFromInput [2021-01-18 08:55:14,017] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] MIMIFI: Imputing with map {} [2021-01-18 08:55:14,017] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:FlushDFBuilder(cat_flagpresence) [2021-01-18 08:55:14,017] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:MultipleImputeMissingFromInput [2021-01-18 08:55:14,017] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] MIMIFI: Imputing with map {} [2021-01-18 08:55:14,017] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:FlushDFBuilder(interaction) [2021-01-18 08:55:14,017] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:RealignTarget [2021-01-18 08:55:14,017] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Realign target series = (1488,) [2021-01-18 08:55:14,018] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] After realign target: (1488,) [2021-01-18 08:55:14,018] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:DropRowsWhereNoTarget [2021-01-18 08:55:14,018] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Deleting 0 rows because no target [2021-01-18 08:55:14,018] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] MF before = (1488, 49) target before = (1488,) [2021-01-18 08:55:14,019] [7278/MainThread] [INFO] [dataiku.doctor.multiframe] MultiFrame, dropping rows: [] [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] After DRWNT input_df=(1488, 79) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] MF after = (1488, 49) target after = (1488,) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:DumpPipelineState [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] ********* Pipeline state (Before feature selection) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] input_df= (1488, 79) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] current_mf=(1488, 49) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PPR: [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] target = ((1488,)) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:EmitCurrentMFAsResult [2021-01-18 08:55:14,023] [7278/MainThread] [INFO] [dataiku.doctor.multiframe] Set MF index len 1488 [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PROCESS WITH Step:DumpPipelineState [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] ********* Pipeline state (At end) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] input_df= (1488, 79) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] current_mf=(0, 0) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] PPR: [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] target = ((1488,)) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] TRAIN = ((1488, 49)) [2021-01-18 08:55:14,023] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] UNPROCESSED = ((1488, 79)) [2021-01-18 08:55:14,024] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] END - Preprocessing test set [2021-01-18 08:55:14,024] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] START - Fitting model [2021-01-18 08:55:14,050] [7278/MainThread] [DEBUG] [dku.ml.preprocessing] Deleting 0 rows [2021-01-18 08:55:14,050] [7278/MainThread] [INFO] [dataiku.doctor.multiframe] MultiFrame, dropping rows: [] [2021-01-18 08:55:14,066] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] prepare multiframe shape=(33194,49) tn=1626506 nnz=1626506 fill_ratio=1.00 [2021-01-18 08:55:14,066] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] too small, using array [2021-01-18 08:55:14,070] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] Create CLF from params: {'algorithm': 'XGBOOST_REGRESSION', 'xgboost_grid': {'enabled': True, 'max_depth': {'values': [3], 'nValues': 0, 'gridMode': 'EXPLICIT'}, 'learning_rate': {'values': [0.2], 'nValues': 0, 'gridMode': 'EXPLICIT'}, 'gamma': {'values': [0.0], 'nValues': 0, 'gridMode': 'EXPLICIT'}, 'min_child_weight': {'values': [0.0], 'nValues': 0, 'gridMode': 'EXPLICIT'}, 'max_delta_step': {'values': [0.0], 'nValues': 0, 'gridMode': 'EXPLICIT'}, 'subsample': {'values': [1.0], 'nValues': 0, 'gridMode': 'EXPLICIT'}, 'colsample_bytree': {'values': [1.0], 'nValues': 0, 'gridMode': 'EXPLICIT'}, 'colsample_bylevel': {'values': [1.0], 'nValues': 0, 'gridMode': 'EXPLICIT'}, 'alpha': {'values': [0.0], 'nValues': 0, 'gridMode': 'EXPLICIT'}, 'lambda': {'values': [1.0], 'nValues': 0, 'gridMode': 'EXPLICIT'}, 'booster': {'values': {'dart': {'enabled': False}, 'gbtree': {'enabled': True}}}, 'objective': {'values': {'binary_logistic': {'enabled': False}, 'multi_softprob': {'enabled': False}, 'reg_gamma': {'enabled': False}, 'reg_linear': {'enabled': True}, 'reg_logistic': {'enabled': False}}}, 'n_estimators': 300, 'nthread': 4, 'scale_pos_weight': 1.0, 'base_score': 0.5, 'impute_missing': False, 'missing': 0.0, 'cpu_tree_method': 'auto', 'gpu_tree_method': 'gpu_exact', 'enable_cuda': False, 'seed': 1337, 'enable_early_stopping': True, 'early_stopping_rounds': 4}, 'max_ensemble_nodes_serialized': 0, 'metrics': {'evaluationMetric': 'R2', 'customEvaluationMetricGIB': True, 'customEvaluationMetricNeedsProba': False, 'costMatrixWeights': {'tpGain': 1.0, 'tnGain': 0.0, 'fpGain': -0.3, 'fnGain': 0.0}, 'liftPoint': 0.4}, 'autoOptimizeThreshold': True, 'forcedClassifierThreshold': 0.0, 'gridLength': 1, 'grid_search_params': {'mode': 'KFOLD', 'splitRatio': 0.8, 'shuffleIterations': 1, 'nFolds': 3, 'stratified': True, 'strategy': 'GRID', 