[2020/09/14-23:43:25.137] [ActivityExecutor-30] [INFO] [dku] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - ----------------------------------------
[2020/09/14-23:43:25.137] [ActivityExecutor-30] [INFO] [dku] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - DSS startup: jek version:8.0.1
[2020/09/14-23:43:25.137] [ActivityExecutor-30] [INFO] [dku] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - DSS home: /data/home/dkuacademy/dss/data-dir-design-33333
[2020/09/14-23:43:25.137] [ActivityExecutor-30] [INFO] [dku] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - OS: Linux 3.10.0-957.10.1.el7.x86_64 amd64 - Java: Oracle Corporation 1.8.0_222
[2020/09/14-23:43:25.136] [ActivityExecutor-30] [INFO] [dku.flow.jobrunner] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Allocated a slot for this activity!
[2020/09/14-23:43:25.137] [ActivityExecutor-30] [INFO] [dku.flow.jobrunner] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Run activity
[2020/09/14-23:43:25.146] [ActivityExecutor-30] [INFO] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Executing default pre-activity lifecycle hook
[2020/09/14-23:43:25.153] [ActivityExecutor-30] [INFO] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Checking if sources are ready
[2020/09/14-23:43:25.186] [ActivityExecutor-30] [INFO] [dku.dataset.hash] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - managed non-FS dataset, computed new hash for CREDITCARDFRAUDDATASTART.transactions_known/NP: DN7c5TKRD5gyk6e1jY/tFA-2CxwY3ho+sS03usUC7/OUw, based on 2 propagated from upstream
[2020/09/14-23:43:25.187] [ActivityExecutor-30] [INFO] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Checked source readiness CREDITCARDFRAUDDATASTART.transactions_known -> true
[2020/09/14-23:43:25.187] [ActivityExecutor-30] [DEBUG] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Computing hashes to propagate BEFORE activity
[2020/09/14-23:43:25.192] [ActivityExecutor-30] [INFO] [dku.dataset.hash] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - managed non-FS dataset, computed new hash for CREDITCARDFRAUDDATASTART.transactions_known/NP: DN7c5TKRD5gyk6e1jY/tFA-2CxwY3ho+sS03usUC7/OUw, based on 2 propagated from upstream
[2020/09/14-23:43:25.192] [ActivityExecutor-30] [DEBUG] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Recorded 1 hashes before activity run
[2020/09/14-23:43:25.193] [ActivityExecutor-30] [DEBUG] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Building recipe runner of type
[2020/09/14-23:43:25.300] [ActivityExecutor-30] [DEBUG] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Recipe runner built, will use 1 thread(s)
[2020/09/14-23:43:25.300] [ActivityExecutor-30] [DEBUG] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Starting execution thread: com.dataiku.dip.analysis.ml.prediction.flow.PredictionTrainingRecipeRunner@683a2f58
[2020/09/14-23:43:25.301] [ActivityExecutor-30] [DEBUG] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Execution threads started, waiting for activity end
[2020/09/14-23:43:25.302] [FRT-35-FlowRunnable] [INFO] [dku.flow.activity] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Run thread for activity train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP starting
[2020/09/14-23:43:25.326] [FRT-35-FlowRunnable] [INFO] [dku.input.push] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Using ordering from dataset: {"enabled":false,"rules":[]}
[2020/09/14-23:43:25.334] [FRT-35-FlowRunnable] [INFO] [dku.input.push] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - USTP: push selection.method=CLASS_REBALANCE_TARGET_NB_APPROX records=100000 ratio=0.02 col=authorized_flag
[2020/09/14-23:43:25.335] [FRT-35-FlowRunnable] [INFO] [dku.datasets.push] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Counting values using full-push-with-filter
[2020/09/14-23:43:25.336] [FRT-35-FlowRunnable] [INFO] [dku.input.push] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Using ordering from dataset: {"enabled":false,"rules":[]}
[2020/09/14-23:43:25.337] [FRT-35-FlowRunnable] [INFO] [dku.input.push] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - USTP: push selection.method=FULL records=-1 ratio=0.02 col=null
[2020/09/14-23:43:25.339] [FRT-35-FlowRunnable] [INFO] [dku.datasets.push] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Push row splits limit= {"maxBytes":-1,"maxRecords":-1,"ordering":{"enabled":false,"rules":[]}}
[2020/09/14-23:43:25.339] [FRT-35-FlowRunnable] [INFO] [dku.input.rows] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Starting to push split com.dataiku.dip.datasets.sql.AbstractSQLTableDatasetHandler$TableClauseSplit@7089d8e3 with limit= -1
[2020/09/14-23:43:25.384] [FRT-35-FlowRunnable] [INFO] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Connecting to jdbc:postgresql://localhost:5432/academy with props: {"user":"dkuacademy","password":"***"} conn=postgresql-Id1pdTg
[2020/09/14-23:43:25.385] [FRT-35-FlowRunnable] [DEBUG] [dku.connections.sql.driver] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Driver version 9.0
[2020/09/14-23:43:25.414] [FRT-35-FlowRunnable] [INFO] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Driver: PostgreSQL Native Driver (JDBC 4.0) PostgreSQL 9.0 JDBC4 (build 801) (9.0)
[2020/09/14-23:43:25.415] [FRT-35-FlowRunnable] [INFO] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Database: PostgreSQL 11.5 (11.5) rowSize=8192 stmts=0
[2020/09/14-23:43:25.418] [FRT-35-FlowRunnable] [INFO] [dku.resourceusage] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting start of CRU:{"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"SQL_CONNECTION","id":"46bMsLHxqFXQCknl","startTime":1600119805409,"sqlConnection":{"connection":"postgresql"}}
[2020/09/14-23:43:25.418] [FRT-35-FlowRunnable] [INFO] [dku.usage.computeresource.jek] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting start of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"SQL_CONNECTION","id":"46bMsLHxqFXQCknl","startTime":1600119805409,"sqlConnection":{"connection":"postgresql"}}
[2020/09/14-23:43:25.428] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Executing query SELECT * FROM "CREDITCARDFRAUDDATASTART_transactions_known" (st=org.postgresql.jdbc4.Jdbc4Statement@6efd29e5)
[2020/09/14-23:43:25.461] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Done executing query (st=org.postgresql.jdbc4.Jdbc4Statement@6efd29e5)
[2020/09/14-23:43:25.586] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 2000 records from DB
[2020/09/14-23:43:25.661] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 4000 records from DB
[2020/09/14-23:43:25.725] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 6000 records from DB
[2020/09/14-23:43:25.766] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 8000 records from DB
[2020/09/14-23:43:25.810] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 10000 records from DB
[2020/09/14-23:43:25.845] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 12000 records from DB
[2020/09/14-23:43:25.874] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 14000 records from DB
[2020/09/14-23:43:25.902] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 16000 records from DB
[2020/09/14-23:43:25.930] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 18000 records from DB
[2020/09/14-23:43:25.958] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 20000 records from DB
[2020/09/14-23:43:25.985] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 22000 records from DB
[2020/09/14-23:43:26.015] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 24000 records from DB
[2020/09/14-23:43:26.049] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 26000 records from DB
[2020/09/14-23:43:26.084] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 28000 records from DB
[2020/09/14-23:43:26.119] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 30000 records from DB
[2020/09/14-23:43:26.160] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 32000 records from DB
[2020/09/14-23:43:26.204] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 34000 records from DB
[2020/09/14-23:43:26.240] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 36000 records from DB
[2020/09/14-23:43:26.275] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 38000 records from DB
[2020/09/14-23:43:26.309] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 40000 records from DB
[2020/09/14-23:43:26.344] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 42000 records from DB
[2020/09/14-23:43:26.371] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 44000 records from DB
[2020/09/14-23:43:26.397] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 46000 records from DB
[2020/09/14-23:43:26.425] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 48000 records from DB
[2020/09/14-23:43:26.452] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 50000 records from DB
[2020/09/14-23:43:26.480] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 52000 records from DB
[2020/09/14-23:43:26.509] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 54000 records from DB
[2020/09/14-23:43:26.537] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 56000 records from DB
[2020/09/14-23:43:26.565] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 58000 records from DB
[2020/09/14-23:43:26.593] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 60000 records from DB
[2020/09/14-23:43:26.632] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 62000 records from DB
[2020/09/14-23:43:26.665] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 64000 records from DB
[2020/09/14-23:43:26.693] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 66000 records from DB
[2020/09/14-23:43:26.720] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 68000 records from DB
[2020/09/14-23:43:26.747] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 70000 records from DB
[2020/09/14-23:43:26.774] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 72000 records from DB
[2020/09/14-23:43:26.800] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 74000 records from DB
[2020/09/14-23:43:26.826] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 76000 records from DB
[2020/09/14-23:43:26.852] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 78000 records from DB
[2020/09/14-23:43:26.878] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 80000 records from DB
[2020/09/14-23:43:26.905] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 82000 records from DB
[2020/09/14-23:43:26.932] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 84000 records from DB
[2020/09/14-23:43:26.958] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 86000 records from DB
[2020/09/14-23:43:26.985] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 88000 records from DB
[2020/09/14-23:43:27.026] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 90000 records from DB
[2020/09/14-23:43:27.059] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 92000 records from DB
[2020/09/14-23:43:27.085] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 94000 records from DB
[2020/09/14-23:43:27.114] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 96000 records from DB
[2020/09/14-23:43:27.141] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 98000 records from DB
[2020/09/14-23:43:27.167] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 100000 records from DB
[2020/09/14-23:43:27.167] [FRT-35-FlowRunnable] [INFO] [dku.datasets.push] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Counted 100000 records
[2020/09/14-23:43:27.202] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 102000 records from DB
[2020/09/14-23:43:27.240] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 104000 records from DB
[2020/09/14-23:43:27.277] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 106000 records from DB
[2020/09/14-23:43:27.308] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 108000 records from DB
[2020/09/14-23:43:27.336] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 110000 records from DB
[2020/09/14-23:43:27.365] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 112000 records from DB
[2020/09/14-23:43:27.394] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 114000 records from DB
[2020/09/14-23:43:27.422] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 116000 records from DB
[2020/09/14-23:43:27.450] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 118000 records from DB
[2020/09/14-23:43:27.478] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 120000 records from DB
[2020/09/14-23:43:27.507] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 122000 records from DB
[2020/09/14-23:43:27.535] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 124000 records from DB
[2020/09/14-23:43:27.563] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 126000 records from DB
[2020/09/14-23:43:27.592] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 128000 records from DB
[2020/09/14-23:43:27.621] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 130000 records from DB
[2020/09/14-23:43:27.650] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 132000 records from DB
[2020/09/14-23:43:27.678] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 134000 records from DB
[2020/09/14-23:43:27.706] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 136000 records from DB
[2020/09/14-23:43:27.734] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 138000 records from DB
[2020/09/14-23:43:27.765] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 140000 records from DB
[2020/09/14-23:43:27.793] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 142000 records from DB
[2020/09/14-23:43:27.821] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 144000 records from DB
[2020/09/14-23:43:27.850] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 146000 records from DB
[2020/09/14-23:43:27.878] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 148000 records from DB
[2020/09/14-23:43:27.906] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 150000 records from DB
[2020/09/14-23:43:27.934] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 152000 records from DB
[2020/09/14-23:43:27.961] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 154000 records from DB
[2020/09/14-23:43:27.988] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 156000 records from DB
[2020/09/14-23:43:28.016] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 158000 records from DB
[2020/09/14-23:43:28.042] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 160000 records from DB
[2020/09/14-23:43:28.071] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 162000 records from DB
[2020/09/14-23:43:28.099] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 164000 records from DB
[2020/09/14-23:43:28.128] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 166000 records from DB
[2020/09/14-23:43:28.156] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 168000 records from DB
[2020/09/14-23:43:28.184] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 170000 records from DB
[2020/09/14-23:43:28.213] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 172000 records from DB
[2020/09/14-23:43:28.240] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 174000 records from DB
[2020/09/14-23:43:28.269] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 176000 records from DB
[2020/09/14-23:43:28.297] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 178000 records from DB
[2020/09/14-23:43:28.325] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 180000 records from DB
[2020/09/14-23:43:28.354] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 182000 records from DB
[2020/09/14-23:43:28.382] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 184000 records from DB
[2020/09/14-23:43:28.410] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 186000 records from DB
[2020/09/14-23:43:28.438] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 188000 records from DB
[2020/09/14-23:43:28.468] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 190000 records from DB
[2020/09/14-23:43:28.502] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 192000 records from DB
[2020/09/14-23:43:28.532] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 194000 records from DB
[2020/09/14-23:43:28.565] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 196000 records from DB
[2020/09/14-23:43:28.597] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 198000 records from DB
[2020/09/14-23:43:28.633] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 200000 records from DB
[2020/09/14-23:43:28.633] [FRT-35-FlowRunnable] [INFO] [dku.datasets.push] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Counted 200000 records
[2020/09/14-23:43:28.664] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 202000 records from DB
[2020/09/14-23:43:28.690] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 204000 records from DB
[2020/09/14-23:43:28.716] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 206000 records from DB
[2020/09/14-23:43:28.742] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 208000 records from DB
[2020/09/14-23:43:28.770] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 210000 records from DB
[2020/09/14-23:43:28.797] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 212000 records from DB
[2020/09/14-23:43:28.823] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 214000 records from DB
[2020/09/14-23:43:28.850] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 216000 records from DB
[2020/09/14-23:43:28.877] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 218000 records from DB
[2020/09/14-23:43:28.906] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 220000 records from DB
[2020/09/14-23:43:28.932] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 222000 records from DB
[2020/09/14-23:43:28.959] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 224000 records from DB
[2020/09/14-23:43:28.985] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 226000 records from DB
[2020/09/14-23:43:29.019] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 228000 records from DB
[2020/09/14-23:43:29.061] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 230000 records from DB
[2020/09/14-23:43:29.088] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 232000 records from DB
[2020/09/14-23:43:29.117] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 234000 records from DB
[2020/09/14-23:43:29.144] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 236000 records from DB
[2020/09/14-23:43:29.173] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 238000 records from DB
[2020/09/14-23:43:29.200] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 240000 records from DB
[2020/09/14-23:43:29.228] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 242000 records from DB
[2020/09/14-23:43:29.254] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 244000 records from DB
[2020/09/14-23:43:29.280] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 246000 records from DB
[2020/09/14-23:43:29.307] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 248000 records from DB
[2020/09/14-23:43:29.338] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 250000 records from DB
[2020/09/14-23:43:29.367] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 252000 records from DB
[2020/09/14-23:43:29.395] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 254000 records from DB
[2020/09/14-23:43:29.398] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Done iterating result set, returned 254224 rows
[2020/09/14-23:43:29.399] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Exited push
[2020/09/14-23:43:29.399] [FRT-35-FlowRunnable] [DEBUG] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Rollback and close conn=postgresql-Id1pdTg
[2020/09/14-23:43:29.399] [FRT-35-FlowRunnable] [DEBUG] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Rollback conn=postgresql-Id1pdTg
[2020/09/14-23:43:29.400] [FRT-35-FlowRunnable] [DEBUG] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Close conn=postgresql-Id1pdTg
[2020/09/14-23:43:29.400] [FRT-35-FlowRunnable] [DEBUG] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Close conn=postgresql-Id1pdTg
[2020/09/14-23:43:29.401] [FRT-35-FlowRunnable] [INFO] [dku.resourceusage] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting completion of CRU:{"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"SQL_CONNECTION","id":"46bMsLHxqFXQCknl","startTime":1600119805409,"sqlConnection":{"connection":"postgresql"}}
[2020/09/14-23:43:29.401] [FRT-35-FlowRunnable] [INFO] [dku.usage.computeresource.jek] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting completion of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"SQL_CONNECTION","id":"46bMsLHxqFXQCknl","startTime":1600119805409,"endTime":1600119809401,"sqlConnection":{"connection":"postgresql"}}
[2020/09/14-23:43:29.403] [FRT-35-FlowRunnable] [INFO] [dku.sampling.rebalance] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Column rebalance targetRecords=100000.000000 targetCountPerModality=50000.000000 missing=25920 largeClasses=1
[2020/09/14-23:43:29.403] [FRT-35-FlowRunnable] [INFO] [dku.sampling.rebalance] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Column rebalance fixed targetCountPerModality=75920.000000d
[2020/09/14-23:43:29.403] [FRT-35-FlowRunnable] [INFO] [dku.sampling.rebalance] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP -  value=0 totalCount=24080 proba=3.152824
[2020/09/14-23:43:29.404] [FRT-35-FlowRunnable] [INFO] [dku.sampling.rebalance] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP -  value=1 totalCount=230144 proba=0.329880
[2020/09/14-23:43:29.404] [FRT-35-FlowRunnable] [INFO] [dku.datasets.push] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Push row splits limit= {"maxBytes":-1,"maxRecords":-1,"ordering":{"enabled":false,"rules":[]}}
[2020/09/14-23:43:29.404] [FRT-35-FlowRunnable] [INFO] [dku.input.rows] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Starting to push split com.dataiku.dip.datasets.sql.AbstractSQLTableDatasetHandler$TableClauseSplit@21f88359 with limit= -1
[2020/09/14-23:43:29.406] [FRT-35-FlowRunnable] [INFO] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Connecting to jdbc:postgresql://localhost:5432/academy with props: {"user":"dkuacademy","password":"***"} conn=postgresql-sZU1JTk
[2020/09/14-23:43:29.406] [FRT-35-FlowRunnable] [DEBUG] [dku.connections.sql.driver] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Driver version 9.0
[2020/09/14-23:43:29.409] [FRT-35-FlowRunnable] [INFO] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Driver: PostgreSQL Native Driver (JDBC 4.0) PostgreSQL 9.0 JDBC4 (build 801) (9.0)
[2020/09/14-23:43:29.409] [FRT-35-FlowRunnable] [INFO] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Database: PostgreSQL 11.5 (11.5) rowSize=8192 stmts=0
[2020/09/14-23:43:29.410] [FRT-35-FlowRunnable] [INFO] [dku.resourceusage] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting start of CRU:{"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"SQL_CONNECTION","id":"Fpu22AnwbDEddtvQ","startTime":1600119809409,"sqlConnection":{"connection":"postgresql"}}
[2020/09/14-23:43:29.410] [FRT-35-FlowRunnable] [INFO] [dku.usage.computeresource.jek] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting start of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"SQL_CONNECTION","id":"Fpu22AnwbDEddtvQ","startTime":1600119809409,"sqlConnection":{"connection":"postgresql"}}
[2020/09/14-23:43:29.410] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Executing query SELECT * FROM "CREDITCARDFRAUDDATASTART_transactions_known" (st=org.postgresql.jdbc4.Jdbc4Statement@7146c866)
[2020/09/14-23:43:29.426] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Done executing query (st=org.postgresql.jdbc4.Jdbc4Statement@7146c866)
[2020/09/14-23:43:29.547] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 2000 records from DB
[2020/09/14-23:43:29.601] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 4000 records from DB
[2020/09/14-23:43:29.680] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 6000 records from DB
[2020/09/14-23:43:29.755] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 8000 records from DB
[2020/09/14-23:43:29.803] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 10000 records from DB
[2020/09/14-23:43:29.852] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 12000 records from DB
[2020/09/14-23:43:29.895] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 14000 records from DB
[2020/09/14-23:43:29.938] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 16000 records from DB
[2020/09/14-23:43:29.982] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 18000 records from DB
[2020/09/14-23:43:30.028] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 20000 records from DB
[2020/09/14-23:43:30.071] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 22000 records from DB
[2020/09/14-23:43:30.113] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 24000 records from DB
[2020/09/14-23:43:30.157] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 26000 records from DB
[2020/09/14-23:43:30.200] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 28000 records from DB
[2020/09/14-23:43:30.243] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 30000 records from DB
[2020/09/14-23:43:30.286] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 32000 records from DB
[2020/09/14-23:43:30.328] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 34000 records from DB
[2020/09/14-23:43:30.370] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 36000 records from DB
[2020/09/14-23:43:30.412] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 38000 records from DB
[2020/09/14-23:43:30.455] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 40000 records from DB
[2020/09/14-23:43:30.497] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 42000 records from DB
[2020/09/14-23:43:30.541] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 44000 records from DB
[2020/09/14-23:43:30.584] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 46000 records from DB
[2020/09/14-23:43:30.629] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 48000 records from DB
[2020/09/14-23:43:30.674] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 50000 records from DB
[2020/09/14-23:43:30.720] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 52000 records from DB
[2020/09/14-23:43:30.766] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 54000 records from DB
[2020/09/14-23:43:30.815] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 56000 records from DB
[2020/09/14-23:43:30.869] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 58000 records from DB
[2020/09/14-23:43:30.922] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 60000 records from DB
[2020/09/14-23:43:30.966] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 62000 records from DB
[2020/09/14-23:43:31.011] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 64000 records from DB
[2020/09/14-23:43:31.055] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 66000 records from DB
[2020/09/14-23:43:31.099] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 68000 records from DB
[2020/09/14-23:43:31.141] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 70000 records from DB
[2020/09/14-23:43:31.183] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 72000 records from DB
[2020/09/14-23:43:31.225] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 74000 records from DB
[2020/09/14-23:43:31.269] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 76000 records from DB
[2020/09/14-23:43:31.312] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 78000 records from DB
[2020/09/14-23:43:31.355] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 80000 records from DB
[2020/09/14-23:43:31.398] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 82000 records from DB
[2020/09/14-23:43:31.439] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 84000 records from DB
[2020/09/14-23:43:31.481] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 86000 records from DB
[2020/09/14-23:43:31.524] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 88000 records from DB
[2020/09/14-23:43:31.567] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 90000 records from DB
[2020/09/14-23:43:31.608] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 92000 records from DB
[2020/09/14-23:43:31.654] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 94000 records from DB
[2020/09/14-23:43:31.697] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 96000 records from DB
[2020/09/14-23:43:31.740] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 98000 records from DB
[2020/09/14-23:43:31.783] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 100000 records from DB
[2020/09/14-23:43:31.826] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 102000 records from DB
[2020/09/14-23:43:31.869] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 104000 records from DB
[2020/09/14-23:43:31.910] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 106000 records from DB
[2020/09/14-23:43:31.954] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 108000 records from DB
[2020/09/14-23:43:31.998] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 110000 records from DB
[2020/09/14-23:43:32.042] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 112000 records from DB
[2020/09/14-23:43:32.086] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 114000 records from DB
[2020/09/14-23:43:32.135] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 116000 records from DB
[2020/09/14-23:43:32.178] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 118000 records from DB
[2020/09/14-23:43:32.221] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 120000 records from DB
[2020/09/14-23:43:32.313] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 122000 records from DB
[2020/09/14-23:43:32.358] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 124000 records from DB
[2020/09/14-23:43:32.409] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 126000 records from DB
[2020/09/14-23:43:32.455] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 128000 records from DB
[2020/09/14-23:43:32.500] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 130000 records from DB
[2020/09/14-23:43:32.543] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 132000 records from DB
[2020/09/14-23:43:32.585] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 134000 records from DB
[2020/09/14-23:43:32.625] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 136000 records from DB
[2020/09/14-23:43:32.669] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 138000 records from DB
[2020/09/14-23:43:32.713] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 140000 records from DB
[2020/09/14-23:43:32.757] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 142000 records from DB
[2020/09/14-23:43:32.800] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 144000 records from DB
[2020/09/14-23:43:32.844] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 146000 records from DB
[2020/09/14-23:43:32.889] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 148000 records from DB
[2020/09/14-23:43:32.933] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 150000 records from DB
[2020/09/14-23:43:32.976] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 152000 records from DB
[2020/09/14-23:43:33.022] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 154000 records from DB
[2020/09/14-23:43:33.067] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 156000 records from DB
[2020/09/14-23:43:33.111] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 158000 records from DB
[2020/09/14-23:43:33.155] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 160000 records from DB
[2020/09/14-23:43:33.199] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 162000 records from DB
[2020/09/14-23:43:33.244] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 164000 records from DB
[2020/09/14-23:43:33.289] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 166000 records from DB
[2020/09/14-23:43:33.334] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 168000 records from DB
[2020/09/14-23:43:33.379] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 170000 records from DB
[2020/09/14-23:43:33.428] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 172000 records from DB
[2020/09/14-23:43:33.471] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 174000 records from DB
[2020/09/14-23:43:33.517] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 176000 records from DB
[2020/09/14-23:43:33.562] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 178000 records from DB
[2020/09/14-23:43:33.609] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 180000 records from DB
[2020/09/14-23:43:33.657] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 182000 records from DB
[2020/09/14-23:43:33.699] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 184000 records from DB
[2020/09/14-23:43:33.742] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 186000 records from DB
[2020/09/14-23:43:33.785] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 188000 records from DB
[2020/09/14-23:43:33.827] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 190000 records from DB
[2020/09/14-23:43:33.870] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 192000 records from DB
[2020/09/14-23:43:33.913] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 194000 records from DB
[2020/09/14-23:43:33.956] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 196000 records from DB
[2020/09/14-23:43:34.001] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 198000 records from DB
[2020/09/14-23:43:34.043] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 200000 records from DB
[2020/09/14-23:43:34.088] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 202000 records from DB
[2020/09/14-23:43:34.130] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 204000 records from DB
[2020/09/14-23:43:34.173] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 206000 records from DB
[2020/09/14-23:43:34.216] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 208000 records from DB
[2020/09/14-23:43:34.258] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 210000 records from DB
[2020/09/14-23:43:34.299] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 212000 records from DB
[2020/09/14-23:43:34.342] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 214000 records from DB
[2020/09/14-23:43:34.385] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 216000 records from DB
[2020/09/14-23:43:34.428] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 218000 records from DB
[2020/09/14-23:43:34.471] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 220000 records from DB
[2020/09/14-23:43:34.513] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 222000 records from DB
[2020/09/14-23:43:34.557] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 224000 records from DB
[2020/09/14-23:43:34.600] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 226000 records from DB
[2020/09/14-23:43:34.651] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 228000 records from DB
[2020/09/14-23:43:34.694] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 230000 records from DB
[2020/09/14-23:43:34.736] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 232000 records from DB
[2020/09/14-23:43:34.778] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 234000 records from DB
[2020/09/14-23:43:34.820] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 236000 records from DB
[2020/09/14-23:43:34.863] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 238000 records from DB
[2020/09/14-23:43:34.905] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 240000 records from DB
[2020/09/14-23:43:34.948] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 242000 records from DB
[2020/09/14-23:43:34.992] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 244000 records from DB
[2020/09/14-23:43:35.038] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 246000 records from DB
[2020/09/14-23:43:35.079] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 248000 records from DB
[2020/09/14-23:43:35.122] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 250000 records from DB
[2020/09/14-23:43:35.165] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 252000 records from DB
[2020/09/14-23:43:35.209] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read 254000 records from DB
[2020/09/14-23:43:35.215] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Done iterating result set, returned 254224 rows
[2020/09/14-23:43:35.215] [FRT-35-FlowRunnable] [INFO] [dku.datasets.sql] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Exited push
[2020/09/14-23:43:35.215] [FRT-35-FlowRunnable] [DEBUG] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Rollback and close conn=postgresql-sZU1JTk
[2020/09/14-23:43:35.215] [FRT-35-FlowRunnable] [DEBUG] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Rollback conn=postgresql-sZU1JTk
[2020/09/14-23:43:35.215] [FRT-35-FlowRunnable] [DEBUG] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Close conn=postgresql-sZU1JTk
[2020/09/14-23:43:35.215] [FRT-35-FlowRunnable] [DEBUG] [dku.connections.sql.provider] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Close conn=postgresql-sZU1JTk
[2020/09/14-23:43:35.216] [FRT-35-FlowRunnable] [INFO] [dku.resourceusage] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting completion of CRU:{"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"SQL_CONNECTION","id":"Fpu22AnwbDEddtvQ","startTime":1600119809409,"sqlConnection":{"connection":"postgresql"}}
[2020/09/14-23:43:35.216] [FRT-35-FlowRunnable] [INFO] [dku.usage.computeresource.jek] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting completion of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"SQL_CONNECTION","id":"Fpu22AnwbDEddtvQ","startTime":1600119809409,"endTime":1600119815216,"sqlConnection":{"connection":"postgresql"}}
[2020/09/14-23:43:35.240] [FRT-35-FlowRunnable] [INFO] [dku.recipes.prediction.train] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Read modeling: 
 {
  "algorithm": "RANDOM_FOREST_CLASSIFICATION",
  "rf_classifier_grid": {
    "n_estimators": {
      "gridMode": "EXPLICIT",
      "randomMode": "RANGE",
      "limit": {
        "min": 1
      },
      "values": [
        400,
        350,
        450
      ],
      "range": {
        "min": 80,
        "max": 200,
        "nbValues": 3,
        "scaling": "LINEAR"
      }
    },
    "n_jobs": 4,
    "max_tree_depth": {
      "gridMode": "EXPLICIT",
      "randomMode": "RANGE",
      "limit": {
        "min": 1
      },
      "values": [
        18,
        16,
        20
      ],
      "range": {
        "min": 5,
        "max": 10,
        "nbValues": 3,
        "scaling": "LINEAR"
      }
    },
    "min_samples_leaf": {
      "gridMode": "EXPLICIT",
      "randomMode": "RANGE",
      "limit": {
        "min": 1
      },
      "values": [
        3,
        5
      ],
      "range": {
        "min": 3,
        "max": 20,
        "nbValues": 3,
        "scaling": "LINEAR"
      }
    },
    "selection_mode": "auto",
    "max_features": {
      "gridMode": "EXPLICIT",
      "randomMode": "RANGE",
      "limit": {
        "min": 1
      },
      "values": [
        5
      ],
      "range": {
        "min": 1,
        "max": 20,
        "nbValues": 3,
        "scaling": "LINEAR"
      }
    },
    "max_feature_prop": {
      "gridMode": "EXPLICIT",
      "randomMode": "RANGE",
      "limit": {
        "min": 1.0E-23,
        "max": 1.0
      },
      "values": [
        0.3
      ],
      "range": {
        "min": 0.1,
        "max": 0.7,
        "nbValues": 3,
        "scaling": "LINEAR"
      }
    },
    "enabled": true
  },
  "max_ensemble_nodes_serialized": 6000,
  "metrics": {
    "evaluationMetric": "ROC_AUC",
    "customEvaluationMetricGIB": true,
    "customEvaluationMetricNeedsProba": false,
    "thresholdOptimizationMetric": "F1",
    "costMatrixWeights": {
      "tpGain": 1.0,
      "tnGain": 0.0,
      "fpGain": -0.3,
      "fnGain": 0.0
    },
    "liftPoint": 0.4
  },
  "autoOptimizeThreshold": true,
  "forcedClassifierThreshold": 0.0,
  "gridLength": 18,
  "grid_search_params": {
    "mode": "KFOLD",
    "splitRatio": 0.8,
    "shuffleIterations": 1,
    "nFolds": 3,
    "stratified": true,
    "strategy": "GRID",
    "bayesianOptimizer": "SCIKIT_OPTIMIZE",
    "randomized": true,
    "seed": 0,
    "nIter": 0,
    "nIterRandom": 10,
    "timeout": 0,
    "nJobs": 4
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  "pluginAlgoCustomGridSearch": false,
  "computeLearningCurves": false,
  "skipExpensiveReports": false
}
[2020/09/14-23:43:35.251] [FRT-35-FlowRunnable] [INFO] [dku.recipes.prediction.train] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Run training in code env built-in (set at deploy-time)
[2020/09/14-23:43:35.256] [FRT-35-FlowRunnable] [WARN] [dku.code.projectLibs] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - External libraries file not found: /data/home/dkuacademy/dss/data-dir-design-33333/jobs/CREDITCARDFRAUDDATASTART/Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284/localconfig/projects/CREDITCARDFRAUDDATASTART/lib/external-libraries.json
[2020/09/14-23:43:35.257] [FRT-35-FlowRunnable] [INFO] [dku.code.projectLibs] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - EXTERNAL LIBS FROM CREDITCARDFRAUDDATASTART is {"gitReferences":{},"pythonPath":["python"],"rsrcPath":["R"],"importLibrariesFromProjects":[]}
[2020/09/14-23:43:35.257] [FRT-35-FlowRunnable] [INFO] [dku.code.projectLibs] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - chunkFolder is /data/home/dkuacademy/dss/data-dir-design-33333/jobs/CREDITCARDFRAUDDATASTART/Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284/localconfig/projects/CREDITCARDFRAUDDATASTART/lib/R
[2020/09/14-23:43:35.258] [FRT-35-FlowRunnable] [INFO] [xxx] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - RSRC PATH: ["/data/home/dkuacademy/dss/data-dir-design-33333/jobs/CREDITCARDFRAUDDATASTART/Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284/localconfig/projects/CREDITCARDFRAUDDATASTART/lib/R"]
[2020/09/14-23:43:35.259] [FRT-35-FlowRunnable] [INFO] [dku.recipes.code.base] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Writing dku-exec-env for local execution in /data/home/dkuacademy/dss/data-dir-design-33333/jobs/CREDITCARDFRAUDDATASTART/Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284/train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP/prediction-train-recipe/pyrunEGNGh5liK82g/remote-run-env-def.json
[2020/09/14-23:43:35.262] [FRT-35-FlowRunnable] [INFO] [dku.code.envs.resolution] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Executing Python activity in builtin env
[2020/09/14-23:43:35.263] [FRT-35-FlowRunnable] [INFO] [dku.flow.abstract.python] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Execute activity command: ["/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","-u","-m","dataiku.doctor.prediction.reg_train_recipe","/data/home/dkuacademy/dss/data-dir-design-33333/saved_models/CREDITCARDFRAUDDATASTART/ScWGJkZ4/versions/1600119805302","/data/home/dkuacademy/dss/data-dir-design-33333/saved_models/CREDITCARDFRAUDDATASTART/ScWGJkZ4/core/selection","TRAIN_SPLITTED_ONLY"]
[2020/09/14-23:43:35.263] [FRT-35-FlowRunnable] [INFO] [dku.recipes.code.base] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Run command insecurely, from user dkuacademy
[2020/09/14-23:43:35.264] [FRT-35-FlowRunnable] [INFO] [dku.security.process] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Starting process (regular)
[2020/09/14-23:43:35.266] [FRT-35-FlowRunnable] [INFO] [dku.security.process] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Process started with pid=291988
[2020/09/14-23:43:35.268] [FRT-35-FlowRunnable] [INFO] [dku.processes.cgroups] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Will use cgroups []
[2020/09/14-23:43:35.268] [FRT-35-FlowRunnable] [INFO] [dku.processes.cgroups] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Applying rules to used cgroups: []
[2020/09/14-23:43:35.270] [FRT-35-FlowRunnable] [INFO] [dku.recipes.code.base] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Process reads from nothing
[2020/09/14-23:43:35.271] [FRT-35-FlowRunnable] [INFO] [dku.resourceusage] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting start of CRU:{"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"localProcess":{"cpuCurrent":0.0}}
[2020/09/14-23:43:35.271] [FRT-35-FlowRunnable] [INFO] [dku.usage.computeresource.jek] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting start of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"localProcess":{"cpuCurrent":0.0}}
[2020/09/14-23:43:35.276] [process-resource-monitor-291988-40] [INFO] [dku.usage.computeresource.jek]  - Reporting update of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"localProcess":{"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":0,"cpuSystemTimeMS":0,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":0,"cpuTotalMS":0,"cpuCurrent":0.0,"vmSizeMB":21,"vmRSSMB":4,"vmHWMMB":4,"vmRSSAnonMB":2,"vmDataMB":2,"vmSizePeakMB":21,"vmRSSPeakMB":4,"vmRSSTotalMBS":0,"majorFaults":0,"childrenMajorFaults":0}}
[2020/09/14-23:43:35.277] [process-resource-monitor-291988-40] [DEBUG] [dku.resource]  - Process stats for pid 291988: {"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":0,"cpuSystemTimeMS":0,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":0,"cpuTotalMS":0,"cpuCurrent":0.0,"vmSizeMB":21,"vmRSSMB":4,"vmHWMMB":4,"vmRSSAnonMB":2,"vmDataMB":2,"vmSizePeakMB":21,"vmRSSPeakMB":4,"vmRSSTotalMBS":0,"majorFaults":0,"childrenMajorFaults":0}
[2020/09/14-23:43:39.244] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,243 INFO START -  Loading train set
[2020/09/14-23:43:39.244] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Reading with dtypes: None
[2020/09/14-23:43:39.244] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for transaction_id: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.245] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for authorized_flag: <type 'numpy.object_'> (schema_type=bigint feature_type=NUMERIC feature_role=TARGET)
[2020/09/14-23:43:39.245] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for purchase_date: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.245] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for purchase_date_parsed: None (schema_type=date feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.245] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for purchase_year: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.245] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for purchase_month: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.245] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for purchase_day: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.245] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for purchase_dow: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.245] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for purchase_weekend: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.246] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for purchase_hour: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.246] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for card_id: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.246] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for merchant_id: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.246] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for merchant_category_id: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:39.246] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for item_category: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.246] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,244 INFO Computed dtype for purchase_amount: <type 'numpy.float64'> (schema_type=double feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:39.246] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for signature_provided: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:39.246] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for card_first_active_month: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.247] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for card_first_active_month_parsed: None (schema_type=date feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.247] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for days_active: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.247] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for card_reward_program: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.247] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for card_latitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.247] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for card_longitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.247] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for card_fico_score: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:39.247] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for card_age: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:39.247] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for merchant_subsector_description: str (schema_type=string feature_type=CATEGORY feature_role=INPUT)
[2020/09/14-23:43:39.247] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for merchant_latitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.248] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for merchant_longitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:39.248] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for merchant_location: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.248] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for merchant_cardholder_distance: <type 'numpy.float64'> (schema_type=double feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:39.248] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for merchant_state: str (schema_type=string feature_type=CATEGORY feature_role=INPUT)
[2020/09/14-23:43:39.248] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for merchant_state_enName: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.248] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for card_location: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.248] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for card_state: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.248] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Computed dtype for card_state_enName: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:39.249] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,245 INFO Reading with FIXED dtypes: {u'authorized_flag': <type 'numpy.object_'>, u'merchant_category_id': <type 'numpy.float64'>, u'merchant_state': 'str', u'signature_provided': <type 'numpy.float64'>, u'purchase_amount': <type 'numpy.float64'>, u'merchant_subsector_description': 'str', u'merchant_cardholder_distance': <type 'numpy.float64'>, u'card_fico_score': <type 'numpy.float64'>, u'card_age': <type 'numpy.float64'>}
[2020/09/14-23:43:39.970] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,970 INFO Loaded table
[2020/09/14-23:43:39.972] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,972 INFO Normalizing date to numeric : 0       2017-03-01
[2020/09/14-23:43:39.972] [null-err-39] [INFO] [dku.utils]  - 1       2015-12-01
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[2020/09/14-23:43:39.973] [null-err-39] [INFO] [dku.utils]  - 5       2017-07-01
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[2020/09/14-23:43:39.976] [null-err-39] [INFO] [dku.utils]  -            ...    
[2020/09/14-23:43:39.976] [null-err-39] [INFO] [dku.utils]  - 79736   2016-12-01
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[2020/09/14-23:43:39.976] [null-err-39] [INFO] [dku.utils]  - 79739   2014-12-01
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[2020/09/14-23:43:39.976] [null-err-39] [INFO] [dku.utils]  - 79741   2017-06-01
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[2020/09/14-23:43:39.977] [null-err-39] [INFO] [dku.utils]  - 79746   2017-03-01
[2020/09/14-23:43:39.977] [null-err-39] [INFO] [dku.utils]  - 79747   2017-05-01
[2020/09/14-23:43:39.977] [null-err-39] [INFO] [dku.utils]  - 79748   2015-10-01
[2020/09/14-23:43:39.977] [null-err-39] [INFO] [dku.utils]  - 79749   2016-10-01
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[2020/09/14-23:43:39.978] [null-err-39] [INFO] [dku.utils]  - 79752   2016-12-01
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[2020/09/14-23:43:39.979] [null-err-39] [INFO] [dku.utils]  - Name: card_first_active_month_parsed, Length: 79766, dtype: datetime64[ns]
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[2020/09/14-23:43:39.979] [null-err-39] [INFO] [dku.utils]  - 1        3.657917e+09
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[2020/09/14-23:43:39.982] [null-err-39] [INFO] [dku.utils]  -              ...     
[2020/09/14-23:43:39.982] [null-err-39] [INFO] [dku.utils]  - 79736    3.689539e+09
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[2020/09/14-23:43:39.983] [null-err-39] [INFO] [dku.utils]  - 79738    3.692218e+09
[2020/09/14-23:43:39.983] [null-err-39] [INFO] [dku.utils]  - 79739    3.626381e+09
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[2020/09/14-23:43:39.983] [null-err-39] [INFO] [dku.utils]  - 79744    3.705264e+09
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[2020/09/14-23:43:39.984] [null-err-39] [INFO] [dku.utils]  - 79746    3.697315e+09
[2020/09/14-23:43:39.984] [null-err-39] [INFO] [dku.utils]  - 79747    3.702586e+09
[2020/09/14-23:43:39.984] [null-err-39] [INFO] [dku.utils]  - 79748    3.652646e+09
[2020/09/14-23:43:39.984] [null-err-39] [INFO] [dku.utils]  - 79749    3.684269e+09
[2020/09/14-23:43:39.984] [null-err-39] [INFO] [dku.utils]  - 79750    3.702586e+09
[2020/09/14-23:43:39.984] [null-err-39] [INFO] [dku.utils]  - 79751    3.707856e+09
[2020/09/14-23:43:39.984] [null-err-39] [INFO] [dku.utils]  - 79752    3.689539e+09
[2020/09/14-23:43:39.984] [null-err-39] [INFO] [dku.utils]  - 79753    3.678998e+09
[2020/09/14-23:43:39.985] [null-err-39] [INFO] [dku.utils]  - 79754    3.673728e+09
[2020/09/14-23:43:39.985] [null-err-39] [INFO] [dku.utils]  - 79755    3.707856e+09
[2020/09/14-23:43:39.985] [null-err-39] [INFO] [dku.utils]  - 79756    3.710534e+09
[2020/09/14-23:43:39.985] [null-err-39] [INFO] [dku.utils]  - 79757    3.694896e+09
[2020/09/14-23:43:39.985] [null-err-39] [INFO] [dku.utils]  - 79758    3.660595e+09
[2020/09/14-23:43:39.985] [null-err-39] [INFO] [dku.utils]  - 79759    3.699994e+09
[2020/09/14-23:43:39.985] [null-err-39] [INFO] [dku.utils]  - 79760    3.697315e+09
[2020/09/14-23:43:39.985] [null-err-39] [INFO] [dku.utils]  - 79761    3.694896e+09
[2020/09/14-23:43:39.985] [null-err-39] [INFO] [dku.utils]  - 79762    3.686947e+09
[2020/09/14-23:43:39.985] [null-err-39] [INFO] [dku.utils]  - 79763    3.626381e+09
[2020/09/14-23:43:39.986] [null-err-39] [INFO] [dku.utils]  - 79764    3.639427e+09
[2020/09/14-23:43:39.986] [null-err-39] [INFO] [dku.utils]  - 79765    3.650054e+09
[2020/09/14-23:43:39.986] [null-err-39] [INFO] [dku.utils]  - Name: card_first_active_month_parsed, Length: 79766, dtype: float64
[2020/09/14-23:43:39.986] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,979 INFO Normalizing date to numeric : 0       2017-08-16 11:54:01
[2020/09/14-23:43:39.986] [null-err-39] [INFO] [dku.utils]  - 1       2017-08-16 12:04:57
[2020/09/14-23:43:39.986] [null-err-39] [INFO] [dku.utils]  - 2       2017-08-16 12:24:29
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[2020/09/14-23:43:39.987] [null-err-39] [INFO] [dku.utils]  - 9       2017-08-16 13:08:49
[2020/09/14-23:43:39.987] [null-err-39] [INFO] [dku.utils]  - 10      2017-08-16 13:20:19
[2020/09/14-23:43:39.987] [null-err-39] [INFO] [dku.utils]  - 11      2017-08-16 13:25:21
[2020/09/14-23:43:39.987] [null-err-39] [INFO] [dku.utils]  - 12      2017-08-16 13:38:15
[2020/09/14-23:43:39.987] [null-err-39] [INFO] [dku.utils]  - 13      2017-08-16 13:45:03
[2020/09/14-23:43:39.987] [null-err-39] [INFO] [dku.utils]  - 14      2017-08-16 13:49:20
[2020/09/14-23:43:39.987] [null-err-39] [INFO] [dku.utils]  - 15      2017-08-16 13:58:30
[2020/09/14-23:43:39.988] [null-err-39] [INFO] [dku.utils]  - 16      2017-08-16 14:30:28
[2020/09/14-23:43:39.988] [null-err-39] [INFO] [dku.utils]  - 17      2017-08-16 14:39:29
[2020/09/14-23:43:39.988] [null-err-39] [INFO] [dku.utils]  - 18      2017-08-16 14:58:23
[2020/09/14-23:43:39.988] [null-err-39] [INFO] [dku.utils]  - 19      2017-08-16 15:08:18
[2020/09/14-23:43:39.988] [null-err-39] [INFO] [dku.utils]  - 20      2017-08-16 15:16:22
[2020/09/14-23:43:39.988] [null-err-39] [INFO] [dku.utils]  - 21      2017-08-16 15:20:28
[2020/09/14-23:43:39.988] [null-err-39] [INFO] [dku.utils]  - 22      2017-08-16 15:20:38
[2020/09/14-23:43:39.988] [null-err-39] [INFO] [dku.utils]  - 23      2017-08-16 15:25:23
[2020/09/14-23:43:39.988] [null-err-39] [INFO] [dku.utils]  - 24      2017-08-16 15:34:38
[2020/09/14-23:43:39.989] [null-err-39] [INFO] [dku.utils]  - 25      2017-08-16 15:47:06
[2020/09/14-23:43:39.989] [null-err-39] [INFO] [dku.utils]  - 26      2017-08-16 15:48:59
[2020/09/14-23:43:39.989] [null-err-39] [INFO] [dku.utils]  - 27      2017-08-16 16:03:45
[2020/09/14-23:43:39.989] [null-err-39] [INFO] [dku.utils]  - 28      2017-08-16 16:13:07
[2020/09/14-23:43:39.989] [null-err-39] [INFO] [dku.utils]  - 29      2017-08-16 16:20:13
[2020/09/14-23:43:39.989] [null-err-39] [INFO] [dku.utils]  -                 ...        