'randomized': True, 'nIter': 0, 'timeout': 0, 'nJobs': 4}, 'pluginAlgoCustomGridSearch': False, 'computeLearningCurves': False, 'skipExpensiveReports': False} for algorithm XGBOOST_REGRESSION [2021-01-18 08:55:14,070] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] Using K-Fold CV with k=3 [2021-01-18 08:55:14,082] [7278/MainThread] [INFO] [dataiku.doctor.prediction.regression_fit] Early stopping enabled Get xgb metric for R2 XGBoost metric: None [2021-01-18 08:55:14,082] [7278/MainThread] [INFO] [dataiku.doctor.crossval.grid_search_cv] Building Gridsearcher for hyperparameters space: [2021-01-18 08:55:14,082] [7278/MainThread] [INFO] [dataiku.doctor.crossval.grid_search_cv] Performing k-fold search on n_estimators parameter for [2021-01-18 08:55:14,083] [7278/MainThread] [INFO] [dataiku.doctor.crossval.grid_search_cv] Fitting 3 folds for each of 1 candidates, totalling 3 fits [Parallel(n_jobs=4)]: Using backend ThreadingBackend with 4 concurrent workers. [2021-01-18 08:55:14,122] [7278/GS-140224698935040] [INFO] [dataiku.doctor.crossval.grid_search_cv] Fit p=0 s=0: booster=gbtree, colsample_bylevel=1.0, colsample_bytree=1.0, gamma=0.0, learning_rate=0.2, max_delta_step=0.0, max_depth=3, min_child_weight=0.0, objective=reg:linear, reg_alpha=0.0, reg_lambda=1.0, subsample=1.0 [2021-01-18 08:55:14,124] [7278/GS-140224690542336] [INFO] [dataiku.doctor.crossval.grid_search_cv] Fit p=0 s=1: booster=gbtree, colsample_bylevel=1.0, colsample_bytree=1.0, gamma=0.0, learning_rate=0.2, max_delta_step=0.0, max_depth=3, min_child_weight=0.0, objective=reg:linear, reg_alpha=0.0, reg_lambda=1.0, subsample=1.0 [2021-01-18 08:55:14,125] [7278/GS-140224682149632] [INFO] [dataiku.doctor.crossval.grid_search_cv] Fit p=0 s=2: booster=gbtree, colsample_bylevel=1.0, colsample_bytree=1.0, gamma=0.0, learning_rate=0.2, max_delta_step=0.0, max_depth=3, min_child_weight=0.0, objective=reg:linear, reg_alpha=0.0, reg_lambda=1.0, subsample=1.0 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 6 extra nodes, 0 pruned nodes, max_depth=2 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 8 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 6 extra nodes, 0 pruned nodes, max_depth=3 [0] validation_0-rmse:5.66538 validation_1-rmse:5.6653 Multiple eval metrics have been passed: 'validation_1-rmse' will be used for early stopping. Will train until validation_1-rmse hasn't improved in 4 rounds. [0] validation_0-rmse:5.66532 validation_1-rmse:5.66578 Multiple eval metrics have been passed: 'validation_1-rmse' will be used for early stopping. Will train until validation_1-rmse hasn't improved in 4 rounds. [0] validation_0-rmse:5.66536 validation_1-rmse:5.66528 Multiple eval metrics have been passed: 'validation_1-rmse' will be used for early stopping. Will train until validation_1-rmse hasn't improved in 4 rounds. [1] validation_0-rmse:4.53276 validation_1-rmse:4.53292 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 8 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [1] validation_0-rmse:4.53268 validation_1-rmse:4.53331 [1] validation_0-rmse:4.53273 validation_1-rmse:4.53248 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 8 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 8 extra nodes, 0 pruned nodes, max_depth=3 [2] validation_0-rmse:3.62666 validation_1-rmse:3.62699 [2] validation_0-rmse:3.62659 validation_1-rmse:3.6275 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 8 extra nodes, 0 pruned nodes, max_depth=3 [2] validation_0-rmse:3.62661 validation_1-rmse:3.62634 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [3] validation_0-rmse:2.9018 validation_1-rmse:2.9024 [3] validation_0-rmse:2.90173 validation_1-rmse:2.90284 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [3] validation_0-rmse:2.90175 validation_1-rmse:2.90147 [4] validation_0-rmse:2.32195 validation_1-rmse:2.32276 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [4] validation_0-rmse:2.32186 validation_1-rmse:2.32333 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [5] validation_0-rmse:1.85811 validation_1-rmse:1.85913 [4] validation_0-rmse:2.32189 validation_1-rmse:2.3216 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [5] validation_0-rmse:1.85799 validation_1-rmse:1.85974 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [6] validation_0-rmse:1.48709 validation_1-rmse:1.48841 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [5] validation_0-rmse:1.85804 validation_1-rmse:1.85787 [6] validation_0-rmse:1.48696 validation_1-rmse:1.48908 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [7] validation_0-rmse:1.19035 validation_1-rmse:1.19197 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [6] validation_0-rmse:1.487 validation_1-rmse:1.487 [7] validation_0-rmse:1.19019 validation_1-rmse:1.19299 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [8] validation_0-rmse:0.953076 validation_1-rmse:0.955199 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [7] validation_0-rmse:1.19026 validation_1-rmse:1.19051 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [8] validation_0-rmse:0.952871 validation_1-rmse:0.95625 [9] validation_0-rmse:0.763345 validation_1-rmse:0.766187 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [8] validation_0-rmse:0.952922 validation_1-rmse:0.95341 [10] validation_0-rmse:0.611746 validation_1-rmse:0.615335 [9] validation_0-rmse:0.763141 validation_1-rmse:0.767316 