[2020/09/14-23:43:39.989] [null-err-39] [INFO] [dku.utils]  - 79736   2017-08-15 18:02:20
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[2020/09/14-23:43:39.989] [null-err-39] [INFO] [dku.utils]  - 79738   2017-08-15 18:19:32
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[2020/09/14-23:43:39.990] [null-err-39] [INFO] [dku.utils]  - 79740   2017-08-15 18:29:13
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[2020/09/14-23:43:39.991] [null-err-39] [INFO] [dku.utils]  - 79755   2017-08-16 07:18:02
[2020/09/14-23:43:39.991] [null-err-39] [INFO] [dku.utils]  - 79756   2017-08-16 08:58:17
[2020/09/14-23:43:39.991] [null-err-39] [INFO] [dku.utils]  - 79757   2017-08-16 10:17:33
[2020/09/14-23:43:39.991] [null-err-39] [INFO] [dku.utils]  - 79758   2017-08-16 10:20:56
[2020/09/14-23:43:39.992] [null-err-39] [INFO] [dku.utils]  - 79759   2017-08-16 10:21:15
[2020/09/14-23:43:39.992] [null-err-39] [INFO] [dku.utils]  - 79760   2017-08-16 10:28:25
[2020/09/14-23:43:39.992] [null-err-39] [INFO] [dku.utils]  - 79761   2017-08-16 11:21:08
[2020/09/14-23:43:39.992] [null-err-39] [INFO] [dku.utils]  - 79762   2017-08-16 11:24:24
[2020/09/14-23:43:39.992] [null-err-39] [INFO] [dku.utils]  - 79763   2017-08-16 11:25:38
[2020/09/14-23:43:39.992] [null-err-39] [INFO] [dku.utils]  - 79764   2017-08-16 11:46:55
[2020/09/14-23:43:39.992] [null-err-39] [INFO] [dku.utils]  - 79765   2017-08-16 11:48:32
[2020/09/14-23:43:39.992] [null-err-39] [INFO] [dku.utils]  - Name: purchase_date_parsed, Length: 79766, dtype: datetime64[ns]
[2020/09/14-23:43:39.992] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,982 INFO Normalized date : 0        3.711873e+09
[2020/09/14-23:43:39.992] [null-err-39] [INFO] [dku.utils]  - 1        3.711874e+09
[2020/09/14-23:43:39.993] [null-err-39] [INFO] [dku.utils]  - 2        3.711875e+09
[2020/09/14-23:43:39.993] [null-err-39] [INFO] [dku.utils]  - 3        3.711876e+09
[2020/09/14-23:43:39.993] [null-err-39] [INFO] [dku.utils]  - 4        3.711876e+09
[2020/09/14-23:43:39.993] [null-err-39] [INFO] [dku.utils]  - 5        3.711877e+09
[2020/09/14-23:43:39.993] [null-err-39] [INFO] [dku.utils]  - 6        3.711877e+09
[2020/09/14-23:43:39.993] [null-err-39] [INFO] [dku.utils]  - 7        3.711877e+09
[2020/09/14-23:43:39.993] [null-err-39] [INFO] [dku.utils]  - 8        3.711877e+09
[2020/09/14-23:43:39.993] [null-err-39] [INFO] [dku.utils]  - 9        3.711878e+09
[2020/09/14-23:43:39.993] [null-err-39] [INFO] [dku.utils]  - 10       3.711878e+09
[2020/09/14-23:43:39.993] [null-err-39] [INFO] [dku.utils]  - 11       3.711879e+09
[2020/09/14-23:43:39.994] [null-err-39] [INFO] [dku.utils]  - 12       3.711879e+09
[2020/09/14-23:43:39.994] [null-err-39] [INFO] [dku.utils]  - 13       3.711880e+09
[2020/09/14-23:43:39.994] [null-err-39] [INFO] [dku.utils]  - 14       3.711880e+09
[2020/09/14-23:43:39.994] [null-err-39] [INFO] [dku.utils]  - 15       3.711881e+09
[2020/09/14-23:43:39.994] [null-err-39] [INFO] [dku.utils]  - 16       3.711883e+09
[2020/09/14-23:43:39.994] [null-err-39] [INFO] [dku.utils]  - 17       3.711883e+09
[2020/09/14-23:43:39.994] [null-err-39] [INFO] [dku.utils]  - 18       3.711884e+09
[2020/09/14-23:43:39.994] [null-err-39] [INFO] [dku.utils]  - 19       3.711885e+09
[2020/09/14-23:43:39.994] [null-err-39] [INFO] [dku.utils]  - 20       3.711885e+09
[2020/09/14-23:43:39.994] [null-err-39] [INFO] [dku.utils]  - 21       3.711886e+09
[2020/09/14-23:43:39.995] [null-err-39] [INFO] [dku.utils]  - 22       3.711886e+09
[2020/09/14-23:43:39.995] [null-err-39] [INFO] [dku.utils]  - 23       3.711886e+09
[2020/09/14-23:43:39.995] [null-err-39] [INFO] [dku.utils]  - 24       3.711886e+09
[2020/09/14-23:43:39.995] [null-err-39] [INFO] [dku.utils]  - 25       3.711887e+09
[2020/09/14-23:43:39.995] [null-err-39] [INFO] [dku.utils]  - 26       3.711887e+09
[2020/09/14-23:43:39.995] [null-err-39] [INFO] [dku.utils]  - 27       3.711888e+09
[2020/09/14-23:43:39.995] [null-err-39] [INFO] [dku.utils]  - 28       3.711889e+09
[2020/09/14-23:43:39.995] [null-err-39] [INFO] [dku.utils]  - 29       3.711889e+09
[2020/09/14-23:43:39.995] [null-err-39] [INFO] [dku.utils]  -              ...     
[2020/09/14-23:43:39.995] [null-err-39] [INFO] [dku.utils]  - 79736    3.711809e+09
[2020/09/14-23:43:39.996] [null-err-39] [INFO] [dku.utils]  - 79737    3.711809e+09
[2020/09/14-23:43:39.996] [null-err-39] [INFO] [dku.utils]  - 79738    3.711810e+09
[2020/09/14-23:43:39.996] [null-err-39] [INFO] [dku.utils]  - 79739    3.711810e+09
[2020/09/14-23:43:39.996] [null-err-39] [INFO] [dku.utils]  - 79740    3.711811e+09
[2020/09/14-23:43:39.996] [null-err-39] [INFO] [dku.utils]  - 79741    3.711813e+09
[2020/09/14-23:43:39.996] [null-err-39] [INFO] [dku.utils]  - 79742    3.711813e+09
[2020/09/14-23:43:39.996] [null-err-39] [INFO] [dku.utils]  - 79743    3.711813e+09
[2020/09/14-23:43:39.996] [null-err-39] [INFO] [dku.utils]  - 79744    3.711815e+09
[2020/09/14-23:43:39.996] [null-err-39] [INFO] [dku.utils]  - 79745    3.711815e+09
[2020/09/14-23:43:39.997] [null-err-39] [INFO] [dku.utils]  - 79746    3.711816e+09
[2020/09/14-23:43:39.997] [null-err-39] [INFO] [dku.utils]  - 79747    3.711817e+09
[2020/09/14-23:43:39.997] [null-err-39] [INFO] [dku.utils]  - 79748    3.711818e+09
[2020/09/14-23:43:39.997] [null-err-39] [INFO] [dku.utils]  - 79749    3.711821e+09
[2020/09/14-23:43:39.997] [null-err-39] [INFO] [dku.utils]  - 79750    3.711822e+09
[2020/09/14-23:43:39.997] [null-err-39] [INFO] [dku.utils]  - 79751    3.711822e+09
[2020/09/14-23:43:39.997] [null-err-39] [INFO] [dku.utils]  - 79752    3.711824e+09
[2020/09/14-23:43:39.997] [null-err-39] [INFO] [dku.utils]  - 79753    3.711824e+09
[2020/09/14-23:43:39.998] [null-err-39] [INFO] [dku.utils]  - 79754    3.711825e+09
[2020/09/14-23:43:39.998] [null-err-39] [INFO] [dku.utils]  - 79755    3.711857e+09
[2020/09/14-23:43:39.998] [null-err-39] [INFO] [dku.utils]  - 79756    3.711863e+09
[2020/09/14-23:43:39.998] [null-err-39] [INFO] [dku.utils]  - 79757    3.711867e+09
[2020/09/14-23:43:39.998] [null-err-39] [INFO] [dku.utils]  - 79758    3.711868e+09
[2020/09/14-23:43:39.998] [null-err-39] [INFO] [dku.utils]  - 79759    3.711868e+09
[2020/09/14-23:43:39.998] [null-err-39] [INFO] [dku.utils]  - 79760    3.711868e+09
[2020/09/14-23:43:39.998] [null-err-39] [INFO] [dku.utils]  - 79761    3.711871e+09
[2020/09/14-23:43:39.998] [null-err-39] [INFO] [dku.utils]  - 79762    3.711871e+09
[2020/09/14-23:43:39.998] [null-err-39] [INFO] [dku.utils]  - 79763    3.711872e+09
[2020/09/14-23:43:39.999] [null-err-39] [INFO] [dku.utils]  - 79764    3.711873e+09
[2020/09/14-23:43:39.999] [null-err-39] [INFO] [dku.utils]  - 79765    3.711873e+09
[2020/09/14-23:43:39.999] [null-err-39] [INFO] [dku.utils]  - Name: purchase_date_parsed, Length: 79766, dtype: float64
[2020/09/14-23:43:39.999] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,983 INFO  Coercion done
[2020/09/14-23:43:39.999] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,983 INFO Loaded train df: shape=(79766,34)
[2020/09/14-23:43:39.999] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,983 INFO END -  Loading train set
[2020/09/14-23:43:39.999] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:39,983 INFO START -  Loading test set
[2020/09/14-23:43:40.011] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Reading with dtypes: None
[2020/09/14-23:43:40.011] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for transaction_id: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.011] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for authorized_flag: <type 'numpy.object_'> (schema_type=bigint feature_type=NUMERIC feature_role=TARGET)
[2020/09/14-23:43:40.011] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for purchase_date: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.011] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for purchase_date_parsed: None (schema_type=date feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.011] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for purchase_year: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.012] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for purchase_month: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.012] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for purchase_day: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.012] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for purchase_dow: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.012] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for purchase_weekend: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.012] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for purchase_hour: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.012] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for card_id: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.012] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for merchant_id: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.012] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for merchant_category_id: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:40.012] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,011 INFO Computed dtype for item_category: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.013] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for purchase_amount: <type 'numpy.float64'> (schema_type=double feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:40.013] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for signature_provided: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:40.013] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for card_first_active_month: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.013] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for card_first_active_month_parsed: None (schema_type=date feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.013] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for days_active: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.013] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for card_reward_program: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.013] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for card_latitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.013] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for card_longitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.013] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for card_fico_score: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:40.013] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for card_age: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:40.014] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for merchant_subsector_description: str (schema_type=string feature_type=CATEGORY feature_role=INPUT)
[2020/09/14-23:43:40.014] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for merchant_latitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.014] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for merchant_longitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:43:40.014] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for merchant_location: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.014] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for merchant_cardholder_distance: <type 'numpy.float64'> (schema_type=double feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:43:40.014] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for merchant_state: str (schema_type=string feature_type=CATEGORY feature_role=INPUT)
[2020/09/14-23:43:40.014] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,012 INFO Computed dtype for merchant_state_enName: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.014] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,013 INFO Computed dtype for card_location: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.014] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,013 INFO Computed dtype for card_state: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.015] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,013 INFO Computed dtype for card_state_enName: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:43:40.015] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,013 INFO Reading with FIXED dtypes: {u'authorized_flag': <type 'numpy.object_'>, u'merchant_category_id': <type 'numpy.float64'>, u'merchant_state': 'str', u'signature_provided': <type 'numpy.float64'>, u'purchase_amount': <type 'numpy.float64'>, u'merchant_subsector_description': 'str', u'merchant_cardholder_distance': <type 'numpy.float64'>, u'card_fico_score': <type 'numpy.float64'>, u'card_age': <type 'numpy.float64'>}
[2020/09/14-23:43:40.204] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,204 INFO Loaded table
[2020/09/14-23:43:40.206] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,206 INFO Normalizing date to numeric : 0       2016-07-01
[2020/09/14-23:43:40.206] [null-err-39] [INFO] [dku.utils]  - 1       2016-11-01
[2020/09/14-23:43:40.206] [null-err-39] [INFO] [dku.utils]  - 2       2016-11-01
[2020/09/14-23:43:40.207] [null-err-39] [INFO] [dku.utils]  - 3       2017-01-01
[2020/09/14-23:43:40.207] [null-err-39] [INFO] [dku.utils]  - 4       2017-08-01
[2020/09/14-23:43:40.207] [null-err-39] [INFO] [dku.utils]  - 5       2016-04-01
[2020/09/14-23:43:40.207] [null-err-39] [INFO] [dku.utils]  - 6       2016-11-01
[2020/09/14-23:43:40.207] [null-err-39] [INFO] [dku.utils]  - 7       2017-03-01
[2020/09/14-23:43:40.207] [null-err-39] [INFO] [dku.utils]  - 8       2017-06-01
[2020/09/14-23:43:40.207] [null-err-39] [INFO] [dku.utils]  - 9       2017-05-01
[2020/09/14-23:43:40.207] [null-err-39] [INFO] [dku.utils]  - 10      2016-08-01
[2020/09/14-23:43:40.207] [null-err-39] [INFO] [dku.utils]  - 11      2014-04-01
[2020/09/14-23:43:40.208] [null-err-39] [INFO] [dku.utils]  - 12      2016-12-01
[2020/09/14-23:43:40.208] [null-err-39] [INFO] [dku.utils]  - 13      2016-12-01
[2020/09/14-23:43:40.208] [null-err-39] [INFO] [dku.utils]  - 14      2017-05-01
[2020/09/14-23:43:40.208] [null-err-39] [INFO] [dku.utils]  - 15      2016-06-01
[2020/09/14-23:43:40.208] [null-err-39] [INFO] [dku.utils]  - 16      2017-07-01
[2020/09/14-23:43:40.208] [null-err-39] [INFO] [dku.utils]  - 17      2017-04-01
[2020/09/14-23:43:40.208] [null-err-39] [INFO] [dku.utils]  - 18      2017-04-01
[2020/09/14-23:43:40.208] [null-err-39] [INFO] [dku.utils]  - 19      2016-06-01
[2020/09/14-23:43:40.208] [null-err-39] [INFO] [dku.utils]  - 20      2017-06-01
[2020/09/14-23:43:40.208] [null-err-39] [INFO] [dku.utils]  - 21      2016-02-01
[2020/09/14-23:43:40.209] [null-err-39] [INFO] [dku.utils]  - 22      2017-05-01
[2020/09/14-23:43:40.209] [null-err-39] [INFO] [dku.utils]  - 23      2015-12-01
[2020/09/14-23:43:40.209] [null-err-39] [INFO] [dku.utils]  - 24      2017-02-01
[2020/09/14-23:43:40.209] [null-err-39] [INFO] [dku.utils]  - 25      2016-06-01
[2020/09/14-23:43:40.209] [null-err-39] [INFO] [dku.utils]  - 26      2016-12-01
[2020/09/14-23:43:40.209] [null-err-39] [INFO] [dku.utils]  - 27      2017-06-01
[2020/09/14-23:43:40.209] [null-err-39] [INFO] [dku.utils]  - 28      2017-04-01
[2020/09/14-23:43:40.209] [null-err-39] [INFO] [dku.utils]  - 29      2016-06-01
[2020/09/14-23:43:40.209] [null-err-39] [INFO] [dku.utils]  -            ...    
[2020/09/14-23:43:40.209] [null-err-39] [INFO] [dku.utils]  - 20019   2016-12-01
[2020/09/14-23:43:40.210] [null-err-39] [INFO] [dku.utils]  - 20020   2017-07-01
[2020/09/14-23:43:40.210] [null-err-39] [INFO] [dku.utils]  - 20021   2016-10-01
[2020/09/14-23:43:40.210] [null-err-39] [INFO] [dku.utils]  - 20022   2017-08-01
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[2020/09/14-23:43:40.213] [null-err-39] [INFO] [dku.utils]  - Name: card_first_active_month_parsed, Length: 20049, dtype: datetime64[ns]
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[2020/09/14-23:43:40.217] [null-err-39] [INFO] [dku.utils]  -              ...     
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[2020/09/14-23:43:40.222] [null-err-39] [INFO] [dku.utils]  - Name: card_first_active_month_parsed, Length: 20049, dtype: float64
[2020/09/14-23:43:40.222] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,212 INFO Normalizing date to numeric : 0       2017-08-16 12:06:48
[2020/09/14-23:43:40.222] [null-err-39] [INFO] [dku.utils]  - 1       2017-08-16 12:17:42
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[2020/09/14-23:43:40.227] [null-err-39] [INFO] [dku.utils]  - 28      2017-08-17 20:28:27
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[2020/09/14-23:43:40.227] [null-err-39] [INFO] [dku.utils]  -                 ...        
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[2020/09/14-23:43:40.232] [null-err-39] [INFO] [dku.utils]  - Name: purchase_date_parsed, Length: 20049, dtype: datetime64[ns]
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[2020/09/14-23:43:40.232] [null-err-39] [INFO] [dku.utils]  - 1        3.711875e+09
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[2020/09/14-23:43:40.234] [null-err-39] [INFO] [dku.utils]  - 23       3.711973e+09
[2020/09/14-23:43:40.234] [null-err-39] [INFO] [dku.utils]  - 24       3.711981e+09
[2020/09/14-23:43:40.234] [null-err-39] [INFO] [dku.utils]  - 25       3.711984e+09
[2020/09/14-23:43:40.234] [null-err-39] [INFO] [dku.utils]  - 26       3.711985e+09
[2020/09/14-23:43:40.235] [null-err-39] [INFO] [dku.utils]  - 27       3.711987e+09
[2020/09/14-23:43:40.235] [null-err-39] [INFO] [dku.utils]  - 28       3.711991e+09
[2020/09/14-23:43:40.235] [null-err-39] [INFO] [dku.utils]  - 29       3.711991e+09
[2020/09/14-23:43:40.235] [null-err-39] [INFO] [dku.utils]  -              ...     