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [9] validation_0-rmse:0.763183 validation_1-rmse:0.764047 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [11] validation_0-rmse:0.490626 validation_1-rmse:0.495235 [10] validation_0-rmse:0.611508 validation_1-rmse:0.616747 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [12] validation_0-rmse:0.393978 validation_1-rmse:0.399829 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [10] validation_0-rmse:0.611472 validation_1-rmse:0.612935 [11] validation_0-rmse:0.490388 validation_1-rmse:0.496857 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [13] validation_0-rmse:0.316923 validation_1-rmse:0.324446 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [11] validation_0-rmse:0.490327 validation_1-rmse:0.492585 [12] validation_0-rmse:0.393725 validation_1-rmse:0.401672 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [14] validation_0-rmse:0.255619 validation_1-rmse:0.265155 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [12] validation_0-rmse:0.393585 validation_1-rmse:0.396796 [13] validation_0-rmse:0.316694 validation_1-rmse:0.326355 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [15] validation_0-rmse:0.207021 validation_1-rmse:0.218677 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [13] validation_0-rmse:0.31641 validation_1-rmse:0.320822 [14] validation_0-rmse:0.255375 validation_1-rmse:0.266948 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [16] validation_0-rmse:0.16859 validation_1-rmse:0.182979 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [14] validation_0-rmse:0.25494 validation_1-rmse:0.260898 [15] validation_0-rmse:0.206766 validation_1-rmse:0.220976 [17] validation_0-rmse:0.138505 validation_1-rmse:0.155873 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [15] validation_0-rmse:0.206152 validation_1-rmse:0.213817 [16] validation_0-rmse:0.168393 validation_1-rmse:0.185284 [18] validation_0-rmse:0.115164 validation_1-rmse:0.135701 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [17] validation_0-rmse:0.138198 validation_1-rmse:0.158347 [16] validation_0-rmse:0.167406 validation_1-rmse:0.177234 [19] validation_0-rmse:0.097158 validation_1-rmse:0.120991 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [20] validation_0-rmse:0.083554 validation_1-rmse:0.110587 [18] validation_0-rmse:0.114787 validation_1-rmse:0.138153 [17] validation_0-rmse:0.136837 validation_1-rmse:0.149198 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [21] validation_0-rmse:0.073331 validation_1-rmse:0.103541 [19] validation_0-rmse:0.096741 validation_1-rmse:0.124007 [18] validation_0-rmse:0.112991 validation_1-rmse:0.128094 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [22] validation_0-rmse:0.065884 validation_1-rmse:0.098523 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [20] validation_0-rmse:0.083038 validation_1-rmse:0.11358 [19] validation_0-rmse:0.094616 validation_1-rmse:0.112743 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [23] validation_0-rmse:0.060508 validation_1-rmse:0.095264 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [21] validation_0-rmse:0.072851 validation_1-rmse:0.10611 [20] validation_0-rmse:0.080497 validation_1-rmse:0.101635 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [24] validation_0-rmse:0.056672 validation_1-rmse:0.093028 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [22] validation_0-rmse:0.065321 validation_1-rmse:0.101075 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 8 extra nodes, 0 pruned nodes, max_depth=3 [21] validation_0-rmse:0.070014 validation_1-rmse:0.093971 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 8 extra nodes, 0 pruned nodes, max_depth=3 [25] validation_0-rmse:0.053918 validation_1-rmse:0.091399 [23] validation_0-rmse:0.060072 validation_1-rmse:0.097859 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [22] validation_0-rmse:0.062061 validation_1-rmse:0.088772 [26] validation_0-rmse:0.05207 validation_1-rmse:0.090503 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [24] validation_0-rmse:0.056159 validation_1-rmse:0.095567 [23] validation_0-rmse:0.056286 validation_1-rmse:0.085036 [27] validation_0-rmse:0.050771 validation_1-rmse:0.090065 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 8 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [25] validation_0-rmse:0.053613 validation_1-rmse:0.094013 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [28] validation_0-rmse:0.049797 validation_1-rmse:0.089963 [24] validation_0-rmse:0.052131 validation_1-rmse:0.082626 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [26] validation_0-rmse:0.051673 validation_1-rmse:0.093042 [25] validation_0-rmse:0.049129 validation_1-rmse:0.081036 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 8 extra nodes, 0 pruned nodes, max_depth=3 [27] validation_0-rmse:0.050463 validation_1-rmse:0.09226 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [26] validation_0-rmse:0.047032 validation_1-rmse:0.079953 [29] validation_0-rmse:0.049032 validation_1-rmse:0.089699 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 8 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [27] validation_0-rmse:0.045624 validation_1-rmse:0.07897 [28] validation_0-rmse:0.049483 validation_1-rmse:0.09167 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [30] validation_0-rmse:0.048401 