[2020/09/14-23:43:40.235] [null-err-39] [INFO] [dku.utils]  - 20019    3.711713e+09
[2020/09/14-23:43:40.235] [null-err-39] [INFO] [dku.utils]  - 20020    3.711713e+09
[2020/09/14-23:43:40.235] [null-err-39] [INFO] [dku.utils]  - 20021    3.711718e+09
[2020/09/14-23:43:40.235] [null-err-39] [INFO] [dku.utils]  - 20022    3.711720e+09
[2020/09/14-23:43:40.235] [null-err-39] [INFO] [dku.utils]  - 20023    3.711723e+09
[2020/09/14-23:43:40.235] [null-err-39] [INFO] [dku.utils]  - 20024    3.711724e+09
[2020/09/14-23:43:40.236] [null-err-39] [INFO] [dku.utils]  - 20025    3.711725e+09
[2020/09/14-23:43:40.236] [null-err-39] [INFO] [dku.utils]  - 20026    3.711737e+09
[2020/09/14-23:43:40.236] [null-err-39] [INFO] [dku.utils]  - 20027    3.711772e+09
[2020/09/14-23:43:40.236] [null-err-39] [INFO] [dku.utils]  - 20028    3.711775e+09
[2020/09/14-23:43:40.236] [null-err-39] [INFO] [dku.utils]  - 20029    3.711778e+09
[2020/09/14-23:43:40.236] [null-err-39] [INFO] [dku.utils]  - 20030    3.711783e+09
[2020/09/14-23:43:40.236] [null-err-39] [INFO] [dku.utils]  - 20031    3.711791e+09
[2020/09/14-23:43:40.236] [null-err-39] [INFO] [dku.utils]  - 20032    3.711794e+09
[2020/09/14-23:43:40.236] [null-err-39] [INFO] [dku.utils]  - 20033    3.711795e+09
[2020/09/14-23:43:40.236] [null-err-39] [INFO] [dku.utils]  - 20034    3.711799e+09
[2020/09/14-23:43:40.237] [null-err-39] [INFO] [dku.utils]  - 20035    3.711803e+09
[2020/09/14-23:43:40.237] [null-err-39] [INFO] [dku.utils]  - 20036    3.711805e+09
[2020/09/14-23:43:40.237] [null-err-39] [INFO] [dku.utils]  - 20037    3.711805e+09
[2020/09/14-23:43:40.237] [null-err-39] [INFO] [dku.utils]  - 20038    3.711806e+09
[2020/09/14-23:43:40.237] [null-err-39] [INFO] [dku.utils]  - 20039    3.711806e+09
[2020/09/14-23:43:40.237] [null-err-39] [INFO] [dku.utils]  - 20040    3.711806e+09
[2020/09/14-23:43:40.237] [null-err-39] [INFO] [dku.utils]  - 20041    3.711815e+09
[2020/09/14-23:43:40.237] [null-err-39] [INFO] [dku.utils]  - 20042    3.711817e+09
[2020/09/14-23:43:40.237] [null-err-39] [INFO] [dku.utils]  - 20043    3.711822e+09
[2020/09/14-23:43:40.238] [null-err-39] [INFO] [dku.utils]  - 20044    3.711857e+09
[2020/09/14-23:43:40.238] [null-err-39] [INFO] [dku.utils]  - 20045    3.711859e+09
[2020/09/14-23:43:40.238] [null-err-39] [INFO] [dku.utils]  - 20046    3.711860e+09
[2020/09/14-23:43:40.238] [null-err-39] [INFO] [dku.utils]  - 20047    3.711868e+09
[2020/09/14-23:43:40.238] [null-err-39] [INFO] [dku.utils]  - 20048    3.711870e+09
[2020/09/14-23:43:40.238] [null-err-39] [INFO] [dku.utils]  - Name: purchase_date_parsed, Length: 20049, dtype: float64
[2020/09/14-23:43:40.238] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,216 INFO  Coercion done
[2020/09/14-23:43:40.238] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,216 INFO Loaded test df: shape=(20049,34)
[2020/09/14-23:43:40.238] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,216 INFO END -  Loading test set
[2020/09/14-23:43:40.238] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,216 INFO START -  Collecting preprocessing data
[2020/09/14-23:43:40.261] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,261 INFO Looking at card_first_active_month_parsed... (type=NUMERIC)
[2020/09/14-23:43:40.261] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,261 INFO Looking at signature_provided... (type=NUMERIC)
[2020/09/14-23:43:40.261] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,261 INFO Checking series of type: float64 (isM8=False)
[2020/09/14-23:43:40.265] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,265 INFO Looking at card_age... (type=NUMERIC)
[2020/09/14-23:43:40.265] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,265 INFO Checking series of type: float64 (isM8=False)
[2020/09/14-23:43:40.268] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,268 INFO Looking at purchase_hour... (type=NUMERIC)
[2020/09/14-23:43:40.268] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,268 INFO Looking at card_latitude... (type=NUMERIC)
[2020/09/14-23:43:40.268] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,268 INFO Looking at days_active... (type=NUMERIC)
[2020/09/14-23:43:40.269] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,268 INFO Looking at purchase_year... (type=NUMERIC)
[2020/09/14-23:43:40.269] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,269 INFO Looking at merchant_location... (type=CATEGORY)
[2020/09/14-23:43:40.269] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,269 INFO Looking at purchase_day... (type=NUMERIC)
[2020/09/14-23:43:40.269] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,269 INFO Looking at card_state_enName... (type=CATEGORY)
[2020/09/14-23:43:40.269] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,269 INFO Looking at merchant_cardholder_distance... (type=NUMERIC)
[2020/09/14-23:43:40.269] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,269 INFO Checking series of type: float64 (isM8=False)
[2020/09/14-23:43:40.272] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,272 INFO Looking at purchase_month... (type=NUMERIC)
[2020/09/14-23:43:40.272] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,272 INFO Looking at purchase_date_parsed... (type=NUMERIC)
[2020/09/14-23:43:40.272] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,272 INFO Looking at transaction_id... (type=NUMERIC)
[2020/09/14-23:43:40.272] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,272 INFO Looking at purchase_date... (type=CATEGORY)
[2020/09/14-23:43:40.273] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,272 INFO Looking at merchant_latitude... (type=NUMERIC)
[2020/09/14-23:43:40.273] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,272 INFO Looking at card_first_active_month... (type=CATEGORY)
[2020/09/14-23:43:40.273] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,272 INFO Looking at authorized_flag... (type=NUMERIC)
[2020/09/14-23:43:40.273] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,272 INFO Looking at merchant_category_id... (type=NUMERIC)
[2020/09/14-23:43:40.273] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,273 INFO Checking series of type: float64 (isM8=False)
[2020/09/14-23:43:40.276] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,276 INFO Looking at purchase_weekend... (type=NUMERIC)
[2020/09/14-23:43:40.276] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,276 INFO Looking at card_location... (type=CATEGORY)
[2020/09/14-23:43:40.276] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,276 INFO Looking at merchant_longitude... (type=NUMERIC)
[2020/09/14-23:43:40.276] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,276 INFO Looking at merchant_id... (type=CATEGORY)
[2020/09/14-23:43:40.277] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,276 INFO Looking at purchase_dow... (type=NUMERIC)
[2020/09/14-23:43:40.277] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,276 INFO Looking at item_category... (type=CATEGORY)
[2020/09/14-23:43:40.277] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,276 INFO Looking at card_state... (type=CATEGORY)
[2020/09/14-23:43:40.277] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,276 INFO Looking at merchant_state... (type=CATEGORY)
[2020/09/14-23:43:40.284] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,284 INFO Looking at card_id... (type=CATEGORY)
[2020/09/14-23:43:40.285] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,284 INFO Looking at purchase_amount... (type=NUMERIC)
[2020/09/14-23:43:40.285] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,284 INFO Checking series of type: float64 (isM8=False)
[2020/09/14-23:43:40.288] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,288 INFO Looking at merchant_subsector_description... (type=CATEGORY)
[2020/09/14-23:43:40.303] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,303 INFO Looking at card_longitude... (type=NUMERIC)
[2020/09/14-23:43:40.303] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,303 INFO Looking at card_reward_program... (type=CATEGORY)
[2020/09/14-23:43:40.303] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,303 INFO Looking at merchant_state_enName... (type=CATEGORY)
[2020/09/14-23:43:40.303] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,303 INFO Looking at card_fico_score... (type=NUMERIC)
[2020/09/14-23:43:40.304] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,303 INFO Checking series of type: float64 (isM8=False)
[2020/09/14-23:43:40.307] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,307 INFO generating interactions
[2020/09/14-23:43:40.308] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,307 INFO {u'preprocessingFitSampleSeed': 1337, u'feature_selection_params': {u'custom_params': {u'code': u'# type your code here'}, u'pca_params': {u'variance_proportion': 0.9, u'n_features': 25}, u'random_forest_params': {u'depth': 10, u'n_features': 25, u'n_trees': 30}, u'lasso_params': {u'alpha': [0.01, 0.1, 1.0, 10.0, 100.0], u'cross_validate': True}, u'method': u'NONE', u'correlation_params': {u'max_abs_correlation': 1.0, u'n_features': 25, u'min_abs_correlation': 0.0}}, u'preprocessingFitSampleRatio': 1.0, u'reduce': {u'enabled': False, u'kept_variance': 0.0}, u'skipPreprocessing': False, u'target_remapping': [{u'mappedValue': 0, u'sourceValue': u'0', u'sampleFreq': 929}, {u'mappedValue': 1, u'sourceValue': u'1', u'sampleFreq': 9071}], u'per_feature': {u'card_first_active_month_parsed': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'Date', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'signature_provided': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'INPUT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'card_age': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'INPUT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'purchase_hour': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'card_latitude': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'DoubleMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'days_active': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'purchase_year': {u'generate_derivative': False, u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'sendToInput': u'main', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'role': u'REJECT', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'autoReason': u'REJECT_ZERO_VARIANCE', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'merchant_location': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'GeoPoint', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'purchase_day': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'card_state_enName': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'USStateMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'merchant_cardholder_distance': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'INPUT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'DoubleMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'purchase_month': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'purchase_date_parsed': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'Date', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'transaction_id': {u'generate_derivative': False, u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'sendToInput': u'main', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'role': u'REJECT', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'autoReason': u'REJECT_IDENTIFIER', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'purchase_date': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'DateSource', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'merchant_latitude': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'DoubleMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'card_first_active_month': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'DateSource', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'authorized_flag': {u'generate_derivative': False, u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'sendToInput': u'main', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'role': u'TARGET', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'merchant_category_id': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'INPUT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'purchase_weekend': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'card_location': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'GeoPoint', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'merchant_longitude': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'DoubleMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'merchant_id': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'Text', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'purchase_dow': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'item_category': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'Text', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'card_state': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'USStateMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'merchant_state': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'IMPACT', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': True, u'recordedMeaning': u'USStateMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'INPUT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'card_id': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'Text', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'purchase_amount': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'INPUT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'DoubleMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'merchant_subsector_description': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'Text', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'INPUT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'card_longitude': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'REJECT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'DoubleMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}, u'card_reward_program': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'Text', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'merchant_state_enName': {u'missing_impute_with': u'MODE', u'customProcessorWantsMatrix': False, u'nb_bins_hashing': 1048576, u'customHandlingCode': u'', u'category_handling': u'DUMMIFY', u'cumulative_proportion': 0.95, u'sendToInput': u'main', u'state': {u'userModified': False, u'recordedMeaning': u'USStateMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'NONE', u'max_nb_categories': 100, u'dummy_clip': u'MAX_NB_CATEGORIES', u'role': u'REJECT', u'max_cat_safety': 200, u'min_samples': 10, u'type': u'CATEGORY', u'dummy_drop': u'NONE'}, u'card_fico_score': {u'generate_derivative': False, u'sendToInput': u'main', u'rescaling': u'AVGSTD', u'role': u'INPUT', u'customHandlingCode': u'', u'customProcessorWantsMatrix': False, u'numerical_handling': u'REGULAR', u'binarize_threshold_mode': u'MEDIAN', u'state': {u'userModified': False, u'recordedMeaning': u'LongMeaning', u'autoModifiedByDSS': False}, u'missing_handling': u'IMPUTE', u'binarize_constant_threshold': 0.0, u'quantile_bin_nb_bins': 4, u'missing_impute_with': u'MEAN', u'type': u'NUMERIC', u'impute_constant_value': 0.0}}, u'feature_generation': {u'manual_interactions': {u'interactions': []}, u'pairwise_linear': {u'behavior': u'DISABLED'}, u'categoricals_count_transformer': {u'input_features': [], u'all_features': False, u'behavior': u'DISABLED'}, u'polynomial_combinations': {u'behavior': u'DISABLED'}, u'numericals_clustering': {u'k': 0, u'input_features': [], u'all_features': False, u'behavior': u'DISABLED'}}}
[2020/09/14-23:43:40.308] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,307 INFO No feature selection to perform
[2020/09/14-23:43:40.309] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,307 INFO END -  Collecting preprocessing data
[2020/09/14-23:43:40.309] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,308 INFO START -  Preprocessing train set
[2020/09/14-23:43:40.309] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,308 INFO Set MF index len 79766
[2020/09/14-23:43:40.309] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,308 DEBUG FIT/PROCESS WITH Step:RemapValueToOutput
[2020/09/14-23:43:40.320] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,320 DEBUG FIT/PROCESS WITH Step:MultipleImputeMissingFromInput
[2020/09/14-23:43:40.320] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,320 DEBUG MIMIFI: Imputing with map {u'merchant_category_id': 376.8928365468997, u'signature_provided': 0.1732066293909686, u'purchase_amount': 262.97163591001816, u'merchant_cardholder_distance': 1010.5397490158738, u'card_fico_score': 572.8171275982248, u'card_age': 45.26986435323321}
[2020/09/14-23:43:40.324] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,323 DEBUG FIT/PROCESS WITH Step:RescalingProcessor2 (signature_provided)
[2020/09/14-23:43:40.324] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,324 DEBUG   Rescale signature_provided (avg=0.173206629391 std=0.378428181133 shift=0.173206629391 inv_scale=2.64250933164)
[2020/09/14-23:43:40.389] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,389 DEBUG   Rescaled signature_provided (avg=-2.32825317835e-15 std=1.0) nulls=0
[2020/09/14-23:43:40.389] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,389 DEBUG FIT/PROCESS WITH Step:RescalingProcessor2 (card_age)
[2020/09/14-23:43:40.390] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,390 DEBUG   Rescale card_age (avg=45.2698643532 std=20.1792161268 shift=45.2698643532 inv_scale=0.0495559388292)
[2020/09/14-23:43:40.392] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,392 DEBUG   Rescaled card_age (avg=-2.11661404359e-16 std=1.0) nulls=0
[2020/09/14-23:43:40.392] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,392 DEBUG FIT/PROCESS WITH Step:RescalingProcessor2 (merchant_cardholder_distance)
[2020/09/14-23:43:40.392] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,392 DEBUG   Rescale merchant_cardholder_distance (avg=1010.53974902 std=547.621687416 shift=1010.53974902 inv_scale=0.00182607815391)
[2020/09/14-23:43:40.394] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,394 DEBUG   Rescaled merchant_cardholder_distance (avg=-4.30636005867e-15 std=1.0) nulls=0
[2020/09/14-23:43:40.395] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,394 DEBUG FIT/PROCESS WITH Step:RescalingProcessor2 (merchant_category_id)
[2020/09/14-23:43:40.395] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,395 DEBUG   Rescale merchant_category_id (avg=376.892836547 std=222.664367203 shift=376.892836547 inv_scale=0.00449106434298)
[2020/09/14-23:43:40.397] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,397 DEBUG   Rescaled merchant_category_id (avg=1.64768587967e-15 std=1.0) nulls=0
[2020/09/14-23:43:40.397] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,397 DEBUG FIT/PROCESS WITH Step:RescalingProcessor2 (purchase_amount)
[2020/09/14-23:43:40.398] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,398 DEBUG   Rescale purchase_amount (avg=262.97163591 std=722.483758459 shift=262.97163591 inv_scale=0.00138411415937)
[2020/09/14-23:43:40.400] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,400 DEBUG   Rescaled purchase_amount (avg=2.57878373214e-14 std=1.0) nulls=0
[2020/09/14-23:43:40.400] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,400 DEBUG FIT/PROCESS WITH Step:RescalingProcessor2 (card_fico_score)
[2020/09/14-23:43:40.400] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,400 DEBUG   Rescale card_fico_score (avg=572.817127598 std=171.297169515 shift=572.817127598 inv_scale=0.00583780807839)
[2020/09/14-23:43:40.403] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,403 DEBUG   Rescaled card_fico_score (avg=-1.22027659953e-16 std=1.0) nulls=0
[2020/09/14-23:43:40.403] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,403 DEBUG FIT/PROCESS WITH Step:FlushDFBuilder(num_flagonly)
[2020/09/14-23:43:40.403] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,403 DEBUG FIT/PROCESS WITH Step:FastSparseDummifyProcessor (merchant_subsector_description)
[2020/09/14-23:43:40.421] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,421 DEBUG Dummifier: Append a sparse block shape=(79766, 40) nnz=79766
[2020/09/14-23:43:40.422] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,422 DEBUG FIT/PROCESS WITH Step:MultipleImputeMissingFromInput
[2020/09/14-23:43:40.422] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,422 DEBUG MIMIFI: Imputing with map {u'merchant_state': '_NA_'}
[2020/09/14-23:43:40.426] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,426 DEBUG FIT/PROCESS WITH Step:ImpactCodingStep
[2020/09/14-23:43:40.440] [null-err-39] [INFO] [dku.utils]  - /data/home/dkuacademy/dss/installers/dataiku-dss-8.0.1/python/dataiku/doctor/preprocessing/impact_coding.py:59: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version
[2020/09/14-23:43:40.440] [null-err-39] [INFO] [dku.utils]  - of pandas will change to not sort by default.
[2020/09/14-23:43:40.441] [null-err-39] [INFO] [dku.utils]  - To accept the future behavior, pass 'sort=False'.
[2020/09/14-23:43:40.441] [null-err-39] [INFO] [dku.utils]  - To retain the current behavior and silence the warning, pass 'sort=True'.
[2020/09/14-23:43:40.441] [null-err-39] [INFO] [dku.utils]  -   both_counts = pd.concat([category_counts, positive_category_counts], axis=1).fillna(0)
[2020/09/14-23:43:40.442] [null-out-38] [INFO] [dku.utils]  - VALUE COUNT _NA_              9422
[2020/09/14-23:43:40.443] [null-out-38] [INFO] [dku.utils]  - Colorado          6173
[2020/09/14-23:43:40.443] [null-out-38] [INFO] [dku.utils]  - California        3823
[2020/09/14-23:43:40.443] [null-out-38] [INFO] [dku.utils]  - Montana           3520
[2020/09/14-23:43:40.443] [null-out-38] [INFO] [dku.utils]  - Utah              3067
[2020/09/14-23:43:40.443] [null-out-38] [INFO] [dku.utils]  - Michigan          3050
[2020/09/14-23:43:40.443] [null-out-38] [INFO] [dku.utils]  - Nevada            2628
[2020/09/14-23:43:40.443] [null-out-38] [INFO] [dku.utils]  - Oregon            2552
[2020/09/14-23:43:40.444] [null-out-38] [INFO] [dku.utils]  - Wyoming           2519
[2020/09/14-23:43:40.444] [null-out-38] [INFO] [dku.utils]  - Nebraska          2447
[2020/09/14-23:43:40.444] [null-out-38] [INFO] [dku.utils]  - Louisiana         2429
[2020/09/14-23:43:40.444] [null-out-38] [INFO] [dku.utils]  - Washington        2254
[2020/09/14-23:43:40.444] [null-out-38] [INFO] [dku.utils]  - Arizona           2198
[2020/09/14-23:43:40.444] [null-out-38] [INFO] [dku.utils]  - Minnesota         2084
[2020/09/14-23:43:40.444] [null-out-38] [INFO] [dku.utils]  - Idaho             2061
[2020/09/14-23:43:40.444] [null-out-38] [INFO] [dku.utils]  - Kansas            1829
[2020/09/14-23:43:40.444] [null-out-38] [INFO] [dku.utils]  - South Dakota      1780
[2020/09/14-23:43:40.444] [null-out-38] [INFO] [dku.utils]  - Oklahoma          1699
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - North Dakota      1615
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - Missouri          1539
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - Wisconsin         1442
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - Iowa              1404
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - New York          1383
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - Florida           1203
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - Illinois          1118
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - Pennsylvania      1117
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - Maine             1085
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - Ohio              1080
[2020/09/14-23:43:40.445] [null-out-38] [INFO] [dku.utils]  - Alabama           1070
[2020/09/14-23:43:40.446] [null-out-38] [INFO] [dku.utils]  - Arkansas          1059
[2020/09/14-23:43:40.446] [null-out-38] [INFO] [dku.utils]  - Georgia           1051
[2020/09/14-23:43:40.446] [null-out-38] [INFO] [dku.utils]  - North Carolina    1017
[2020/09/14-23:43:40.446] [null-out-38] [INFO] [dku.utils]  - South Carolina     986
[2020/09/14-23:43:40.446] [null-out-38] [INFO] [dku.utils]  - Virginia           943
[2020/09/14-23:43:40.446] [null-out-38] [INFO] [dku.utils]  - Indiana            887
[2020/09/14-23:43:40.446] [null-out-38] [INFO] [dku.utils]  - Mississippi        805
[2020/09/14-23:43:40.446] [null-out-38] [INFO] [dku.utils]  - Tennessee          784
[2020/09/14-23:43:40.446] [null-out-38] [INFO] [dku.utils]  - Kentucky           754
[2020/09/14-23:43:40.446] [null-out-38] [INFO] [dku.utils]  - Vermont            542
[2020/09/14-23:43:40.447] [null-out-38] [INFO] [dku.utils]  - West Virginia      453
[2020/09/14-23:43:40.447] [null-out-38] [INFO] [dku.utils]  - Maryland           253
[2020/09/14-23:43:40.447] [null-out-38] [INFO] [dku.utils]  - Massachusetts      209
[2020/09/14-23:43:40.447] [null-out-38] [INFO] [dku.utils]  - New Hampshire      164
[2020/09/14-23:43:40.447] [null-out-38] [INFO] [dku.utils]  - New Jersey         113
[2020/09/14-23:43:40.447] [null-out-38] [INFO] [dku.utils]  - Connecticut         86
[2020/09/14-23:43:40.447] [null-out-38] [INFO] [dku.utils]  - Delaware            38
[2020/09/14-23:43:40.447] [null-out-38] [INFO] [dku.utils]  - Rhode Island        31
[2020/09/14-23:43:40.447] [null-out-38] [INFO] [dku.utils]  - Name: merchant_state, dtype: int64
[2020/09/14-23:43:40.459] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,459 DEBUG FIT/PROCESS WITH Step:FlushDFBuilder(cat_flagpresence)
[2020/09/14-23:43:40.459] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,459 DEBUG FIT/PROCESS WITH Step:MultipleImputeMissingFromInput
[2020/09/14-23:43:40.460] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,459 DEBUG MIMIFI: Imputing with map {}
[2020/09/14-23:43:40.460] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,459 DEBUG FIT/PROCESS WITH Step:FlushDFBuilder(interaction)
[2020/09/14-23:43:40.460] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,459 DEBUG FIT/PROCESS WITH Step:RealignTarget
[2020/09/14-23:43:40.460] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,459 DEBUG Realign target series = (79766,)
[2020/09/14-23:43:40.463] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,463 DEBUG After realign target: (79766,)
[2020/09/14-23:43:40.463] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,463 DEBUG FIT/PROCESS WITH Step:DropRowsWhereNoTarget
[2020/09/14-23:43:40.464] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,464 DEBUG Deleting 0 rows because no target
[2020/09/14-23:43:40.464] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,464 DEBUG MF before = (79766, 47) target before = (79766,)
[2020/09/14-23:43:40.469] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,469 INFO MultiFrame, dropping rows: []
[2020/09/14-23:43:40.524] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,524 DEBUG After DRWNT input_df=(79766, 34)
[2020/09/14-23:43:40.524] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,524 DEBUG MF after = (79766, 47) target after = (79766,)
[2020/09/14-23:43:40.525] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,524 DEBUG FIT/PROCESS WITH Step:DumpPipelineState
[2020/09/14-23:43:40.525] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,524 DEBUG ********* Pipeline state (Before feature selection)
[2020/09/14-23:43:40.525] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,524 DEBUG    input_df= (79766, 34) 
[2020/09/14-23:43:40.525] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,524 DEBUG    current_mf=(79766, 47) 
[2020/09/14-23:43:40.525] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,524 DEBUG    PPR: 
[2020/09/14-23:43:40.525] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 DEBUG       target = <class 'pandas.core.series.Series'> ((79766,))
[2020/09/14-23:43:40.525] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 DEBUG FIT/PROCESS WITH Step:EmitCurrentMFAsResult
[2020/09/14-23:43:40.525] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 INFO Set MF index len 79766
[2020/09/14-23:43:40.525] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 DEBUG FIT/PROCESS WITH Step:DumpPipelineState
[2020/09/14-23:43:40.525] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 DEBUG ********* Pipeline state (At end)
[2020/09/14-23:43:40.526] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 DEBUG    input_df= (79766, 34) 
[2020/09/14-23:43:40.526] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 DEBUG    current_mf=(0, 0) 
[2020/09/14-23:43:40.526] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 DEBUG    PPR: 
[2020/09/14-23:43:40.526] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 DEBUG       UNPROCESSED = <class 'pandas.core.frame.DataFrame'> ((79766, 34))
[2020/09/14-23:43:40.526] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 DEBUG       TRAIN = <class 'dataiku.doctor.multiframe.MultiFrame'> ((79766, 47))
[2020/09/14-23:43:40.526] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,525 DEBUG       target = <class 'pandas.core.series.Series'> ((79766,))
[2020/09/14-23:43:40.527] [null-err-39] [INFO] [dku.utils]  - /data/home/dkuacademy/dss/installers/dataiku-dss-8.0.1/python/dataiku/doctor/preprocessing/impact_coding.py:80: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version
[2020/09/14-23:43:40.527] [null-err-39] [INFO] [dku.utils]  - of pandas will change to not sort by default.