validation_1-rmse:0.089351 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [28] validation_0-rmse:0.04456 validation_1-rmse:0.07851 [29] validation_0-rmse:0.048771 validation_1-rmse:0.091681 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [31] validation_0-rmse:0.047976 validation_1-rmse:0.089167 [29] validation_0-rmse:0.043797 validation_1-rmse:0.078138 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [32] validation_0-rmse:0.047527 validation_1-rmse:0.089083 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [30] validation_0-rmse:0.043194 validation_1-rmse:0.077937 [30] validation_0-rmse:0.04812 validation_1-rmse:0.091406 [33] validation_0-rmse:0.047042 validation_1-rmse:0.089 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [31] validation_0-rmse:0.042665 validation_1-rmse:0.077897 [31] validation_0-rmse:0.047479 validation_1-rmse:0.091284 [34] validation_0-rmse:0.046805 validation_1-rmse:0.088919 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [35] validation_0-rmse:0.046632 validation_1-rmse:0.088497 [32] validation_0-rmse:0.042259 validation_1-rmse:0.077826 [32] validation_0-rmse:0.046988 validation_1-rmse:0.091044 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [36] validation_0-rmse:0.046389 validation_1-rmse:0.088467 [33] validation_0-rmse:0.046597 validation_1-rmse:0.09097 [33] validation_0-rmse:0.041859 validation_1-rmse:0.077727 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [37] validation_0-rmse:0.046272 validation_1-rmse:0.088546 [34] validation_0-rmse:0.046349 validation_1-rmse:0.091081 [34] validation_0-rmse:0.041482 validation_1-rmse:0.077579 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 6 extra nodes, 0 pruned nodes, max_depth=3 [38] validation_0-rmse:0.046096 validation_1-rmse:0.088467 [35] validation_0-rmse:0.045881 validation_1-rmse:0.090979 [35] validation_0-rmse:0.041336 validation_1-rmse:0.077737 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [39] validation_0-rmse:0.045906 validation_1-rmse:0.088402 [36] validation_0-rmse:0.045771 validation_1-rmse:0.091089 [36] validation_0-rmse:0.041117 validation_1-rmse:0.07773 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [40] validation_0-rmse:0.04582 validation_1-rmse:0.088879 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [37] validation_0-rmse:0.045514 validation_1-rmse:0.091 Stopping. Best iteration: [33] validation_0-rmse:0.046597 validation_1-rmse:0.09097 [37] validation_0-rmse:0.040942 validation_1-rmse:0.077739 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [41] validation_0-rmse:0.04562 validation_1-rmse:0.088819 [2021-01-18 08:55:14,951] [7278/GS-140224698935040] [INFO] [dataiku.doctor.crossval.grid_search_cv] Done p=0 s=0: booster=gbtree, colsample_bylevel=1.0, colsample_bytree=1.0, gamma=0.0, learning_rate=0.2, max_delta_step=0.0, max_depth=3, min_child_weight=0.0, objective=reg:linear, reg_alpha=0.0, reg_lambda=1.0, subsample=1.0 (ft=0.8s st=0.0s sc=0.3984716846004783) [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [38] validation_0-rmse:0.040668 validation_1-rmse:0.077718 Stopping. Best iteration: [34] validation_0-rmse:0.041482 validation_1-rmse:0.077579 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [42] validation_0-rmse:0.045344 validation_1-rmse:0.088825 [08:55:14] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [2021-01-18 08:55:14,973] [7278/GS-140224690542336] [INFO] [dataiku.doctor.crossval.grid_search_cv] Done p=0 s=1: booster=gbtree, colsample_bylevel=1.0, colsample_bytree=1.0, gamma=0.0, learning_rate=0.2, max_delta_step=0.0, max_depth=3, min_child_weight=0.0, objective=reg:linear, reg_alpha=0.0, reg_lambda=1.0, subsample=1.0 (ft=0.8s st=0.0s sc=0.6817671390208158) [43] validation_0-rmse:0.045148 validation_1-rmse:0.088726 Stopping. Best iteration: [39] validation_0-rmse:0.045906 validation_1-rmse:0.088402 [2021-01-18 08:55:14,995] [7278/GS-140224682149632] [INFO] [dataiku.doctor.crossval.grid_search_cv] Done p=0 s=2: booster=gbtree, colsample_bylevel=1.0, colsample_bytree=1.0, gamma=0.0, learning_rate=0.2, max_delta_step=0.0, max_depth=3, min_child_weight=0.0, objective=reg:linear, reg_alpha=0.0, reg_lambda=1.0, subsample=1.0 (ft=0.9s st=0.0s sc=0.6071992990435537) [Parallel(n_jobs=4)]: Done 3 out of 3 | elapsed: 0.9s finished [2021-01-18 08:55:15,103] [7278/MainThread] [INFO] [dataiku.doctor.crossval.grid_search_cv] Grid search ended, got 3 scores out of 3 [2021-01-18 08:55:15,103] [7278/MainThread] [INFO] [dataiku.doctor.crossval.grid_search_cv] Grid search done, best_parameters being : {'booster': 'gbtree', 'colsample_bylevel': 1.0, 'colsample_bytree': 1.0, 'gamma': 0.0, 'learning_rate': 0.2, 'max_delta_step': 0.0, 'max_depth': 3, 'min_child_weight': 0.0, 'objective': 'reg:linear', 'reg_alpha': 0.0, 'reg_lambda': 1.0, 'subsample': 1.0, 'n_estimators': 35} [2021-01-18 08:55:15,104] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] Fitting model: [2021-01-18 08:55:15,104] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] Model is: DkuXGBRegressor(base_score=0.5, booster='gbtree', colsample_bylevel=1.0, colsample_bytree=1.0, gamma=0.0, learning_rate=0.2, max_delta_step=0.0, max_depth=3, min_child_weight=0.0, missing=None, n_estimators=35, n_jobs=4, objective='reg:linear', random_state=1337, reg_alpha=0.0, reg_lambda=1.0, scale_pos_weight=1.0, silent=0, subsample=1.0, tree_method='auto') [2021-01-18 08:55:15,104] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] train_X class: [2021-01-18 08:55:15,104] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] train_X shape: (33194, 49) [2021-01-18 08:55:15,104] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] train_y shape: (33194,) [2021-01-18 08:55:15,104] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] calibration enabled: a sub-sample of the train data has been saved for calibration [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [0] validation_0-rmse:5.6653 Will train until validation_0-rmse hasn't improved in 4 rounds. [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [1] validation_0-rmse:4.53262 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [2] validation_0-rmse:3.62648 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [3] validation_0-rmse:2.90159 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [4] validation_0-rmse:2.32173 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [5] validation_0-rmse:1.85787 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [6] validation_0-rmse:1.48687 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [7] validation_0-rmse:1.19014 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [8] validation_0-rmse:0.952874 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [9] validation_0-rmse:0.763193 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [10] validation_0-rmse:0.611583 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [11] validation_0-rmse:0.490506 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [12] validation_0-rmse:0.393825 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [13] validation_0-rmse:0.316787 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [14] validation_0-rmse:0.255503 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [15] validation_0-rmse:0.206831 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [16] validation_0-rmse:0.168382 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [17] validation_0-rmse:0.138277 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [18] validation_0-rmse:0.114758 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [19] validation_0-rmse:0.096603 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [20] validation_0-rmse:0.082905 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [21] validation_0-rmse:0.072695 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 10 extra nodes, 0 pruned nodes, max_depth=3 [22] validation_0-rmse:0.065343 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [23] validation_0-rmse:0.059925 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [24] validation_0-rmse:0.055997 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [25] validation_0-rmse:0.053365 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [26] validation_0-rmse:0.051435 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [27] validation_0-rmse:0.049985 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [28] validation_0-rmse:0.048781 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [29] validation_0-rmse:0.048055 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [30] validation_0-rmse:0.047445 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [31] validation_0-rmse:0.047051 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [32] validation_0-rmse:0.046579 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 14 extra nodes, 0 pruned nodes, max_depth=3 [33] validation_0-rmse:0.046295 [08:55:15] /workspace/src/tree/updater_prune.cc:74: tree pruning end, 1 roots, 12 extra nodes, 0 pruned nodes, max_depth=3 [34] validation_0-rmse:0.04606 [2021-01-18 08:55:15,890] [7278/MainThread] [INFO] [dataiku.doctor.prediction.regression_fit] Selected XGBoost Params are {'base_score': 0.5, 'booster': 'gbtree', 'colsample_bylevel': 1.0, 'colsample_bytree': 1.0, 'gamma': 0.0, 'learning_rate': 0.2, 'max_delta_step': 0.0, 'max_depth': 3, 'min_child_weight': 0.0, 'missing': None, 'n_estimators': 35, 'n_jobs': 4, 'objective': 'reg:linear', 'random_state': 1337, 'reg_alpha': 0.0, 'reg_lambda': 1.0, 'scale_pos_weight': 1.0, 'silent': 0, 'subsample': 1.0, 'tree_method': 'auto'} [2021-01-18 08:55:15,890] [7278/MainThread] [INFO] [dataiku.doctor.prediction.regression_fit] Output params are {'resolved': {'algorithm': 'XGBOOST_REGRESSION', 'skipExpensiveReports': False, 'xgboost': {'max_depth': 3, 'learning_rate': 0.2, 'n_estimators': 35, 'nthread': 4, 'gamma': 0.0, 'min_child_weight': 0.0, 'max_delta_step': 0.0, 'subsample': 1.0, 'colsample_bytree': 1.0, 'colsample_bylevel': 1.0, 'alpha': 0.0, 'lambda': 1.0, 'seed': 1337, 'impute_missing': False, 'missing': None, 'base_score': 0.5, 'scale_pos_weight': 1.0, 'enable_early_stopping': True, 'early_stopping_rounds': 4, 'booster': 'gbtree', 'objective': 'reg_linear'}}, 'other': {}} [2021-01-18 08:55:15,890] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] END - Fitting model [2021-01-18 08:55:15,890] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] START - Saving model [2021-01-18 08:55:15,892] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] END - Saving model [2021-01-18 08:55:15,893] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] START - Scoring model [2021-01-18 08:55:15,893] [7278/MainThread] [INFO] [dataiku.doctor.prediction.regression_scoring] Intrinsic scoring [2021-01-18 08:55:15,893] [7278/MainThread] [INFO] [dataiku.doctor.prediction.regression_scoring] Extracting rescalers [2021-01-18 08:55:15,895] [7278/MainThread] [INFO] [dataiku.doctor.prediction.scoring_base] Computing feature importance [2021-01-18 08:55:15,896] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] prepare multiframe shape=(1488,49) tn=72912 nnz=72912 fill_ratio=1.00 [2021-01-18 08:55:15,896] [7278/MainThread] [INFO] [dataiku.doctor.prediction.common] too small, using array [2021-01-18 08:55:15,897] [7278/MainThread] [INFO] [dataiku.doctor.prediction.regression_scoring] Creating predictions on test set [2021-01-18 08:55:15,898] [7278/MainThread] [INFO] [dataiku.doctor.prediction.regression_scoring] Computing regression performance on [7.795761 7.7749267 7.795761 ... 