[2020/09/14-23:43:40.527] [null-err-39] [INFO] [dku.utils]  - To accept the future behavior, pass 'sort=False'.
[2020/09/14-23:43:40.527] [null-err-39] [INFO] [dku.utils]  - To retain the current behavior and silence the warning, pass 'sort=True'.
[2020/09/14-23:43:40.527] [null-err-39] [INFO] [dku.utils]  -   fullmap = pd.concat([self._category_counts, self._impact_map], axis=1)
[2020/09/14-23:43:40.561] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,561 INFO END -  Preprocessing train set
[2020/09/14-23:43:40.561] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,561 INFO START -  Preprocessing test set
[2020/09/14-23:43:40.561] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,561 INFO Set MF index len 20049
[2020/09/14-23:43:40.561] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,561 DEBUG PROCESS WITH Step:RemapValueToOutput
[2020/09/14-23:43:40.565] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,565 DEBUG PROCESS WITH Step:MultipleImputeMissingFromInput
[2020/09/14-23:43:40.565] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,565 DEBUG MIMIFI: Imputing with map {u'merchant_category_id': 376.8928365468997, u'signature_provided': 0.1732066293909686, u'purchase_amount': 262.97163591001816, u'merchant_cardholder_distance': 1010.5397490158738, u'card_fico_score': 572.8171275982248, u'card_age': 45.26986435323321}
[2020/09/14-23:43:40.567] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,566 DEBUG PROCESS WITH Step:RescalingProcessor2 (signature_provided)
[2020/09/14-23:43:40.567] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,567 DEBUG   Rescale signature_provided (avg=0.175071075864 std=0.380037363993 shift=0.173206629391 inv_scale=2.64250933164)
[2020/09/14-23:43:40.568] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,568 DEBUG   Rescaled signature_provided (avg=0.00492681720368 std=1.00425228072) nulls=0
[2020/09/14-23:43:40.568] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,568 DEBUG PROCESS WITH Step:RescalingProcessor2 (card_age)
[2020/09/14-23:43:40.569] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,569 DEBUG   Rescale card_age (avg=45.2377175919 std=20.1980258269 shift=45.2698643532 inv_scale=0.0495559388292)
[2020/09/14-23:43:40.570] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,570 DEBUG   Rescaled card_age (avg=-0.00159306293819 std=1.00093213235) nulls=0
[2020/09/14-23:43:40.570] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,570 DEBUG PROCESS WITH Step:RescalingProcessor2 (merchant_cardholder_distance)
[2020/09/14-23:43:40.570] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,570 DEBUG   Rescale merchant_cardholder_distance (avg=1015.11071375 std=553.223951926 shift=1010.53974902 inv_scale=0.00182607815391)
[2020/09/14-23:43:40.571] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,571 DEBUG   Rescaled merchant_cardholder_distance (avg=0.00834693884569 std=1.01023017283) nulls=0
[2020/09/14-23:43:40.571] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,571 DEBUG PROCESS WITH Step:RescalingProcessor2 (merchant_category_id)
[2020/09/14-23:43:40.571] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,571 DEBUG   Rescale merchant_category_id (avg=376.33522869 std=222.629448423 shift=376.892836547 inv_scale=0.00449106434298)
[2020/09/14-23:43:40.573] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,572 DEBUG   Rescaled merchant_category_id (avg=-0.00250425276479 std=0.999843177512) nulls=0
[2020/09/14-23:43:40.573] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,573 DEBUG PROCESS WITH Step:RescalingProcessor2 (purchase_amount)
[2020/09/14-23:43:40.573] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,573 DEBUG   Rescale purchase_amount (avg=265.121286847 std=634.320642662 shift=262.97163591 inv_scale=0.00138411415937)
[2020/09/14-23:43:40.574] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,574 DEBUG   Rescaled purchase_amount (avg=0.0029753622999 std=0.877972183092) nulls=0
[2020/09/14-23:43:40.574] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,574 DEBUG PROCESS WITH Step:RescalingProcessor2 (card_fico_score)
[2020/09/14-23:43:40.574] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,574 DEBUG   Rescale card_fico_score (avg=571.37737543 std=170.792370607 shift=572.817127598 inv_scale=0.00583780807839)
[2020/09/14-23:43:40.576] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,576 DEBUG   Rescaled card_fico_score (avg=-0.0084049968374 std=0.997053080858) nulls=0
[2020/09/14-23:43:40.576] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,576 DEBUG PROCESS WITH Step:FlushDFBuilder(num_flagonly)
[2020/09/14-23:43:40.576] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,576 DEBUG PROCESS WITH Step:FastSparseDummifyProcessor (merchant_subsector_description)
[2020/09/14-23:43:40.582] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,582 DEBUG Dummifier: Append a sparse block shape=(20049, 40) nnz=20049
[2020/09/14-23:43:40.582] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,582 DEBUG PROCESS WITH Step:MultipleImputeMissingFromInput
[2020/09/14-23:43:40.583] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,582 DEBUG MIMIFI: Imputing with map {u'merchant_state': '_NA_'}
[2020/09/14-23:43:40.584] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,584 DEBUG PROCESS WITH Step:ImpactCodingStep
[2020/09/14-23:43:40.588] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,588 DEBUG PROCESS WITH Step:FlushDFBuilder(cat_flagpresence)
[2020/09/14-23:43:40.588] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,588 DEBUG PROCESS WITH Step:MultipleImputeMissingFromInput
[2020/09/14-23:43:40.588] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,588 DEBUG MIMIFI: Imputing with map {}
[2020/09/14-23:43:40.588] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,588 DEBUG PROCESS WITH Step:FlushDFBuilder(interaction)
[2020/09/14-23:43:40.588] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,588 DEBUG PROCESS WITH Step:RealignTarget
[2020/09/14-23:43:40.588] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,588 DEBUG Realign target series = (20049,)
[2020/09/14-23:43:40.589] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,589 DEBUG After realign target: (20049,)
[2020/09/14-23:43:40.589] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,589 DEBUG PROCESS WITH Step:DropRowsWhereNoTarget
[2020/09/14-23:43:40.589] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,589 DEBUG Deleting 0 rows because no target
[2020/09/14-23:43:40.590] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,589 DEBUG MF before = (20049, 47) target before = (20049,)
[2020/09/14-23:43:40.591] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,591 INFO MultiFrame, dropping rows: []
[2020/09/14-23:43:40.602] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,602 DEBUG After DRWNT input_df=(20049, 34)
[2020/09/14-23:43:40.602] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,602 DEBUG MF after = (20049, 47) target after = (20049,)
[2020/09/14-23:43:40.602] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,602 DEBUG PROCESS WITH Step:DumpPipelineState
[2020/09/14-23:43:40.602] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,602 DEBUG ********* Pipeline state (Before feature selection)
[2020/09/14-23:43:40.603] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,602 DEBUG    input_df= (20049, 34) 
[2020/09/14-23:43:40.603] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,602 DEBUG    current_mf=(20049, 47) 
[2020/09/14-23:43:40.603] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,602 DEBUG    PPR: 
[2020/09/14-23:43:40.603] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,602 DEBUG       target = <class 'pandas.core.series.Series'> ((20049,))
[2020/09/14-23:43:40.603] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,602 DEBUG PROCESS WITH Step:EmitCurrentMFAsResult
[2020/09/14-23:43:40.604] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,602 INFO Set MF index len 20049
[2020/09/14-23:43:40.604] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,603 DEBUG PROCESS WITH Step:DumpPipelineState
[2020/09/14-23:43:40.604] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,603 DEBUG ********* Pipeline state (At end)
[2020/09/14-23:43:40.604] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,603 DEBUG    input_df= (20049, 34) 
[2020/09/14-23:43:40.604] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,603 DEBUG    current_mf=(0, 0) 
[2020/09/14-23:43:40.604] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,603 DEBUG    PPR: 
[2020/09/14-23:43:40.604] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,603 DEBUG       UNPROCESSED = <class 'pandas.core.frame.DataFrame'> ((20049, 34))
[2020/09/14-23:43:40.604] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,603 DEBUG       TRAIN = <class 'dataiku.doctor.multiframe.MultiFrame'> ((20049, 47))
[2020/09/14-23:43:40.605] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,603 DEBUG       target = <class 'pandas.core.series.Series'> ((20049,))
[2020/09/14-23:43:40.605] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,603 INFO END -  Preprocessing test set
[2020/09/14-23:43:40.605] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,603 INFO START -  Hyperparameter searching
[2020/09/14-23:43:40.644] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,644 INFO prepare multiframe shape=(79766,47) tn=3749002 nnz=638128 fill_ratio=0.17
[2020/09/14-23:43:40.645] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,644 INFO too small, using array
[2020/09/14-23:43:40.671] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,670 INFO Create CLF from params: {u'computeLearningCurves': False, u'algorithm': u'RANDOM_FOREST_CLASSIFICATION', u'grid_search_params': {u'nIter': 0, u'nJobs': 4, u'nIterRandom': 10, u'bayesianOptimizer': u'SCIKIT_OPTIMIZE', u'strategy': u'GRID', u'randomized': True, u'shuffleIterations': 1, u'seed': 0, u'mode': u'KFOLD', u'timeout': 0, u'splitRatio': 0.8, u'nFolds': 3, u'stratified': True}, u'autoOptimizeThreshold': True, u'gridLength': 18, u'metrics': {u'customEvaluationMetricGIB': True, u'customEvaluationMetricNeedsProba': False, u'thresholdOptimizationMetric': u'F1', u'liftPoint': 0.4, u'costMatrixWeights': {u'fnGain': 0.0, u'tpGain': 1.0, u'tnGain': 0.0, u'fpGain': -0.3}, u'evaluationMetric': u'ROC_AUC'}, u'forcedClassifierThreshold': 0.0, u'rf_classifier_grid': {u'n_jobs': 4, u'max_tree_depth': {u'values': [18, 16, 20], u'gridMode': u'EXPLICIT', u'randomMode': u'RANGE', u'limit': {u'min': 1}, u'range': {u'scaling': u'LINEAR', u'max': 10, u'nbValues': 3, u'min': 5}}, u'selection_mode': u'auto', u'enabled': True, u'min_samples_leaf': {u'values': [3, 5], u'gridMode': u'EXPLICIT', u'randomMode': u'RANGE', u'limit': {u'min': 1}, u'range': {u'scaling': u'LINEAR', u'max': 20, u'nbValues': 3, u'min': 3}}, u'n_estimators': {u'values': [400, 350, 450], u'gridMode': u'EXPLICIT', u'randomMode': u'RANGE', u'limit': {u'min': 1}, u'range': {u'scaling': u'LINEAR', u'max': 200, u'nbValues': 3, u'min': 80}}, u'max_feature_prop': {u'values': [0.3], u'gridMode': u'EXPLICIT', u'randomMode': u'RANGE', u'limit': {u'max': 1.0, u'min': 1e-23}, u'range': {u'scaling': u'LINEAR', u'max': 0.7, u'nbValues': 3, u'min': 0.1}}, u'max_features': {u'values': [5], u'gridMode': u'EXPLICIT', u'randomMode': u'RANGE', u'limit': {u'min': 1}, u'range': {u'scaling': u'LINEAR', u'max': 20, u'nbValues': 3, u'min': 1}}}, u'max_ensemble_nodes_serialized': 6000, u'pluginAlgoCustomGridSearch': False, u'skipExpensiveReports': False} for algorithm RANDOM_FOREST_CLASSIFICATION
[2020/09/14-23:43:40.671] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,670 INFO Using stratified K-Fold CV with k=3
[2020/09/14-23:43:40.719] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,719 INFO Fitting 3 folds for each of 18 candidates, totalling 54 fits
[2020/09/14-23:43:40.720] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,720 INFO Running GridSearchStrategy for hyperparameters space: <dataiku.doctor.prediction.common.TreesHyperparametersSpace object at 0x7ff9936fe950>
[2020/09/14-23:43:40.721] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,720 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 15, 'max_depth': 16, 'min_samples_leaf': 5}
[2020/09/14-23:43:40.721] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,721 INFO Starting search slave 0
[2020/09/14-23:43:40.721] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,721 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 15, 'max_depth': 16, 'min_samples_leaf': 5}
[2020/09/14-23:43:40.722] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,722 INFO Fit s=0: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=16, min_samples_leaf=5 
[2020/09/14-23:43:40.723] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,723 INFO Starting search slave 1
[2020/09/14-23:43:40.723] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,723 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 15, 'max_depth': 16, 'min_samples_leaf': 5}
[2020/09/14-23:43:40.724] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,724 INFO Fit s=1: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=16, min_samples_leaf=5 
[2020/09/14-23:43:40.725] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,724 INFO Starting search slave 2
[2020/09/14-23:43:40.727] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,727 INFO Fit s=2: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=16, min_samples_leaf=5 
[2020/09/14-23:43:40.728] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,728 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 9, 'max_depth': 16, 'min_samples_leaf': 3}
[2020/09/14-23:43:40.728] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,728 INFO Starting search slave 3
[2020/09/14-23:43:40.729] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,729 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 9, 'max_depth': 16, 'min_samples_leaf': 3}
[2020/09/14-23:43:40.730] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:43:40,730 INFO Fit s=0: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=16, min_samples_leaf=3 
[2020/09/14-23:44:08.453] [null-err-39] [INFO] [dku.utils]  - /data/home/dkuacademy/dss/installers/dataiku-dss-8.0.1/python.packages/sklearn/ensemble/base.py:154: UserWarning: Loky-backed parallel loops cannot be nested below threads, setting n_jobs=1
[2020/09/14-23:44:08.453] [null-err-39] [INFO] [dku.utils]  -   n_jobs = min(effective_n_jobs(n_jobs), n_estimators)
[2020/09/14-23:44:12.064] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:12,064 INFO Done s=0: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=16, min_samples_leaf=5 (ft=27.0s st=3.0s sc=0.747615851967, sg=1)
[2020/09/14-23:44:12.066] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:12,065 INFO Fit s=1: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=16, min_samples_leaf=3 
[2020/09/14-23:44:12.066] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:12,066 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 9, 'max_depth': 16, 'min_samples_leaf': 3}
[2020/09/14-23:44:13.117] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:13,117 INFO Done s=0: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=16, min_samples_leaf=3 (ft=28.0s st=4.0s sc=0.748127889151, sg=1)
[2020/09/14-23:44:13.124] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:13,124 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 9, 'max_depth': 18, 'min_samples_leaf': 3}
[2020/09/14-23:44:13.131] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:13,128 INFO Fit s=2: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=16, min_samples_leaf=3 
[2020/09/14-23:44:13.808] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:13,808 INFO Done s=2: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=16, min_samples_leaf=5 (ft=27.0s st=5.0s sc=0.741529484231, sg=1)
[2020/09/14-23:44:13.813] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:13,813 INFO Fit s=0: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=18, min_samples_leaf=3 
[2020/09/14-23:44:13.819] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:13,818 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 9, 'max_depth': 18, 'min_samples_leaf': 3}
[2020/09/14-23:44:15.108] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:15,107 INFO Done s=1: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=16, min_samples_leaf=5 (ft=28.0s st=6.0s sc=0.754236675082, sg=1)
[2020/09/14-23:44:15.115] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:15,113 INFO Fit s=1: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=18, min_samples_leaf=3 
[2020/09/14-23:44:15.154] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:15,154 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 9, 'max_depth': 18, 'min_samples_leaf': 3}
[2020/09/14-23:44:35.298] [process-resource-monitor-291988-40] [INFO] [dku.usage.computeresource.jek]  - Reporting update of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"localProcess":{"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":368830,"cpuSystemTimeMS":3410,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":372250,"cpuCurrent":7.746703955253696,"vmSizeMB":4338,"vmRSSMB":797,"vmHWMMB":797,"vmRSSAnonMB":776,"vmDataMB":3671,"vmSizePeakMB":4402,"vmRSSPeakMB":797,"vmRSSTotalMBS":35700,"majorFaults":105,"childrenMajorFaults":1}}
[2020/09/14-23:44:35.298] [process-resource-monitor-291988-40] [DEBUG] [dku.resource]  - Process stats for pid 291988: {"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":368830,"cpuSystemTimeMS":3410,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":372250,"cpuCurrent":7.746703955253696,"vmSizeMB":4338,"vmRSSMB":797,"vmHWMMB":797,"vmRSSAnonMB":776,"vmDataMB":3671,"vmSizePeakMB":4402,"vmRSSPeakMB":797,"vmRSSTotalMBS":35700,"majorFaults":105,"childrenMajorFaults":1}
[2020/09/14-23:44:41.752] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:41,752 INFO Done s=1: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=16, min_samples_leaf=3 (ft=24.0s st=4.0s sc=0.754176200926, sg=1)
[2020/09/14-23:44:41.754] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:41,754 INFO Fit s=2: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=18, min_samples_leaf=3 
[2020/09/14-23:44:41.755] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:41,754 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 9, 'max_depth': 18, 'min_samples_leaf': 3}
[2020/09/14-23:44:43.060] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:43,060 INFO Done s=0: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=18, min_samples_leaf=3 (ft=24.0s st=4.0s sc=0.749224933454, sg=1)
[2020/09/14-23:44:43.062] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:43,062 INFO Fit s=0: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=18, min_samples_leaf=3 
[2020/09/14-23:44:43.067] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:43,067 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 9, 'max_depth': 18, 'min_samples_leaf': 3}
[2020/09/14-23:44:44.256] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:44,247 INFO Done s=2: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=16, min_samples_leaf=3 (ft=25.0s st=5.0s sc=0.741762519827, sg=1)
[2020/09/14-23:44:44.257] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:44,255 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 9, 'max_depth': 18, 'min_samples_leaf': 3}
[2020/09/14-23:44:44.262] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:44,261 INFO Fit s=1: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=18, min_samples_leaf=3 
[2020/09/14-23:44:46.203] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:46,201 INFO Done s=1: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=18, min_samples_leaf=3 (ft=24.0s st=6.0s sc=0.755958318999, sg=1)
[2020/09/14-23:44:46.207] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:46,207 INFO Fit s=2: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=18, min_samples_leaf=3 
[2020/09/14-23:44:46.233] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:44:46,233 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 15, 'max_depth': 20, 'min_samples_leaf': 5}
[2020/09/14-23:45:11.506] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:11,506 INFO Done s=2: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=18, min_samples_leaf=3 (ft=21.0s st=7.0s sc=0.74423769107, sg=1)
[2020/09/14-23:45:11.507] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:11,507 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 15, 'max_depth': 20, 'min_samples_leaf': 5}
[2020/09/14-23:45:11.509] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:11,509 INFO Fit s=0: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=20, min_samples_leaf=5 
[2020/09/14-23:45:14.323] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:14,322 INFO Done s=0: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=18, min_samples_leaf=3 (ft=24.0s st=6.0s sc=0.749332740921, sg=1)
[2020/09/14-23:45:14.329] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:14,329 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 15, 'max_depth': 20, 'min_samples_leaf': 5}
[2020/09/14-23:45:14.337] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:14,332 INFO Fit s=1: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=20, min_samples_leaf=5 
[2020/09/14-23:45:17.483] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:17,483 INFO Done s=1: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=18, min_samples_leaf=3 (ft=25.0s st=7.0s sc=0.755610847537, sg=1)
[2020/09/14-23:45:17.508] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:17,500 INFO Fit s=2: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=20, min_samples_leaf=5 
[2020/09/14-23:45:17.508] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:17,506 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 9, 'max_depth': 18, 'min_samples_leaf': 3}
[2020/09/14-23:45:19.353] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:19,352 INFO Done s=2: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=18, min_samples_leaf=3 (ft=24.0s st=8.0s sc=0.744151324934, sg=1)
[2020/09/14-23:45:19.370] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:19,370 INFO Fit s=0: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=18, min_samples_leaf=3 
[2020/09/14-23:45:19.434] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:19,434 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 9, 'max_depth': 18, 'min_samples_leaf': 3}
[2020/09/14-23:45:35.351] [process-resource-monitor-291988-40] [INFO] [dku.usage.computeresource.jek]  - Reporting update of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"localProcess":{"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":778990,"cpuSystemTimeMS":5750,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":784750,"cpuCurrent":7.73253493013972,"vmSizeMB":4378,"vmRSSMB":1012,"vmHWMMB":1012,"vmRSSAnonMB":991,"vmDataMB":3711,"vmSizePeakMB":4410,"vmRSSPeakMB":1012,"vmRSSTotalMBS":90980,"majorFaults":105,"childrenMajorFaults":1}}
[2020/09/14-23:45:35.351] [process-resource-monitor-291988-40] [DEBUG] [dku.resource]  - Process stats for pid 291988: {"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":778990,"cpuSystemTimeMS":5750,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":784750,"cpuCurrent":7.73253493013972,"vmSizeMB":4378,"vmRSSMB":1012,"vmHWMMB":1012,"vmRSSAnonMB":991,"vmDataMB":3711,"vmSizePeakMB":4410,"vmRSSPeakMB":1012,"vmRSSTotalMBS":90980,"majorFaults":105,"childrenMajorFaults":1}
[2020/09/14-23:45:41.989] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:41,989 INFO Done s=0: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=20, min_samples_leaf=5 (ft=21.0s st=9.0s sc=0.750076821028, sg=1)
[2020/09/14-23:45:41.991] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:41,991 INFO Fit s=1: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=18, min_samples_leaf=3 
[2020/09/14-23:45:41.992] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:41,991 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 9, 'max_depth': 18, 'min_samples_leaf': 3}
[2020/09/14-23:45:44.149] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:44,148 INFO Done s=0: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=18, min_samples_leaf=3 (ft=20.0s st=4.0s sc=0.749139610662, sg=1)
[2020/09/14-23:45:44.152] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:44,151 INFO Fit s=2: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=18, min_samples_leaf=3 
[2020/09/14-23:45:44.153] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:44,153 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 15, 'max_depth': 16, 'min_samples_leaf': 5}
[2020/09/14-23:45:45.582] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:45,579 INFO Done s=1: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=20, min_samples_leaf=5 (ft=24.0s st=7.0s sc=0.756453835491, sg=1)
[2020/09/14-23:45:45.602] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:45,601 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 15, 'max_depth': 16, 'min_samples_leaf': 5}