7.6292024 7.5742664 7.6232476] [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils.listener] END - Scoring model [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [root] Reading with dtypes: None [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_by_hour: None (schema_type=date feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_last: None (schema_type=date feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_year_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_month_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for week_of_year_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_day_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_week_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_hour_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for t_stamp_parsed_minutes_last: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2rf04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,941] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2ra01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2ra03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2ra02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3hf24_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rl03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra07_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp04_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rl03_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag0: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rh01_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf02_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra06_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra05_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rh02_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt08_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt09_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt05_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt06_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt10_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3ra08_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt03_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,942] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt07_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt11_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp01_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt07_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp20_op_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2rf15_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for rm_f01_pv_pk_olf2_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for rm_f40_pv_pk_olf2_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_pldf02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_olbf09_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rt12_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_bdrf12_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rl02_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for rm_f08_pv_pk_olf2_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rp21_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c3rf04_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for olf2_c2rf31_pv_pk_avg: (schema_type=double feature_type=NUMERIC feature_role=INPUT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for count: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for new_p04_target: (schema_type=double feature_type=NUMERIC feature_role=TARGET) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag1: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag2: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag3: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag4: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag5: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag6: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag7: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag8: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,943] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag9: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,944] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean10: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,944] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean9: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,944] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean8: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,944] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean7: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,944] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean6: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,944] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean5: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,944] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean4: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,944] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean3: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,944] [7278/MainThread] [INFO] [dataiku.doctor.utils] Computed