[2020/09/14-23:45:45.609] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:45,603 INFO Fit s=0: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=16, min_samples_leaf=5 
[2020/09/14-23:45:50.997] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:50,993 INFO Done s=2: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=20, min_samples_leaf=5 (ft=24.0s st=9.0s sc=0.745699533906, sg=1)
[2020/09/14-23:45:50.999] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:50,997 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 15, 'max_depth': 16, 'min_samples_leaf': 5}
[2020/09/14-23:45:51.014] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:45:51,001 INFO Fit s=1: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=16, min_samples_leaf=5 
[2020/09/14-23:46:04.190] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:04,190 INFO Done s=1: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=18, min_samples_leaf=3 (ft=15.0s st=7.0s sc=0.755928078058, sg=1)
[2020/09/14-23:46:04.193] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:04,193 INFO Fit s=2: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=16, min_samples_leaf=5 
[2020/09/14-23:46:04.201] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:04,196 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 9, 'max_depth': 20, 'min_samples_leaf': 3}
[2020/09/14-23:46:07.629] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:07,629 INFO Done s=2: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=18, min_samples_leaf=3 (ft=17.0s st=6.0s sc=0.744092195923, sg=1)
[2020/09/14-23:46:07.634] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:07,634 INFO Fit s=0: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=20, min_samples_leaf=3 
[2020/09/14-23:46:07.635] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:07,634 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 9, 'max_depth': 20, 'min_samples_leaf': 3}
[2020/09/14-23:46:08.680] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:08,679 INFO Done s=0: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=16, min_samples_leaf=5 (ft=17.0s st=5.0s sc=0.747751864741, sg=1)
[2020/09/14-23:46:08.683] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:08,683 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 9, 'max_depth': 20, 'min_samples_leaf': 3}
[2020/09/14-23:46:08.705] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:08,704 INFO Fit s=1: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=20, min_samples_leaf=3 
[2020/09/14-23:46:15.413] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:15,413 INFO Done s=1: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=16, min_samples_leaf=5 (ft=16.0s st=8.0s sc=0.754365333309, sg=1)
[2020/09/14-23:46:15.427] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:15,425 INFO Fit s=2: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=20, min_samples_leaf=3 
[2020/09/14-23:46:15.439] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:15,439 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 15, 'max_depth': 20, 'min_samples_leaf': 5}
[2020/09/14-23:46:26.929] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:26,926 INFO Done s=2: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=16, min_samples_leaf=5 (ft=14.0s st=8.0s sc=0.74139081092, sg=1)
[2020/09/14-23:46:26.933] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:26,933 INFO Fit s=0: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=20, min_samples_leaf=5 
[2020/09/14-23:46:26.988] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:26,987 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 15, 'max_depth': 20, 'min_samples_leaf': 5}
[2020/09/14-23:46:32.915] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:32,914 INFO Done s=0: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=20, min_samples_leaf=3 (ft=17.0s st=7.0s sc=0.750743705427, sg=1)
[2020/09/14-23:46:32.915] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:32,915 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 15, 'max_depth': 20, 'min_samples_leaf': 5}
[2020/09/14-23:46:32.923] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:32,917 INFO Fit s=1: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=20, min_samples_leaf=5 
[2020/09/14-23:46:35.384] [process-resource-monitor-291988-40] [INFO] [dku.usage.computeresource.jek]  - Reporting update of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"localProcess":{"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":1194430,"cpuSystemTimeMS":8180,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":1202620,"cpuCurrent":6.692,"vmSizeMB":4290,"vmRSSMB":1078,"vmHWMMB":1078,"vmRSSAnonMB":1057,"vmDataMB":3623,"vmSizePeakMB":4410,"vmRSSPeakMB":1078,"vmRSSTotalMBS":153650,"majorFaults":105,"childrenMajorFaults":1}}
[2020/09/14-23:46:35.384] [process-resource-monitor-291988-40] [DEBUG] [dku.resource]  - Process stats for pid 291988: {"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":1194430,"cpuSystemTimeMS":8180,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":1202620,"cpuCurrent":6.692,"vmSizeMB":4290,"vmRSSMB":1078,"vmHWMMB":1078,"vmRSSAnonMB":1057,"vmDataMB":3623,"vmSizePeakMB":4410,"vmRSSPeakMB":1078,"vmRSSTotalMBS":153650,"majorFaults":105,"childrenMajorFaults":1}
[2020/09/14-23:46:35.403] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:35,402 INFO Done s=1: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=20, min_samples_leaf=3 (ft=18.0s st=8.0s sc=0.757100093165, sg=1)
[2020/09/14-23:46:35.417] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:35,407 INFO Fit s=2: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=20, min_samples_leaf=5 
[2020/09/14-23:46:35.424] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:35,424 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 15, 'max_depth': 18, 'min_samples_leaf': 5}
[2020/09/14-23:46:41.998] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:41,997 INFO Done s=2: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=20, min_samples_leaf=3 (ft=17.0s st=9.0s sc=0.745038368266, sg=1)
[2020/09/14-23:46:41.998] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:41,998 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 15, 'max_depth': 18, 'min_samples_leaf': 5}
[2020/09/14-23:46:42.002] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:42,000 INFO Fit s=0: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=18, min_samples_leaf=5 
[2020/09/14-23:46:49.826] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:49,821 INFO Done s=0: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=20, min_samples_leaf=5 (ft=14.0s st=8.0s sc=0.750285340215, sg=1)
[2020/09/14-23:46:49.830] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:49,830 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 15, 'max_depth': 18, 'min_samples_leaf': 5}
[2020/09/14-23:46:49.832] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:49,832 INFO Fit s=1: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=18, min_samples_leaf=5 
[2020/09/14-23:46:56.324] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:56,323 INFO Done s=1: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=20, min_samples_leaf=5 (ft=15.0s st=7.0s sc=0.75635892552, sg=1)
[2020/09/14-23:46:56.335] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:56,325 INFO Fit s=2: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=18, min_samples_leaf=5 
[2020/09/14-23:46:56.359] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:46:56,358 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 9, 'max_depth': 20, 'min_samples_leaf': 3}
[2020/09/14-23:47:00.361] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:00,360 INFO Done s=2: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=20, min_samples_leaf=5 (ft=16.0s st=8.0s sc=0.745587139726, sg=1)
[2020/09/14-23:47:00.362] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:00,361 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 9, 'max_depth': 20, 'min_samples_leaf': 3}
[2020/09/14-23:47:00.379] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:00,373 INFO Fit s=0: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=20, min_samples_leaf=3 
[2020/09/14-23:47:05.341] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:05,340 INFO Done s=0: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=18, min_samples_leaf=5 (ft=15.0s st=7.0s sc=0.749099635761, sg=1)
[2020/09/14-23:47:05.351] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:05,349 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 9, 'max_depth': 20, 'min_samples_leaf': 3}
[2020/09/14-23:47:05.360] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:05,359 INFO Fit s=1: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=20, min_samples_leaf=3 
[2020/09/14-23:47:12.416] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:12,415 INFO Done s=1: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=18, min_samples_leaf=5 (ft=14.0s st=8.0s sc=0.755126405356, sg=1)
[2020/09/14-23:47:12.440] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:12,437 INFO Fit s=2: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=20, min_samples_leaf=3 
[2020/09/14-23:47:12.448] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:12,448 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 15, 'max_depth': 16, 'min_samples_leaf': 5}
[2020/09/14-23:47:19.816] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:19,816 INFO Done s=2: max_features=auto, n_estimators=350, min_samples_split=15, max_depth=18, min_samples_leaf=5 (ft=14.0s st=8.0s sc=0.743502037631, sg=1)
[2020/09/14-23:47:19.846] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:19,839 INFO Fit s=0: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=16, min_samples_leaf=5 
[2020/09/14-23:47:19.876] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:19,876 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 15, 'max_depth': 16, 'min_samples_leaf': 5}
[2020/09/14-23:47:33.687] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:33,686 INFO Done s=0: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=20, min_samples_leaf=3 (ft=22.0s st=11.0s sc=0.751375354436, sg=1)
[2020/09/14-23:47:33.730] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:33,724 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 15, 'max_depth': 16, 'min_samples_leaf': 5}
[2020/09/14-23:47:33.732] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:33,732 INFO Fit s=1: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=16, min_samples_leaf=5 
[2020/09/14-23:47:35.412] [process-resource-monitor-291988-40] [INFO] [dku.usage.computeresource.jek]  - Reporting update of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"localProcess":{"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":1621540,"cpuSystemTimeMS":10610,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":1632160,"cpuCurrent":6.790641871625675,"vmSizeMB":4290,"vmRSSMB":1143,"vmHWMMB":1143,"vmRSSAnonMB":1122,"vmDataMB":3623,"vmSizePeakMB":4410,"vmRSSPeakMB":1143,"vmRSSTotalMBS":219640,"majorFaults":105,"childrenMajorFaults":1}}
[2020/09/14-23:47:35.412] [process-resource-monitor-291988-40] [DEBUG] [dku.resource]  - Process stats for pid 291988: {"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":1621540,"cpuSystemTimeMS":10610,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":1632160,"cpuCurrent":6.790641871625675,"vmSizeMB":4290,"vmRSSMB":1143,"vmHWMMB":1143,"vmRSSAnonMB":1122,"vmDataMB":3623,"vmSizePeakMB":4410,"vmRSSPeakMB":1143,"vmRSSTotalMBS":219640,"majorFaults":105,"childrenMajorFaults":1}
[2020/09/14-23:47:37.856] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:37,856 INFO Done s=1: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=20, min_samples_leaf=3 (ft=23.0s st=9.0s sc=0.756975189465, sg=1)
[2020/09/14-23:47:37.858] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:37,857 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 15, 'max_depth': 18, 'min_samples_leaf': 5}
[2020/09/14-23:47:37.859] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:37,858 INFO Fit s=2: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=16, min_samples_leaf=5 
[2020/09/14-23:47:44.138] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:44,138 INFO Done s=2: max_features=auto, n_estimators=450, min_samples_split=9, max_depth=20, min_samples_leaf=3 (ft=21.0s st=9.0s sc=0.74525067568, sg=1)
[2020/09/14-23:47:44.140] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:44,140 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 15, 'max_depth': 18, 'min_samples_leaf': 5}
[2020/09/14-23:47:44.143] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:44,143 INFO Fit s=0: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=18, min_samples_leaf=5 
[2020/09/14-23:47:44.293] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:44,292 INFO Done s=0: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=16, min_samples_leaf=5 (ft=17.0s st=7.0s sc=0.747755109394, sg=1)
[2020/09/14-23:47:44.294] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:44,294 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 15, 'max_depth': 18, 'min_samples_leaf': 5}
[2020/09/14-23:47:44.299] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:44,296 INFO Fit s=1: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=18, min_samples_leaf=5 
[2020/09/14-23:47:58.298] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:58,297 INFO Done s=1: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=16, min_samples_leaf=5 (ft=15.0s st=8.0s sc=0.754266657223, sg=1)
[2020/09/14-23:47:58.303] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:58,303 INFO Fit s=2: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=18, min_samples_leaf=5 
[2020/09/14-23:47:58.303] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:47:58,303 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 9, 'max_depth': 16, 'min_samples_leaf': 3}
[2020/09/14-23:48:04.193] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:04,192 INFO Done s=2: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=16, min_samples_leaf=5 (ft=17.0s st=9.0s sc=0.741557629131, sg=1)
[2020/09/14-23:48:04.222] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:04,219 INFO Fit s=0: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=16, min_samples_leaf=3 
[2020/09/14-23:48:04.255] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:04,255 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 9, 'max_depth': 16, 'min_samples_leaf': 3}
[2020/09/14-23:48:14.825] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:14,820 INFO Done s=0: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=18, min_samples_leaf=5 (ft=21.0s st=9.0s sc=0.749425912685, sg=1)
[2020/09/14-23:48:14.825] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:14,823 INFO Fit s=1: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=16, min_samples_leaf=3 
[2020/09/14-23:48:14.834] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:14,827 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 350, 'min_samples_split': 9, 'max_depth': 16, 'min_samples_leaf': 3}
[2020/09/14-23:48:15.183] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:15,183 INFO Done s=1: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=18, min_samples_leaf=5 (ft=21.0s st=9.0s sc=0.75503248037, sg=1)
[2020/09/14-23:48:15.195] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:15,194 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 15, 'max_depth': 18, 'min_samples_leaf': 5}
[2020/09/14-23:48:15.197] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:15,197 INFO Fit s=2: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=16, min_samples_leaf=3 
[2020/09/14-23:48:24.464] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:24,463 INFO Done s=0: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=16, min_samples_leaf=3 (ft=13.0s st=6.0s sc=0.748093468788, sg=1)
[2020/09/14-23:48:24.477] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:24,477 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 15, 'max_depth': 18, 'min_samples_leaf': 5}
[2020/09/14-23:48:24.493] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:24,486 INFO Fit s=0: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=18, min_samples_leaf=5 
[2020/09/14-23:48:27.148] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:27,146 INFO Done s=2: max_features=auto, n_estimators=450, min_samples_split=15, max_depth=18, min_samples_leaf=5 (ft=19.0s st=9.0s sc=0.743484314766, sg=1)
[2020/09/14-23:48:27.151] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:27,148 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 15, 'max_depth': 18, 'min_samples_leaf': 5}
[2020/09/14-23:48:27.161] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:27,159 INFO Fit s=1: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=18, min_samples_leaf=5 
[2020/09/14-23:48:35.430] [process-resource-monitor-291988-40] [INFO] [dku.usage.computeresource.jek]  - Reporting update of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"localProcess":{"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":2043530,"cpuSystemTimeMS":13150,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":2056690,"cpuCurrent":7.628,"vmSizeMB":4322,"vmRSSMB":1159,"vmHWMMB":1159,"vmRSSAnonMB":1138,"vmDataMB":3655,"vmSizePeakMB":4410,"vmRSSPeakMB":1159,"vmRSSTotalMBS":289005,"majorFaults":105,"childrenMajorFaults":1}}
[2020/09/14-23:48:35.430] [process-resource-monitor-291988-40] [DEBUG] [dku.resource]  - Process stats for pid 291988: {"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":2043530,"cpuSystemTimeMS":13150,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":2056690,"cpuCurrent":7.628,"vmSizeMB":4322,"vmRSSMB":1159,"vmHWMMB":1159,"vmRSSAnonMB":1138,"vmDataMB":3655,"vmSizePeakMB":4410,"vmRSSPeakMB":1159,"vmRSSTotalMBS":289005,"majorFaults":105,"childrenMajorFaults":1}
[2020/09/14-23:48:36.131] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:36,130 INFO Done s=1: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=16, min_samples_leaf=3 (ft=14.0s st=6.0s sc=0.754406312507, sg=1)
[2020/09/14-23:48:36.135] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:36,135 INFO Fit s=2: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=18, min_samples_leaf=5 
[2020/09/14-23:48:36.142] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:36,136 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 9, 'max_depth': 16, 'min_samples_leaf': 3}
[2020/09/14-23:48:36.894] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:36,893 INFO Done s=2: max_features=auto, n_estimators=350, min_samples_split=9, max_depth=16, min_samples_leaf=3 (ft=14.0s st=6.0s sc=0.741864020703, sg=1)
[2020/09/14-23:48:36.895] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:36,895 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 9, 'max_depth': 16, 'min_samples_leaf': 3}
[2020/09/14-23:48:36.903] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:36,897 INFO Fit s=0: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=16, min_samples_leaf=3 
[2020/09/14-23:48:52.096] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:52,093 INFO Done s=0: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=18, min_samples_leaf=5 (ft=18.0s st=8.0s sc=0.749450691793, sg=1)
[2020/09/14-23:48:52.097] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:52,097 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 9, 'max_depth': 16, 'min_samples_leaf': 3}
[2020/09/14-23:48:52.102] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:52,101 INFO Fit s=1: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=16, min_samples_leaf=3 
[2020/09/14-23:48:54.582] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:54,582 INFO Done s=1: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=18, min_samples_leaf=5 (ft=19.0s st=7.0s sc=0.755171305177, sg=1)
[2020/09/14-23:48:54.588] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:54,588 INFO Fit s=2: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=16, min_samples_leaf=3 
[2020/09/14-23:48:54.596] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:48:54,591 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 9, 'max_depth': 20, 'min_samples_leaf': 3}
[2020/09/14-23:49:02.934] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:02,928 INFO Done s=2: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=18, min_samples_leaf=5 (ft=18.0s st=8.0s sc=0.74346137702, sg=1)
[2020/09/14-23:49:02.934] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:02,929 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 9, 'max_depth': 20, 'min_samples_leaf': 3}
[2020/09/14-23:49:02.934] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:02,932 INFO Fit s=0: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=20, min_samples_leaf=3 
[2020/09/14-23:49:03.294] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:03,293 INFO Done s=0: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=16, min_samples_leaf=3 (ft=18.0s st=8.0s sc=0.748188177899, sg=1)
[2020/09/14-23:49:03.299] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:03,298 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 9, 'max_depth': 20, 'min_samples_leaf': 3}
[2020/09/14-23:49:03.331] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:03,328 INFO Fit s=1: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=20, min_samples_leaf=3 
[2020/09/14-23:49:18.288] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:18,288 INFO Done s=1: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=16, min_samples_leaf=3 (ft=18.0s st=7.0s sc=0.754376932944, sg=1)
[2020/09/14-23:49:18.293] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:18,293 INFO Schedule evaluation on split 0: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 15, 'max_depth': 20, 'min_samples_leaf': 5}
[2020/09/14-23:49:18.299] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:18,297 INFO Fit s=2: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=20, min_samples_leaf=3 
[2020/09/14-23:49:19.202] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:19,202 INFO Done s=2: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=16, min_samples_leaf=3 (ft=17.0s st=7.0s sc=0.741826697615, sg=1)
[2020/09/14-23:49:19.215] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:19,215 INFO Fit s=0: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=20, min_samples_leaf=5 
[2020/09/14-23:49:19.304] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:19,304 INFO Schedule evaluation on split 1: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 15, 'max_depth': 20, 'min_samples_leaf': 5}
[2020/09/14-23:49:32.306] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:32,300 INFO Done s=1: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=20, min_samples_leaf=3 (ft=20.0s st=8.0s sc=0.757251668687, sg=1)
[2020/09/14-23:49:32.312] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:32,310 INFO Fit s=1: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=20, min_samples_leaf=5 
[2020/09/14-23:49:32.312] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:32,311 INFO Schedule evaluation on split 2: {'max_features': u'auto', 'n_estimators': 400, 'min_samples_split': 15, 'max_depth': 20, 'min_samples_leaf': 5}
[2020/09/14-23:49:32.407] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:32,406 INFO Done s=0: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=20, min_samples_leaf=3 (ft=20.0s st=8.0s sc=0.751165463997, sg=1)
[2020/09/14-23:49:32.450] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:32,450 INFO Fit s=2: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=20, min_samples_leaf=5 
[2020/09/14-23:49:35.460] [process-resource-monitor-291988-40] [INFO] [dku.usage.computeresource.jek]  - Reporting update of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"localProcess":{"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":2461950,"cpuSystemTimeMS":15840,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":2477800,"cpuCurrent":6.184,"vmSizeMB":4410,"vmRSSMB":1170,"vmHWMMB":1170,"vmRSSAnonMB":1149,"vmDataMB":3743,"vmSizePeakMB":4410,"vmRSSPeakMB":1170,"vmRSSTotalMBS":358705,"majorFaults":105,"childrenMajorFaults":1}}
[2020/09/14-23:49:35.460] [process-resource-monitor-291988-40] [DEBUG] [dku.resource]  - Process stats for pid 291988: {"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":2461950,"cpuSystemTimeMS":15840,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":2477800,"cpuCurrent":6.184,"vmSizeMB":4410,"vmRSSMB":1170,"vmHWMMB":1170,"vmRSSAnonMB":1149,"vmDataMB":3743,"vmSizePeakMB":4410,"vmRSSPeakMB":1170,"vmRSSTotalMBS":358705,"majorFaults":105,"childrenMajorFaults":1}
[2020/09/14-23:49:47.131] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:47,129 INFO Done s=0: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=20, min_samples_leaf=5 (ft=19.0s st=8.0s sc=0.750288233364, sg=1)