dtype for target_lag_mean2: None (schema_type=double feature_type=NUMERIC feature_role=REJECT) [2021-01-18 08:55:15,944] [7278/MainThread] [INFO] [root] Reading with FIXED dtypes: {'olf2_c2rf04_pv_pk_avg': , 'olf2_c2ra01_pv_pk_avg': , 'olf2_c2ra03_pv_pk_avg': , 'olf2_c2ra02_pv_pk_avg': , 'olf2_c3hf24_pv_pk_avg': , 'olf2_c3rl03_pv_pk_avg': , 'olf2_c3ra07_pv_pk_avg': , 'olf2_c3rf02_pv_pk_avg': , 'olf2_c3ra01_pv_pk_avg': , 'olf2_c3rf03_pv_pk_avg': , 'olf2_c3rp04_op_pk_avg': , 'olf2_c3ra04_pv_pk_avg': , 'olf2_c3rl03_op_pk_avg': , 'olf2_c3ra03_pv_pk_avg': , 'olf2_c3rh01_op_pk_avg': , 'olf2_c3rf02_op_pk_avg': , 'olf2_c3ra06_pv_pk_avg': , 'olf2_c3rf01_pv_pk_avg': , 'olf2_c3ra05_pv_pk_avg': , 'olf2_c3rh02_op_pk_avg': , 'olf2_c3ra02_pv_pk_avg': , 'olf2_c3rt08_pv_pk_avg': , 'olf2_c3rt09_pv_pk_avg': , 'olf2_c3rt05_pv_pk_avg': , 'olf2_c3rt06_pv_pk_avg': , 'olf2_c3rt10_pv_pk_avg': , 'olf2_c3rp02_pv_pk_avg': , 'olf2_c3ra08_pv_pk_avg': , 'olf2_c3rt03_pv_pk_avg': , 'olf2_c3rt04_pv_pk_avg': , 'olf2_c3rt01_pv_pk_avg': , 'olf2_c3rt02_pv_pk_avg': , 'olf2_c3rt07_op_pk_avg': , 'olf2_c3rt11_pv_pk_avg': , 'olf2_c3rp01_pv_pk_avg': , 'olf2_c3rt07_pv_pk_avg': , 'olf2_c3rp20_op_pk_avg': , 'olf2_c2rf15_pv_pk_avg': , 'rm_f01_pv_pk_olf2_avg': , 'rm_f40_pv_pk_olf2_avg': , 'olf2_pldf02_pv_pk_avg': , 'olf2_olbf09_pv_pk_avg': , 'olf2_c3rt12_pv_pk_avg': , 'olf2_bdrf12_pv_pk_avg': , 'olf2_c3rl02_pv_pk_avg': , 'rm_f08_pv_pk_olf2_avg': , 'olf2_c3rp21_pv_pk_avg': , 'olf2_c3rf04_pv_pk_avg': , 'olf2_c2rf31_pv_pk_avg': , 'new_p04_target': } [2021-01-18 08:55:16,000] [7278/MainThread] [INFO] [root] Loaded table [2021-01-18 08:55:16,001] [7278/MainThread] [INFO] [dataiku.doctor.prediction.background_rows_handler] Building background rows [2021-01-18 08:55:16,003] [7278/MainThread] [INFO] [dataiku.doctor.prediction.background_rows_handler] Background estimated bias <= 0.002361774444580078 [2021-01-18 08:55:16,006] [7278/MainThread] [INFO] [dataiku.doctor.prediction.background_rows_handler] Built background rows with shape=(400, 79) [2021-01-18 08:55:16,006] [7278/MainThread] [INFO] [dataiku.doctor.prediction.background_rows_handler] Saving background rows with shape=(400, 79) [2021-01-18 08:55:16,054] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalizing date to numeric : 0 2020-07-01 00:59:00 1 2020-07-01 01:59:00 2 2020-07-01 02:59:00 3 2020-07-01 03:59:00 4 2020-07-01 04:59:00 5 2020-07-01 05:59:00 6 2020-07-01 06:59:00 7 2020-07-01 07:59:00 8 2020-07-01 08:59:00 9 2020-07-01 09:59:00 10 2020-07-01 10:59:00 11 2020-07-01 11:59:00 12 2020-07-01 12:59:00 13 2020-07-01 13:59:00 14 2020-07-01 14:59:00 15 2020-07-01 15:59:00 16 2020-07-01 16:59:00 17 2020-07-01 17:59:00 18 2020-07-01 18:59:00 19 2020-07-01 19:59:00 20 2020-07-01 20:59:00 21 2020-07-01 21:59:00 22 2020-07-01 22:59:00 23 2020-07-01 23:59:00 24 2020-07-02 00:59:00 25 2020-07-02 01:59:00 26 2020-07-02 02:59:00 27 2020-07-02 03:59:00 28 2020-07-02 04:59:00 29 2020-07-02 05:59:00 ... 1458 2020-08-30 18:59:00 1459 2020-08-30 19:59:00 1460 2020-08-30 20:59:00 1461 2020-08-30 21:59:00 1462 2020-08-30 22:59:00 1463 2020-08-30 23:59:00 1464 2020-08-31 00:59:00 1465 2020-08-31 01:59:00 1466 2020-08-31 02:59:00 1467 2020-08-31 03:59:00 1468 2020-08-31 04:59:00 1469 2020-08-31 05:59:00 1470 2020-08-31 06:59:00 1471 2020-08-31 07:59:00 1472 2020-08-31 08:59:00 1473 2020-08-31 09:59:00 1474 2020-08-31 10:59:00 1475 2020-08-31 11:59:00 1476 2020-08-31 12:59:00 1477 2020-08-31 13:59:00 1478 2020-08-31 14:59:00 1479 2020-08-31 15:59:00 1480 2020-08-31 16:59:00 1481 2020-08-31 17:59:00 1482 2020-08-31 18:59:00 1483 2020-08-31 19:59:00 1484 2020-08-31 20:59:00 1485 2020-08-31 21:59:00 1486 2020-08-31 22:59:00 1487 2020-08-31 23:59:00 Name: t_stamp_parsed_last, Length: 1488, dtype: datetime64[ns] [2021-01-18 08:55:16,057] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalized date : 0 3.802554e+09 1 3.802558e+09 2 3.802561e+09 3 3.802565e+09 4 3.802568e+09 5 3.802572e+09 6 3.802576e+09 7 3.802579e+09 8 3.802583e+09 9 3.802586e+09 10 3.802590e+09 11 3.802594e+09 12 3.802597e+09 13 3.802601e+09 14 3.802604e+09 15 3.802608e+09 16 3.802612e+09 17 3.802615e+09 18 3.802619e+09 19 3.802622e+09 20 3.802626e+09 21 3.802630e+09 22 3.802633e+09 23 3.802637e+09 24 3.802640e+09 25 3.802644e+09 26 3.802648e+09 27 3.802651e+09 28 3.802655e+09 29 3.802658e+09 ... 