[2020/09/14-23:49:47.319] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:47,318 INFO Done s=2: max_features=auto, n_estimators=400, min_samples_split=9, max_depth=20, min_samples_leaf=3 (ft=19.0s st=9.0s sc=0.745169563053, sg=1)
[2020/09/14-23:49:52.852] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:52,852 INFO Done s=1: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=20, min_samples_leaf=5 (ft=16.0s st=3.0s sc=0.756411651136, sg=1)
[2020/09/14-23:49:53.032] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,031 INFO Done s=2: max_features=auto, n_estimators=400, min_samples_split=15, max_depth=20, min_samples_leaf=5 (ft=17.0s st=3.0s sc=0.745698317101, sg=1)
[2020/09/14-23:49:53.324] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,323 INFO Completed search for hyperparameters
[2020/09/14-23:49:53.325] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,325 INFO Slave pool has been soft interrupted
[2020/09/14-23:49:53.325] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,325 INFO Slave pool has been hard interrupted (shutdown)
[2020/09/14-23:49:53.325] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,325 INFO Stopping search slave 0
[2020/09/14-23:49:53.325] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,325 INFO Stopping search slave 2
[2020/09/14-23:49:53.325] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,325 INFO Stopping search slave 1
[2020/09/14-23:49:53.326] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,325 INFO Stopping search slave 3
[2020/09/14-23:49:53.326] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,326 INFO Hyperparameter search done, best_parameters being : {'max_features': u'auto', 'n_estimators': 450, 'min_samples_split': 9, 'max_depth': 20, 'min_samples_leaf': 3}
[2020/09/14-23:49:53.326] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,326 INFO END -  Hyperparameter searching
[2020/09/14-23:49:53.373] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,373 INFO START -  Fitting model
[2020/09/14-23:49:53.373] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,373 INFO Fitting model:
[2020/09/14-23:49:53.374] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,374 INFO   Model is: RandomForestClassifier(bootstrap=True,
[2020/09/14-23:49:53.374] [null-err-39] [INFO] [dku.utils]  -             class_weight={0: 2.0717365331671083, 1: 0.6590597372552259},
[2020/09/14-23:49:53.374] [null-err-39] [INFO] [dku.utils]  -             criterion='gini', max_depth=20, max_features=u'auto',
[2020/09/14-23:49:53.374] [null-err-39] [INFO] [dku.utils]  -             max_leaf_nodes=None, min_impurity_decrease=0.0,
[2020/09/14-23:49:53.374] [null-err-39] [INFO] [dku.utils]  -             min_impurity_split=None, min_samples_leaf=3,
[2020/09/14-23:49:53.375] [null-err-39] [INFO] [dku.utils]  -             min_samples_split=9, min_weight_fraction_leaf=0.0,
[2020/09/14-23:49:53.375] [null-err-39] [INFO] [dku.utils]  -             n_estimators=450, n_jobs=4, oob_score=False, random_state=1337,
[2020/09/14-23:49:53.375] [null-err-39] [INFO] [dku.utils]  -             verbose=0, warm_start=False)
[2020/09/14-23:49:53.375] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,374 INFO   train_X class: <type 'numpy.ndarray'>
[2020/09/14-23:49:53.375] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,374 INFO   train_X shape: (79766, 47)
[2020/09/14-23:49:53.375] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:49:53,374 INFO   train_y shape: (79766,)
[2020/09/14-23:50:08.903] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:08,903 INFO Obtained RF CLF params: {'warm_start': False, 'oob_score': False, 'n_jobs': 4, 'min_impurity_decrease': 0.0, 'verbose': 0, 'max_leaf_nodes': None, 'bootstrap': True, 'min_samples_leaf': 3, 'n_estimators': 450, 'min_samples_split': 9, 'min_weight_fraction_leaf': 0.0, 'criterion': 'gini', 'random_state': 1337, 'min_impurity_split': None, 'max_features': u'auto', 'max_depth': 20, 'class_weight': {0: 2.0717365331671083, 1: 0.6590597372552259}} 
[2020/09/14-23:50:08.904] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:08,903 INFO Output params are {'resolved': {'rf': {'max_tree_depth': 20, 'selection_mode': u'auto', 'min_samples_leaf': 3, 'estimators': 450}, 'skipExpensiveReports': False, 'algorithm': u'RANDOM_FOREST_CLASSIFICATION'}, 'other': {'rf_min_samples_split': 9}}
[2020/09/14-23:50:08.904] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:08,904 INFO END -  Fitting model
[2020/09/14-23:50:08.904] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:08,904 INFO START -  Saving model
[2020/09/14-23:50:08.949] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:08,949 INFO PICKLING RandomForestClassifier(bootstrap=True,
[2020/09/14-23:50:08.949] [null-err-39] [INFO] [dku.utils]  -             class_weight={0: 2.0717365331671083, 1: 0.6590597372552259},
[2020/09/14-23:50:08.949] [null-err-39] [INFO] [dku.utils]  -             criterion='gini', max_depth=20, max_features=u'auto',
[2020/09/14-23:50:08.949] [null-err-39] [INFO] [dku.utils]  -             max_leaf_nodes=None, min_impurity_decrease=0.0,
[2020/09/14-23:50:08.949] [null-err-39] [INFO] [dku.utils]  -             min_impurity_split=None, min_samples_leaf=3,
[2020/09/14-23:50:08.949] [null-err-39] [INFO] [dku.utils]  -             min_samples_split=9, min_weight_fraction_leaf=0.0,
[2020/09/14-23:50:08.949] [null-err-39] [INFO] [dku.utils]  -             n_estimators=450, n_jobs=4, oob_score=False, random_state=1337,
[2020/09/14-23:50:08.950] [null-err-39] [INFO] [dku.utils]  -             verbose=0, warm_start=False)
[2020/09/14-23:50:09.193] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:09,193 INFO END -  Saving model
[2020/09/14-23:50:09.193] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:09,193 INFO START -  Scoring model
[2020/09/14-23:50:09.265] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:09,265 INFO Intrinsic scoring
[2020/09/14-23:50:09.487] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:09,487 INFO Computing feature importance
[2020/09/14-23:50:09.488] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:09,487 INFO Extracting rescalers
[2020/09/14-23:50:09.488] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:09,488 INFO Creating random forest trees summary
[2020/09/14-23:50:09.597] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:09,597 INFO prepare multiframe shape=(20049,47) tn=942303 nnz=160392 fill_ratio=0.17
[2020/09/14-23:50:09.597] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:09,597 INFO too small, using array
[2020/09/14-23:50:10.334] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:10,334 INFO Probas raw shape 20049/2 target_map=2
[2020/09/14-23:50:10.491] [null-err-39] [INFO] [dku.utils]  - /data/home/dkuacademy/dss/installers/dataiku-dss-8.0.1/python.packages/sklearn/metrics/classification.py:543: RuntimeWarning: invalid value encountered in double_scalars
[2020/09/14-23:50:10.492] [null-err-39] [INFO] [dku.utils]  -   mcc = cov_ytyp / np.sqrt(cov_ytyt * cov_ypyp)
[2020/09/14-23:50:12.876] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,876 INFO Starting threshold optim
[2020/09/14-23:50:12.879] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,879 INFO AT CUT 0.000000 score 0.863081 (pred_true=20049)
[2020/09/14-23:50:12.882] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,882 INFO AT CUT 0.025000 score 0.863081 (pred_true=20049)
[2020/09/14-23:50:12.885] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,885 INFO AT CUT 0.050000 score 0.863203 (pred_true=20044)
[2020/09/14-23:50:12.888] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,888 INFO AT CUT 0.075000 score 0.863996 (pred_true=20007)
[2020/09/14-23:50:12.890] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,890 INFO AT CUT 0.100000 score 0.864375 (pred_true=19980)
[2020/09/14-23:50:12.893] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,893 INFO AT CUT 0.125000 score 0.864940 (pred_true=19957)
[2020/09/14-23:50:12.896] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,896 INFO AT CUT 0.150000 score 0.865295 (pred_true=19931)
[2020/09/14-23:50:12.899] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,899 INFO AT CUT 0.175000 score 0.865854 (pred_true=19876)
[2020/09/14-23:50:12.902] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,902 INFO AT CUT 0.200000 score 0.867303 (pred_true=19762)
[2020/09/14-23:50:12.905] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,905 INFO AT CUT 0.225000 score 0.868361 (pred_true=19572)
[2020/09/14-23:50:12.908] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,908 INFO AT CUT 0.250000 score 0.869352 (pred_true=19392)
[2020/09/14-23:50:12.911] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,911 INFO AT CUT 0.275000 score 0.870084 (pred_true=19156)
[2020/09/14-23:50:12.914] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,914 INFO AT CUT 0.300000 score 0.869619 (pred_true=18880)
[2020/09/14-23:50:12.917] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,916 INFO AT CUT 0.325000 score 0.869362 (pred_true=18568)
[2020/09/14-23:50:12.919] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,919 INFO AT CUT 0.350000 score 0.868853 (pred_true=18254)
[2020/09/14-23:50:12.922] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,922 INFO AT CUT 0.375000 score 0.866850 (pred_true=17953)
[2020/09/14-23:50:12.925] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,925 INFO AT CUT 0.400000 score 0.864039 (pred_true=17510)
[2020/09/14-23:50:12.928] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,928 INFO AT CUT 0.425000 score 0.850539 (pred_true=16494)
[2020/09/14-23:50:12.932] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,932 INFO AT CUT 0.450000 score 0.825751 (pred_true=14806)
[2020/09/14-23:50:12.935] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,935 INFO AT CUT 0.475000 score 0.779777 (pred_true=12570)
[2020/09/14-23:50:12.938] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,938 INFO AT CUT 0.500000 score 0.719775 (pred_true=10338)
[2020/09/14-23:50:12.941] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,941 INFO AT CUT 0.525000 score 0.666667 (pred_true=8828)
[2020/09/14-23:50:12.944] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,944 INFO AT CUT 0.550000 score 0.641164 (pred_true=8150)
[2020/09/14-23:50:12.948] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,948 INFO AT CUT 0.575000 score 0.623486 (pred_true=7738)
[2020/09/14-23:50:12.951] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,951 INFO AT CUT 0.600000 score 0.609249 (pred_true=7421)
[2020/09/14-23:50:12.954] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,954 INFO AT CUT 0.625000 score 0.595492 (pred_true=7138)
[2020/09/14-23:50:12.958] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,958 INFO AT CUT 0.650000 score 0.581487 (pred_true=6851)
[2020/09/14-23:50:12.961] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,961 INFO AT CUT 0.675000 score 0.562785 (pred_true=6497)
[2020/09/14-23:50:12.964] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,964 INFO AT CUT 0.700000 score 0.537459 (pred_true=6043)
[2020/09/14-23:50:12.967] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,967 INFO AT CUT 0.725000 score 0.504756 (pred_true=5491)
[2020/09/14-23:50:12.970] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,970 INFO AT CUT 0.750000 score 0.461738 (pred_true=4839)
[2020/09/14-23:50:12.973] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,973 INFO AT CUT 0.775000 score 0.413188 (pred_true=4161)
[2020/09/14-23:50:12.976] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,976 INFO AT CUT 0.800000 score 0.371624 (pred_true=3627)
[2020/09/14-23:50:12.979] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,979 INFO AT CUT 0.825000 score 0.337366 (pred_true=3211)
[2020/09/14-23:50:12.982] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,982 INFO AT CUT 0.850000 score 0.305306 (pred_true=2834)
[2020/09/14-23:50:12.985] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,985 INFO AT CUT 0.875000 score 0.261053 (pred_true=2355)
[2020/09/14-23:50:12.988] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,988 INFO AT CUT 0.900000 score 0.197176 (pred_true=1709)
[2020/09/14-23:50:12.990] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,990 INFO AT CUT 0.925000 score 0.117509 (pred_true=966)
[2020/09/14-23:50:12.993] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,993 INFO AT CUT 0.950000 score 0.047081 (pred_true=370)
[2020/09/14-23:50:12.995] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,995 INFO AT CUT 0.975000 score 0.007071 (pred_true=54)
[2020/09/14-23:50:12.996] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,995 INFO Selected threshold 0.275 
[2020/09/14-23:50:12.997] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,997 INFO preds 0        1
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[2020/09/14-23:50:13.002] [null-err-39] [INFO] [dku.utils]  -         ..
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[2020/09/14-23:50:13.007] [null-err-39] [INFO] [dku.utils]  - Name: predicted, Length: 20049, dtype: int64
[2020/09/14-23:50:13.007] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,997 INFO MAPPED SHAPE 20049
[2020/09/14-23:50:13.007] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,998 INFO k=1 v=1
[2020/09/14-23:50:13.007] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,998 INFO Mask data [ True  True  True ...  True  True  True]
[2020/09/14-23:50:13.007] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,998 INFO mapped pred <type 'numpy.ndarray'>
[2020/09/14-23:50:13.007] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,998 INFO k=0 v=0
[2020/09/14-23:50:13.007] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,999 INFO Mask data [False False False ... False False False]
[2020/09/14-23:50:13.008] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,999 INFO mapped pred <type 'numpy.ndarray'>
[2020/09/14-23:50:13.008] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:12,999 INFO MAPPED PREDS [u'1' u'1' u'1' ... u'1' u'1' u'1']
[2020/09/14-23:50:13.317] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,317 INFO Total true rate = 15220 / 20049
[2020/09/14-23:50:13.317] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,317 INFO Computing lift on first 8019 rows
[2020/09/14-23:50:13.317] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,317 INFO True rate on considered : 8019 / 7386
[2020/09/14-23:50:13.318] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,317 INFO Lift = 1.213297
[2020/09/14-23:50:13.388] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,388 INFO Density for 0 (id 0)
[2020/09/14-23:50:13.388] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,388 INFO valid_y shape = (20049,)
[2020/09/14-23:50:13.388] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,388 INFO CP: <type 'numpy.ndarray'> ((20049,))
[2020/09/14-23:50:13.388] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,388 INFO Actual shape = (20049,)
[2020/09/14-23:50:13.388] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,388 INFO MASK is <type 'numpy.ndarray'> 
[2020/09/14-23:50:13.388] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,388 INFO Class proba [0.55384378 0.55689621 0.52743007 ... 0.65694864 0.57623449 0.66844749]
[2020/09/14-23:50:13.389] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,388 INFO Class proba shape (4829,)
[2020/09/14-23:50:13.522] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,522 INFO Density for 1 (id 1)
[2020/09/14-23:50:13.523] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,522 INFO valid_y shape = (20049,)
[2020/09/14-23:50:13.523] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,522 INFO CP: <type 'numpy.ndarray'> ((20049,))
[2020/09/14-23:50:13.523] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,523 INFO Actual shape = (20049,)
[2020/09/14-23:50:13.523] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,523 INFO MASK is <type 'numpy.ndarray'> 
[2020/09/14-23:50:13.523] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,523 INFO Class proba [0.48591143 0.47152006 0.3321175  ... 0.48556921 0.74994013 0.61133949]
[2020/09/14-23:50:13.523] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:13,523 INFO Class proba shape (15220,)
[2020/09/14-23:50:28.128] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,128 INFO END -  Scoring model
[2020/09/14-23:50:28.135] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Reading with dtypes: None
[2020/09/14-23:50:28.135] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for transaction_id: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.135] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for authorized_flag: <type 'numpy.object_'> (schema_type=bigint feature_type=NUMERIC feature_role=TARGET)
[2020/09/14-23:50:28.135] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for purchase_date: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.135] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for purchase_date_parsed: None (schema_type=date feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.135] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for purchase_year: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.136] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for purchase_month: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.136] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for purchase_day: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.136] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for purchase_dow: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.136] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for purchase_weekend: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.136] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for purchase_hour: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.136] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for card_id: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.136] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for merchant_id: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.136] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for merchant_category_id: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:50:28.137] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for item_category: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.137] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for purchase_amount: <type 'numpy.float64'> (schema_type=double feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:50:28.137] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for signature_provided: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:50:28.137] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for card_first_active_month: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.137] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for card_first_active_month_parsed: None (schema_type=date feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.137] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for days_active: None (schema_type=bigint feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.137] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for card_reward_program: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.137] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for card_latitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.138] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,135 INFO Computed dtype for card_longitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.138] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for card_fico_score: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:50:28.138] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for card_age: <type 'numpy.float64'> (schema_type=bigint feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:50:28.138] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for merchant_subsector_description: str (schema_type=string feature_type=CATEGORY feature_role=INPUT)
[2020/09/14-23:50:28.138] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for merchant_latitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.138] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for merchant_longitude: None (schema_type=double feature_type=NUMERIC feature_role=REJECT)
[2020/09/14-23:50:28.138] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for merchant_location: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.139] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for merchant_cardholder_distance: <type 'numpy.float64'> (schema_type=double feature_type=NUMERIC feature_role=INPUT)
[2020/09/14-23:50:28.139] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for merchant_state: str (schema_type=string feature_type=CATEGORY feature_role=INPUT)
[2020/09/14-23:50:28.139] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for merchant_state_enName: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.139] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for card_location: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.139] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for card_state: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.139] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Computed dtype for card_state_enName: None (schema_type=string feature_type=CATEGORY feature_role=REJECT)
[2020/09/14-23:50:28.139] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,136 INFO Reading with FIXED dtypes: {u'authorized_flag': <type 'numpy.object_'>, u'merchant_category_id': <type 'numpy.float64'>, u'merchant_state': 'str', u'signature_provided': <type 'numpy.float64'>, u'purchase_amount': <type 'numpy.float64'>, u'merchant_subsector_description': 'str', u'merchant_cardholder_distance': <type 'numpy.float64'>, u'card_fico_score': <type 'numpy.float64'>, u'card_age': <type 'numpy.float64'>}
[2020/09/14-23:50:28.321] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,320 INFO Loaded table
[2020/09/14-23:50:28.338] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,338 INFO Building background rows
[2020/09/14-23:50:28.350] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,350 INFO Background estimated bias <= 0.0106031326506
[2020/09/14-23:50:28.362] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,362 INFO Built background rows with shape=(1000, 34)
[2020/09/14-23:50:28.363] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,363 INFO Saving background rows with shape=(1000, 34)
[2020/09/14-23:50:28.392] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,392 INFO Normalizing date to numeric : 0       2016-07-01
[2020/09/14-23:50:28.392] [null-err-39] [INFO] [dku.utils]  - 1       2016-11-01
[2020/09/14-23:50:28.392] [null-err-39] [INFO] [dku.utils]  - 2       2016-11-01
[2020/09/14-23:50:28.393] [null-err-39] [INFO] [dku.utils]  - 3       2017-01-01
[2020/09/14-23:50:28.393] [null-err-39] [INFO] [dku.utils]  - 4       2017-08-01
[2020/09/14-23:50:28.393] [null-err-39] [INFO] [dku.utils]  - 5       2016-04-01
[2020/09/14-23:50:28.393] [null-err-39] [INFO] [dku.utils]  - 6       2016-11-01
[2020/09/14-23:50:28.393] [null-err-39] [INFO] [dku.utils]  - 7       2017-03-01
[2020/09/14-23:50:28.393] [null-err-39] [INFO] [dku.utils]  - 8       2017-06-01
[2020/09/14-23:50:28.393] [null-err-39] [INFO] [dku.utils]  - 9       2017-05-01
[2020/09/14-23:50:28.393] [null-err-39] [INFO] [dku.utils]  - 10      2016-08-01
[2020/09/14-23:50:28.394] [null-err-39] [INFO] [dku.utils]  - 11      2014-04-01
[2020/09/14-23:50:28.394] [null-err-39] [INFO] [dku.utils]  - 12      2016-12-01
[2020/09/14-23:50:28.394] [null-err-39] [INFO] [dku.utils]  - 13      2016-12-01
[2020/09/14-23:50:28.394] [null-err-39] [INFO] [dku.utils]  - 14      2017-05-01
[2020/09/14-23:50:28.394] [null-err-39] [INFO] [dku.utils]  - 15      2016-06-01
[2020/09/14-23:50:28.394] [null-err-39] [INFO] [dku.utils]  - 16      2017-07-01
[2020/09/14-23:50:28.394] [null-err-39] [INFO] [dku.utils]  - 17      2017-04-01
[2020/09/14-23:50:28.394] [null-err-39] [INFO] [dku.utils]  - 18      2017-04-01
[2020/09/14-23:50:28.394] [null-err-39] [INFO] [dku.utils]  - 19      2016-06-01
[2020/09/14-23:50:28.395] [null-err-39] [INFO] [dku.utils]  - 20      2017-06-01
[2020/09/14-23:50:28.395] [null-err-39] [INFO] [dku.utils]  - 21      2016-02-01
[2020/09/14-23:50:28.395] [null-err-39] [INFO] [dku.utils]  - 22      2017-05-01
[2020/09/14-23:50:28.395] [null-err-39] [INFO] [dku.utils]  - 23      2015-12-01
[2020/09/14-23:50:28.395] [null-err-39] [INFO] [dku.utils]  - 24      2017-02-01
[2020/09/14-23:50:28.395] [null-err-39] [INFO] [dku.utils]  - 25      2016-06-01
[2020/09/14-23:50:28.395] [null-err-39] [INFO] [dku.utils]  - 26      2016-12-01
[2020/09/14-23:50:28.395] [null-err-39] [INFO] [dku.utils]  - 27      2017-06-01
[2020/09/14-23:50:28.396] [null-err-39] [INFO] [dku.utils]  - 28      2017-04-01
[2020/09/14-23:50:28.396] [null-err-39] [INFO] [dku.utils]  - 29      2016-06-01
[2020/09/14-23:50:28.396] [null-err-39] [INFO] [dku.utils]  -            ...    
[2020/09/14-23:50:28.396] [null-err-39] [INFO] [dku.utils]  - 20019   2016-12-01
[2020/09/14-23:50:28.396] [null-err-39] [INFO] [dku.utils]  - 20020   2017-07-01
[2020/09/14-23:50:28.396] [null-err-39] [INFO] [dku.utils]  - 20021   2016-10-01
[2020/09/14-23:50:28.396] [null-err-39] [INFO] [dku.utils]  - 20022   2017-08-01
[2020/09/14-23:50:28.396] [null-err-39] [INFO] [dku.utils]  - 20023   2016-08-01
[2020/09/14-23:50:28.396] [null-err-39] [INFO] [dku.utils]  - 20024   2016-10-01
[2020/09/14-23:50:28.397] [null-err-39] [INFO] [dku.utils]  - 20025   2015-06-01
[2020/09/14-23:50:28.397] [null-err-39] [INFO] [dku.utils]  - 20026   2016-12-01
[2020/09/14-23:50:28.397] [null-err-39] [INFO] [dku.utils]  - 20027   2016-11-01
[2020/09/14-23:50:28.397] [null-err-39] [INFO] [dku.utils]  - 20028   2015-05-01
[2020/09/14-23:50:28.397] [null-err-39] [INFO] [dku.utils]  - 20029   2015-06-01
[2020/09/14-23:50:28.397] [null-err-39] [INFO] [dku.utils]  - 20030   2017-01-01
[2020/09/14-23:50:28.397] [null-err-39] [INFO] [dku.utils]  - 20031   2017-03-01
[2020/09/14-23:50:28.397] [null-err-39] [INFO] [dku.utils]  - 20032   2016-06-01
[2020/09/14-23:50:28.398] [null-err-39] [INFO] [dku.utils]  - 20033   2017-05-01
[2020/09/14-23:50:28.398] [null-err-39] [INFO] [dku.utils]  - 20034   2017-06-01
[2020/09/14-23:50:28.398] [null-err-39] [INFO] [dku.utils]  - 20035   2016-11-01
[2020/09/14-23:50:28.398] [null-err-39] [INFO] [dku.utils]  - 20036   2017-08-01
[2020/09/14-23:50:28.398] [null-err-39] [INFO] [dku.utils]  - 20037   2016-06-01
[2020/09/14-23:50:28.398] [null-err-39] [INFO] [dku.utils]  - 20038   2017-05-01
[2020/09/14-23:50:28.398] [null-err-39] [INFO] [dku.utils]  - 20039   2017-05-01
[2020/09/14-23:50:28.398] [null-err-39] [INFO] [dku.utils]  - 20040   2015-06-01
[2020/09/14-23:50:28.399] [null-err-39] [INFO] [dku.utils]  - 20041   2017-06-01
[2020/09/14-23:50:28.399] [null-err-39] [INFO] [dku.utils]  - 20042   2016-06-01
[2020/09/14-23:50:28.399] [null-err-39] [INFO] [dku.utils]  - 20043   2016-12-01
[2020/09/14-23:50:28.399] [null-err-39] [INFO] [dku.utils]  - 20044   2017-05-01
[2020/09/14-23:50:28.399] [null-err-39] [INFO] [dku.utils]  - 20045   2013-07-01
[2020/09/14-23:50:28.399] [null-err-39] [INFO] [dku.utils]  - 20046   2017-01-01
[2020/09/14-23:50:28.399] [null-err-39] [INFO] [dku.utils]  - 20047   2017-05-01
[2020/09/14-23:50:28.399] [null-err-39] [INFO] [dku.utils]  - 20048   2017-04-01
[2020/09/14-23:50:28.399] [null-err-39] [INFO] [dku.utils]  - Name: card_first_active_month_parsed, Length: 20049, dtype: datetime64[ns]
[2020/09/14-23:50:28.400] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,395 INFO Normalized date : 0        3.676320e+09
[2020/09/14-23:50:28.400] [null-err-39] [INFO] [dku.utils]  - 1        3.686947e+09
[2020/09/14-23:50:28.400] [null-err-39] [INFO] [dku.utils]  - 2        3.686947e+09
[2020/09/14-23:50:28.400] [null-err-39] [INFO] [dku.utils]  - 3        3.692218e+09
[2020/09/14-23:50:28.400] [null-err-39] [INFO] [dku.utils]  - 4        3.710534e+09
[2020/09/14-23:50:28.400] [null-err-39] [INFO] [dku.utils]  - 5        3.668458e+09
[2020/09/14-23:50:28.400] [null-err-39] [INFO] [dku.utils]  - 6        3.686947e+09
[2020/09/14-23:50:28.400] [null-err-39] [INFO] [dku.utils]  - 7        3.697315e+09
[2020/09/14-23:50:28.401] [null-err-39] [INFO] [dku.utils]  - 8        3.705264e+09
[2020/09/14-23:50:28.401] [null-err-39] [INFO] [dku.utils]  - 9        3.702586e+09
[2020/09/14-23:50:28.401] [null-err-39] [INFO] [dku.utils]  - 10       3.678998e+09
[2020/09/14-23:50:28.401] [null-err-39] [INFO] [dku.utils]  - 11       3.605299e+09
[2020/09/14-23:50:28.401] [null-err-39] [INFO] [dku.utils]  - 12       3.689539e+09
[2020/09/14-23:50:28.401] [null-err-39] [INFO] [dku.utils]  - 13       3.689539e+09
[2020/09/14-23:50:28.401] [null-err-39] [INFO] [dku.utils]  - 14       3.702586e+09
[2020/09/14-23:50:28.401] [null-err-39] [INFO] [dku.utils]  - 15       3.673728e+09
[2020/09/14-23:50:28.402] [null-err-39] [INFO] [dku.utils]  - 16       3.707856e+09
[2020/09/14-23:50:28.402] [null-err-39] [INFO] [dku.utils]  - 17       3.699994e+09
[2020/09/14-23:50:28.402] [null-err-39] [INFO] [dku.utils]  - 18       3.699994e+09
[2020/09/14-23:50:28.402] [null-err-39] [INFO] [dku.utils]  - 19       3.673728e+09
[2020/09/14-23:50:28.402] [null-err-39] [INFO] [dku.utils]  - 20       3.705264e+09
[2020/09/14-23:50:28.402] [null-err-39] [INFO] [dku.utils]  - 21       3.663274e+09
[2020/09/14-23:50:28.402] [null-err-39] [INFO] [dku.utils]  - 22       3.702586e+09
[2020/09/14-23:50:28.402] [null-err-39] [INFO] [dku.utils]  - 23       3.657917e+09
[2020/09/14-23:50:28.403] [null-err-39] [INFO] [dku.utils]  - 24       3.694896e+09
[2020/09/14-23:50:28.403] [null-err-39] [INFO] [dku.utils]  - 25       3.673728e+09
[2020/09/14-23:50:28.403] [null-err-39] [INFO] [dku.utils]  - 26       3.689539e+09
[2020/09/14-23:50:28.403] [null-err-39] [INFO] [dku.utils]  - 27       3.705264e+09
[2020/09/14-23:50:28.403] [null-err-39] [INFO] [dku.utils]  - 28       3.699994e+09
[2020/09/14-23:50:28.403] [null-err-39] [INFO] [dku.utils]  - 29       3.673728e+09
[2020/09/14-23:50:28.403] [null-err-39] [INFO] [dku.utils]  -              ...     
[2020/09/14-23:50:28.403] [null-err-39] [INFO] [dku.utils]  - 20019    3.689539e+09
[2020/09/14-23:50:28.403] [null-err-39] [INFO] [dku.utils]  - 20020    3.707856e+09
[2020/09/14-23:50:28.404] [null-err-39] [INFO] [dku.utils]  - 20021    3.684269e+09
[2020/09/14-23:50:28.404] [null-err-39] [INFO] [dku.utils]  - 20022    3.710534e+09
[2020/09/14-23:50:28.404] [null-err-39] [INFO] [dku.utils]  - 20023    3.678998e+09
[2020/09/14-23:50:28.404] [null-err-39] [INFO] [dku.utils]  - 20024    3.684269e+09
[2020/09/14-23:50:28.404] [null-err-39] [INFO] [dku.utils]  - 20025    3.642106e+09
[2020/09/14-23:50:28.404] [null-err-39] [INFO] [dku.utils]  - 20026    3.689539e+09
[2020/09/14-23:50:28.404] [null-err-39] [INFO] [dku.utils]  - 20027    3.686947e+09
[2020/09/14-23:50:28.404] [null-err-39] [INFO] [dku.utils]  - 20028    3.639427e+09
[2020/09/14-23:50:28.405] [null-err-39] [INFO] [dku.utils]  - 20029    3.642106e+09
[2020/09/14-23:50:28.405] [null-err-39] [INFO] [dku.utils]  - 20030    3.692218e+09
[2020/09/14-23:50:28.405] [null-err-39] [INFO] [dku.utils]  - 20031    3.697315e+09
[2020/09/14-23:50:28.405] [null-err-39] [INFO] [dku.utils]  - 20032    3.673728e+09
[2020/09/14-23:50:28.405] [null-err-39] [INFO] [dku.utils]  - 20033    3.702586e+09
[2020/09/14-23:50:28.405] [null-err-39] [INFO] [dku.utils]  - 20034    3.705264e+09
[2020/09/14-23:50:28.405] [null-err-39] [INFO] [dku.utils]  - 20035    3.686947e+09
[2020/09/14-23:50:28.406] [null-err-39] [INFO] [dku.utils]  - 20036    3.710534e+09
[2020/09/14-23:50:28.406] [null-err-39] [INFO] [dku.utils]  - 20037    3.673728e+09
[2020/09/14-23:50:28.406] [null-err-39] [INFO] [dku.utils]  - 20038    3.702586e+09
[2020/09/14-23:50:28.406] [null-err-39] [INFO] [dku.utils]  - 20039    3.702586e+09
[2020/09/14-23:50:28.406] [null-err-39] [INFO] [dku.utils]  - 20040    3.642106e+09
[2020/09/14-23:50:28.406] [null-err-39] [INFO] [dku.utils]  - 20041    3.705264e+09
[2020/09/14-23:50:28.406] [null-err-39] [INFO] [dku.utils]  - 20042    3.673728e+09
[2020/09/14-23:50:28.406] [null-err-39] [INFO] [dku.utils]  - 20043    3.689539e+09
[2020/09/14-23:50:28.406] [null-err-39] [INFO] [dku.utils]  - 20044    3.702586e+09
[2020/09/14-23:50:28.407] [null-err-39] [INFO] [dku.utils]  - 20045    3.581626e+09
[2020/09/14-23:50:28.407] [null-err-39] [INFO] [dku.utils]  - 20046    3.692218e+09
[2020/09/14-23:50:28.407] [null-err-39] [INFO] [dku.utils]  - 20047    3.702586e+09
[2020/09/14-23:50:28.407] [null-err-39] [INFO] [dku.utils]  - 20048    3.699994e+09
[2020/09/14-23:50:28.407] [null-err-39] [INFO] [dku.utils]  - Name: card_first_active_month_parsed, Length: 20049, dtype: float64
[2020/09/14-23:50:28.407] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,397 INFO Normalizing date to numeric : 0       2017-08-16 12:06:48
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[2020/09/14-23:50:28.411] [null-err-39] [INFO] [dku.utils]  -                 ...        
[2020/09/14-23:50:28.411] [null-err-39] [INFO] [dku.utils]  - 20019   2017-08-14 15:20:29
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[2020/09/14-23:50:28.412] [null-err-39] [INFO] [dku.utils]  - 20026   2017-08-14 22:09:51
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[2020/09/14-23:50:28.412] [null-err-39] [INFO] [dku.utils]  - 20028   2017-08-15 08:41:47
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[2020/09/14-23:50:28.413] [null-err-39] [INFO] [dku.utils]  - 20031   2017-08-15 12:58:05
[2020/09/14-23:50:28.413] [null-err-39] [INFO] [dku.utils]  - 20032   2017-08-15 13:59:59
[2020/09/14-23:50:28.413] [null-err-39] [INFO] [dku.utils]  - 20033   2017-08-15 14:04:03
[2020/09/14-23:50:28.413] [null-err-39] [INFO] [dku.utils]  - 20034   2017-08-15 15:19:18
[2020/09/14-23:50:28.413] [null-err-39] [INFO] [dku.utils]  - 20035   2017-08-15 16:31:21
[2020/09/14-23:50:28.413] [null-err-39] [INFO] [dku.utils]  - 20036   2017-08-15 16:55:04
[2020/09/14-23:50:28.413] [null-err-39] [INFO] [dku.utils]  - 20037   2017-08-15 17:03:30
[2020/09/14-23:50:28.413] [null-err-39] [INFO] [dku.utils]  - 20038   2017-08-15 17:08:09
[2020/09/14-23:50:28.413] [null-err-39] [INFO] [dku.utils]  - 20039   2017-08-15 17:10:19
[2020/09/14-23:50:28.414] [null-err-39] [INFO] [dku.utils]  - 20040   2017-08-15 17:13:43
[2020/09/14-23:50:28.414] [null-err-39] [INFO] [dku.utils]  - 20041   2017-08-15 19:43:29
[2020/09/14-23:50:28.414] [null-err-39] [INFO] [dku.utils]  - 20042   2017-08-15 20:15:23
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[2020/09/14-23:50:28.414] [null-err-39] [INFO] [dku.utils]  - 20044   2017-08-16 07:27:12
[2020/09/14-23:50:28.414] [null-err-39] [INFO] [dku.utils]  - 20045   2017-08-16 07:51:02
[2020/09/14-23:50:28.414] [null-err-39] [INFO] [dku.utils]  - 20046   2017-08-16 08:08:19
[2020/09/14-23:50:28.414] [null-err-39] [INFO] [dku.utils]  - 20047   2017-08-16 10:31:32
[2020/09/14-23:50:28.415] [null-err-39] [INFO] [dku.utils]  - 20048   2017-08-16 11:05:49
[2020/09/14-23:50:28.415] [null-err-39] [INFO] [dku.utils]  - Name: purchase_date_parsed, Length: 20049, dtype: datetime64[ns]
[2020/09/14-23:50:28.415] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,400 INFO Normalized date : 0        3.711874e+09
[2020/09/14-23:50:28.415] [null-err-39] [INFO] [dku.utils]  - 1        3.711875e+09
[2020/09/14-23:50:28.415] [null-err-39] [INFO] [dku.utils]  - 2        3.711875e+09
[2020/09/14-23:50:28.415] [null-err-39] [INFO] [dku.utils]  - 3        3.711876e+09
[2020/09/14-23:50:28.415] [null-err-39] [INFO] [dku.utils]  - 4        3.711878e+09
[2020/09/14-23:50:28.415] [null-err-39] [INFO] [dku.utils]  - 5        3.711880e+09
[2020/09/14-23:50:28.416] [null-err-39] [INFO] [dku.utils]  - 6        3.711882e+09
[2020/09/14-23:50:28.416] [null-err-39] [INFO] [dku.utils]  - 7        3.711885e+09
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[2020/09/14-23:50:28.417] [null-err-39] [INFO] [dku.utils]  - 19       3.711955e+09
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[2020/09/14-23:50:28.417] [null-err-39] [INFO] [dku.utils]  - 21       3.711958e+09
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[2020/09/14-23:50:28.418] [null-err-39] [INFO] [dku.utils]  - 23       3.711973e+09
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[2020/09/14-23:50:28.418] [null-err-39] [INFO] [dku.utils]  - 25       3.711984e+09
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[2020/09/14-23:50:28.418] [null-err-39] [INFO] [dku.utils]  - 27       3.711987e+09
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[2020/09/14-23:50:28.418] [null-err-39] [INFO] [dku.utils]  - 29       3.711991e+09
[2020/09/14-23:50:28.418] [null-err-39] [INFO] [dku.utils]  -              ...     
[2020/09/14-23:50:28.419] [null-err-39] [INFO] [dku.utils]  - 20019    3.711713e+09
[2020/09/14-23:50:28.419] [null-err-39] [INFO] [dku.utils]  - 20020    3.711713e+09
[2020/09/14-23:50:28.419] [null-err-39] [INFO] [dku.utils]  - 20021    3.711718e+09
[2020/09/14-23:50:28.419] [null-err-39] [INFO] [dku.utils]  - 20022    3.711720e+09
[2020/09/14-23:50:28.419] [null-err-39] [INFO] [dku.utils]  - 20023    3.711723e+09
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[2020/09/14-23:50:28.420] [null-err-39] [INFO] [dku.utils]  - 20027    3.711772e+09
[2020/09/14-23:50:28.420] [null-err-39] [INFO] [dku.utils]  - 20028    3.711775e+09
[2020/09/14-23:50:28.420] [null-err-39] [INFO] [dku.utils]  - 20029    3.711778e+09
[2020/09/14-23:50:28.420] [null-err-39] [INFO] [dku.utils]  - 20030    3.711783e+09
[2020/09/14-23:50:28.420] [null-err-39] [INFO] [dku.utils]  - 20031    3.711791e+09
[2020/09/14-23:50:28.420] [null-err-39] [INFO] [dku.utils]  - 20032    3.711794e+09
[2020/09/14-23:50:28.420] [null-err-39] [INFO] [dku.utils]  - 20033    3.711795e+09
[2020/09/14-23:50:28.420] [null-err-39] [INFO] [dku.utils]  - 20034    3.711799e+09
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[2020/09/14-23:50:28.421] [null-err-39] [INFO] [dku.utils]  - 20036    3.711805e+09
[2020/09/14-23:50:28.421] [null-err-39] [INFO] [dku.utils]  - 20037    3.711805e+09
[2020/09/14-23:50:28.421] [null-err-39] [INFO] [dku.utils]  - 20038    3.711806e+09
[2020/09/14-23:50:28.421] [null-err-39] [INFO] [dku.utils]  - 20039    3.711806e+09
[2020/09/14-23:50:28.421] [null-err-39] [INFO] [dku.utils]  - 20040    3.711806e+09
[2020/09/14-23:50:28.421] [null-err-39] [INFO] [dku.utils]  - 20041    3.711815e+09
[2020/09/14-23:50:28.421] [null-err-39] [INFO] [dku.utils]  - 20042    3.711817e+09
[2020/09/14-23:50:28.421] [null-err-39] [INFO] [dku.utils]  - 20043    3.711822e+09
[2020/09/14-23:50:28.422] [null-err-39] [INFO] [dku.utils]  - 20044    3.711857e+09
[2020/09/14-23:50:28.422] [null-err-39] [INFO] [dku.utils]  - 20045    3.711859e+09
[2020/09/14-23:50:28.422] [null-err-39] [INFO] [dku.utils]  - 20046    3.711860e+09
[2020/09/14-23:50:28.422] [null-err-39] [INFO] [dku.utils]  - 20047    3.711868e+09
[2020/09/14-23:50:28.422] [null-err-39] [INFO] [dku.utils]  - 20048    3.711870e+09
[2020/09/14-23:50:28.422] [null-err-39] [INFO] [dku.utils]  - Name: purchase_date_parsed, Length: 20049, dtype: float64
[2020/09/14-23:50:28.422] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,401 INFO  Coercion done
[2020/09/14-23:50:28.422] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,405 INFO Computing histograms
[2020/09/14-23:50:28.463] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,463 INFO Saving histograms
[2020/09/14-23:50:28.468] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,468 INFO Computing column importance
[2020/09/14-23:50:28.469] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,469 INFO Reusing the model feature importance
[2020/09/14-23:50:28.516] [null-err-39] [INFO] [dku.utils]  - 2020-09-14 23:50:28,469 ERROR Could not compute column importance: Unknown feature generation mechanism impact
[2020/09/14-23:50:28.516] [null-err-39] [INFO] [dku.utils]  - Traceback (most recent call last):
[2020/09/14-23:50:28.516] [null-err-39] [INFO] [dku.utils]  -   File "/data/home/dkuacademy/dss/installers/dataiku-dss-8.0.1/python/dataiku/doctor/prediction/column_importance_handler.py", line 34, in compute_and_save
[2020/09/14-23:50:28.516] [null-err-39] [INFO] [dku.utils]  -     column_importance = self.compute_column_importance(columns, features, preprocessed_a, scores_a)
[2020/09/14-23:50:28.516] [null-err-39] [INFO] [dku.utils]  -   File "/data/home/dkuacademy/dss/installers/dataiku-dss-8.0.1/python/dataiku/doctor/prediction/column_importance_handler.py", line 109, in compute_column_importance
[2020/09/14-23:50:28.517] [null-err-39] [INFO] [dku.utils]  -     raise ValueError("Unknown feature generation mechanism {}".format(generation_mechanism))
[2020/09/14-23:50:28.517] [null-err-39] [INFO] [dku.utils]  - ValueError: Unknown feature generation mechanism impact
[2020/09/14-23:50:28.915] [FRT-35-FlowRunnable] [WARN] [dku.resource] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - stat file for pid 291988 does not exist. Process died?
[2020/09/14-23:50:28.915] [FRT-35-FlowRunnable] [INFO] [dku.resourceusage] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting completion of CRU:{"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"localProcess":{"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":2651560,"cpuSystemTimeMS":16550,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":2668120,"cpuCurrent":0.9998000399920016,"vmSizeMB":4475,"vmRSSMB":1488,"vmHWMMB":1776,"vmRSSAnonMB":1467,"vmDataMB":3807,"vmSizePeakMB":4915,"vmRSSPeakMB":1668,"vmRSSTotalMBS":422850,"majorFaults":117,"childrenMajorFaults":1}}
[2020/09/14-23:50:28.915] [FRT-35-FlowRunnable] [INFO] [dku.usage.computeresource.jek] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Reporting completion of resource usage: {"context":{"type":"JOB_ACTIVITY","authIdentifier":"msakande","projectKey":"CREDITCARDFRAUDDATASTART","jobId":"Build_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_2020-09-14T21-43-22.284","activityId":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP","activityType":"recipe","recipeType":"prediction_training","recipeName":"train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known"},"type":"LOCAL_PROCESS","id":"9DqlIFWV670gBZ16","startTime":1600119815271,"endTime":1600120228915,"localProcess":{"pid":291988,"commandName":"/data/home/dkuacademy/dss/data-dir-design-33333/bin/python","cpuUserTimeMS":2651560,"cpuSystemTimeMS":16550,"cpuChildrenUserTimeMS":0,"cpuChildrenSystemTimeMS":10,"cpuTotalMS":2668120,"cpuCurrent":0.9998000399920016,"vmSizeMB":4475,"vmRSSMB":1488,"vmHWMMB":1776,"vmRSSAnonMB":1467,"vmDataMB":3807,"vmSizePeakMB":4915,"vmRSSPeakMB":1668,"vmRSSTotalMBS":422850,"majorFaults":117,"childrenMajorFaults":1}}
[2020/09/14-23:50:29.075] [FRT-35-FlowRunnable] [INFO] [dku.ml.versioning] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Dumping version info {"trainedWithDSSVersion":"8.0.1","trainedWithDSSConfVersion":"8000","trainedWithDSSBackend":"PY_MEMORY","backendCompatibilityVersion":18} in /data/home/dkuacademy/dss/data-dir-design-33333/saved_models/CREDITCARDFRAUDDATASTART/ScWGJkZ4/versions/1600119805302
[2020/09/14-23:50:30.226] [FRT-35-FlowRunnable] [INFO] [dku.flow.activity] act.train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Run thread done for activity train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP
[2020/09/14-23:50:30.358] [ActivityExecutor-30] [INFO] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - activity is finished
[2020/09/14-23:50:30.359] [ActivityExecutor-30] [INFO] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Executing default post-activity lifecycle hook
[2020/09/14-23:50:30.371] [ActivityExecutor-30] [INFO] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Activity successful, computing metrics and running checks
[2020/09/14-23:50:30.431] [ActivityExecutor-30] [INFO] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Activity checks produced 0 values
[2020/09/14-23:50:30.432] [ActivityExecutor-30] [INFO] [dku.flow.activity] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Activity successful, final-committing: Thread[FRT-35-FlowRunnable,5,]
[2020/09/14-23:50:30.432] [ActivityExecutor-30] [INFO] [dku.recipes.prediction.train] running train_Prediction__RANDOM_FOREST_CLASSIFICATION__on_transactions_known_NP - Setting new version as active scoring version