1458 3.807803e+09 1459 3.807806e+09 1460 3.807810e+09 1461 3.807814e+09 1462 3.807817e+09 1463 3.807821e+09 1464 3.807824e+09 1465 3.807828e+09 1466 3.807832e+09 1467 3.807835e+09 1468 3.807839e+09 1469 3.807842e+09 1470 3.807846e+09 1471 3.807850e+09 1472 3.807853e+09 1473 3.807857e+09 1474 3.807860e+09 1475 3.807864e+09 1476 3.807868e+09 1477 3.807871e+09 1478 3.807875e+09 1479 3.807878e+09 1480 3.807882e+09 1481 3.807886e+09 1482 3.807889e+09 1483 3.807893e+09 1484 3.807896e+09 1485 3.807900e+09 1486 3.807904e+09 1487 3.807907e+09 Name: t_stamp_parsed_last, Length: 1488, dtype: float64 [2021-01-18 08:55:16,059] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalizing date to numeric : 0 2020-07-01 00:00:00 1 2020-07-01 01:00:00 2 2020-07-01 02:00:00 3 2020-07-01 03:00:00 4 2020-07-01 04:00:00 5 2020-07-01 05:00:00 6 2020-07-01 06:00:00 7 2020-07-01 07:00:00 8 2020-07-01 08:00:00 9 2020-07-01 09:00:00 10 2020-07-01 10:00:00 11 2020-07-01 11:00:00 12 2020-07-01 12:00:00 13 2020-07-01 13:00:00 14 2020-07-01 14:00:00 15 2020-07-01 15:00:00 16 2020-07-01 16:00:00 17 2020-07-01 17:00:00 18 2020-07-01 18:00:00 19 2020-07-01 19:00:00 20 2020-07-01 20:00:00 21 2020-07-01 21:00:00 22 2020-07-01 22:00:00 23 2020-07-01 23:00:00 24 2020-07-02 00:00:00 25 2020-07-02 01:00:00 26 2020-07-02 02:00:00 27 2020-07-02 03:00:00 28 2020-07-02 04:00:00 29 2020-07-02 05:00:00 ... 1458 2020-08-30 18:00:00 1459 2020-08-30 19:00:00 1460 2020-08-30 20:00:00 1461 2020-08-30 21:00:00 1462 2020-08-30 22:00:00 1463 2020-08-30 23:00:00 1464 2020-08-31 00:00:00 1465 2020-08-31 01:00:00 1466 2020-08-31 02:00:00 1467 2020-08-31 03:00:00 1468 2020-08-31 04:00:00 1469 2020-08-31 05:00:00 1470 2020-08-31 06:00:00 1471 2020-08-31 07:00:00 1472 2020-08-31 08:00:00 1473 2020-08-31 09:00:00 1474 2020-08-31 10:00:00 1475 2020-08-31 11:00:00 1476 2020-08-31 12:00:00 1477 2020-08-31 13:00:00 1478 2020-08-31 14:00:00 1479 2020-08-31 15:00:00 1480 2020-08-31 16:00:00 1481 2020-08-31 17:00:00 1482 2020-08-31 18:00:00 1483 2020-08-31 19:00:00 1484 2020-08-31 20:00:00 1485 2020-08-31 21:00:00 1486 2020-08-31 22:00:00 1487 2020-08-31 23:00:00 Name: t_stamp_by_hour, Length: 1488, dtype: datetime64[ns] [2021-01-18 08:55:16,062] [7278/MainThread] [INFO] [dataiku.doctor.utils] Normalized date : 0 3.802550e+09 1 3.802554e+09 2 3.802558e+09 3 3.802561e+09 4 3.802565e+09 5 3.802568e+09 6 3.802572e+09 7 3.802576e+09 8 3.802579e+09 9 3.802583e+09 10 3.802586e+09 11 3.802590e+09 12 3.802594e+09 13 3.802597e+09 14 3.802601e+09 15 3.802604e+09 16 3.802608e+09 17 3.802612e+09 18 3.802615e+09 19 3.802619e+09 20 3.802622e+09 21 3.802626e+09 22 3.802630e+09 23 3.802633e+09 24 3.802637e+09 25 3.802640e+09 26 3.802644e+09 27 3.802648e+09 28 3.802651e+09 29 3.802655e+09 ... 1458 3.807799e+09 1459 3.807803e+09 1460 3.807806e+09 1461 3.807810e+09 1462 3.807814e+09 1463 3.807817e+09 1464 3.807821e+09 1465 3.807824e+09 1466 3.807828e+09 1467 3.807832e+09 1468 3.807835e+09 1469 3.807839e+09 1470 3.807842e+09 1471 3.807846e+09 1472 3.807850e+09 1473 3.807853e+09 1474 3.807857e+09 1475 3.807860e+09 1476 3.807864e+09 1477 3.807868e+09 1478 3.807871e+09 1479 3.807875e+09 1480 3.807878e+09 1481 3.807882e+09 1482 3.807886e+09 1483 3.807889e+09 1484 3.807893e+09 1485 3.807896e+09 1486 3.807900e+09 1487 3.807904e+09 Name: t_stamp_by_hour, Length: 1488, dtype: float64 [2021-01-18 08:55:16,063] [7278/MainThread] [INFO] [dataiku.doctor.utils] Coercion done [2021-01-18 08:55:16,064] [7278/MainThread] [INFO] [dataiku.doctor.prediction.histogram_handler] Computing histograms [2021-01-18 08:55:16,098] [7278/MainThread] [INFO] [dataiku.doctor.prediction.histogram_handler] Saving histograms [2021-01-18 08:55:16,101] [7278/MainThread] [INFO] [dataiku.doctor.prediction.column_importance_hanlder] Computing column importance [2021-01-18 08:55:16,101] [7278/MainThread] [INFO] [dataiku.doctor.prediction.column_importance_hanlder] Reusing the model feature importance [2021-01-18 08:55:16,102] [7278/MainThread] [INFO] [dataiku.doctor.prediction.column_importance_hanlder] Saving column importance [2021/01/18-08:55:16.110] [MRT-531207] [INFO] [dku.block.link.interaction] - Check result for nullity exceptionIfNull=true result=not null [2021/01/18-08:55:16.110] [MRT-531207] [INFO] [dku.analysis.prediction] - Training returned ok [2021/01/18-08:55:16.111] [MRT-531207] [INFO] [dku.ml.versioning] - Dumping version info {"trainedWithDSSVersion":"7.0.2","trainedWithDSSConfVersion":"7020","trainedWithDSSBackend":"PY_MEMORY","backendCompatibilityVersion":18} in /dataiku/design/analysis-data/SS_OLF2_DEPROPANIZER/rCdjsfYb/vU1kvnnc/sessions/s5/pp4/m1 [2021/01/18-08:55:16.113] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:16,113 7273 WARNING [Wrapper] SIGKILL requested [2021/01/18-08:55:16.140] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:16,140 7273 INFO [Child] Process 7278 exited with exit=0 signal=9 [2021/01/18-08:55:16.140] [wrapper-stderr-531263] [INFO] [dku.utils] - 2021-01-18 08:55:16,140 7273 INFO Full child code: 137 [2021/01/18-08:55:16.150] [KNL-python-single-command-kernel-monitor-531267] [INFO] [dku.kernels] - Process done with code 137 [2021/01/18-08:55:16.152] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.ml.python] T-vU1kvnnc - Processing thread joined ... [2021/01/18-08:55:16.153] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.ml.python] T-vU1kvnnc - Joining processing thread ... [2021/01/18-08:55:16.153] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.ml.python] T-vU1kvnnc - Processing thread joined ... [2021/01/18-08:55:16.154] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.prediction] T-vU1kvnnc - Train done [2021/01/18-08:55:16.154] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.prediction] T-vU1kvnnc - Train done [2021/01/18-08:55:16.164] [FT-TrainWorkThread-mmmU8j8V-531206] [INFO] [dku.analysis.prediction] T-vU1kvnnc - Publishing mltask-train-done reflected event