www.flow.packs.test-medium.gbm_airlines_AirlinesTrainMM.flow Maven / Gradle / Ivy
The newest version!
{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/airlines/AirlinesTrainMM.csv.zip\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/airlines/AirlinesTrainMM.csv.zip\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/airlines/AirlinesTrainMM.csv.zip\"]\n destination_frame: \"AirlinesTrainMM1.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 211\n single_quotes: false\n column_names: [\"\",\"Distance\",\"OriginABQ\",\"OriginACY\",\"OriginALB\",\"OriginATL\",\"OriginAUS\",\"OriginAVP\",\"OriginBDL\",\"OriginBGM\",\"OriginBHM\",\"OriginBNA\",\"OriginBOS\",\"OriginBTV\",\"OriginBUF\",\"OriginBUR\",\"OriginBWI\",\"OriginCAE\",\"OriginCHO\",\"OriginCHS\",\"OriginCLE\",\"OriginCLT\",\"OriginCMH\",\"OriginCOS\",\"OriginCRW\",\"OriginCVG\",\"OriginDAY\",\"OriginDCA\",\"OriginDEN\",\"OriginDFW\",\"OriginDSM\",\"OriginDTW\",\"OriginERI\",\"OriginEWR\",\"OriginFLL\",\"OriginGSO\",\"OriginHNL\",\"OriginIAD\",\"OriginIAH\",\"OriginICT\",\"OriginIND\",\"OriginISP\",\"OriginJAX\",\"OriginJFK\",\"OriginLAS\",\"OriginLAX\",\"OriginLEX\",\"OriginLGA\",\"OriginLIH\",\"OriginLYH\",\"OriginMCI\",\"OriginMCO\",\"OriginMDT\",\"OriginMDW\",\"OriginMFR\",\"OriginMHT\",\"OriginMIA\",\"OriginMKE\",\"OriginMLB\",\"OriginMRY\",\"OriginMSP\",\"OriginMSY\",\"OriginMYR\",\"OriginOAK\",\"OriginOGG\",\"OriginOMA\",\"OriginORD\",\"OriginORF\",\"OriginPBI\",\"OriginPHF\",\"OriginPHL\",\"OriginPHX\",\"OriginPIT\",\"OriginPSP\",\"OriginPVD\",\"OriginPWM\",\"OriginRDU\",\"OriginRIC\",\"OriginRNO\",\"OriginROA\",\"OriginROC\",\"OriginRSW\",\"OriginSAN\",\"OriginSBN\",\"OriginSCK\",\"OriginSDF\",\"OriginSEA\",\"OriginSFO\",\"OriginSJC\",\"OriginSJU\",\"OriginSLC\",\"OriginSMF\",\"OriginSNA\",\"OriginSRQ\",\"OriginSTL\",\"OriginSTX\",\"OriginSWF\",\"OriginSYR\",\"OriginTLH\",\"OriginTPA\",\"OriginTRI\",\"OriginTUS\",\"OriginTYS\",\"OriginUCA\",\"DestABQ\",\"DestACY\",\"DestALB\",\"DestATL\",\"DestAVP\",\"DestBDL\",\"DestBGM\",\"DestBNA\",\"DestBOS\",\"DestBTV\",\"DestBUF\",\"DestBUR\",\"DestBWI\",\"DestCAE\",\"DestCAK\",\"DestCHA\",\"DestCHO\",\"DestCHS\",\"DestCLE\",\"DestCLT\",\"DestCMH\",\"DestDAY\",\"DestDCA\",\"DestDEN\",\"DestDFW\",\"DestDTW\",\"DestELM\",\"DestERI\",\"DestEWR\",\"DestFAT\",\"DestFAY\",\"DestFLL\",\"DestFNT\",\"DestGEG\",\"DestGRR\",\"DestGSO\",\"DestGSP\",\"DestHNL\",\"DestHTS\",\"DestIAD\",\"DestIAH\",\"DestICT\",\"DestIND\",\"DestISP\",\"DestJAX\",\"DestJFK\",\"DestKOA\",\"DestLAS\",\"DestLAX\",\"DestLEX\",\"DestLGA\",\"DestLIH\",\"DestLYH\",\"DestMCI\",\"DestMCO\",\"DestMDT\",\"DestMDW\",\"DestMHT\",\"DestMIA\",\"DestMRY\",\"DestMSY\",\"DestOAJ\",\"DestOAK\",\"DestOGG\",\"DestOMA\",\"DestORD\",\"DestORF\",\"DestORH\",\"DestPBI\",\"DestPDX\",\"DestPHF\",\"DestPHL\",\"DestPHX\",\"DestPIT\",\"DestPSP\",\"DestPVD\",\"DestRDU\",\"DestRIC\",\"DestRNO\",\"DestROA\",\"DestROC\",\"DestRSW\",\"DestSAN\",\"DestSCK\",\"DestSDF\",\"DestSEA\",\"DestSFO\",\"DestSJC\",\"DestSMF\",\"DestSNA\",\"DestSTL\",\"DestSWF\",\"DestSYR\",\"DestTOL\",\"DestTPA\",\"DestTUS\",\"DestUCA\",\"UniqueCarrierCO\",\"UniqueCarrierDL\",\"UniqueCarrierHP\",\"UniqueCarrierPI\",\"UniqueCarrierPS\",\"UniqueCarrierTW\",\"UniqueCarrierUA\",\"UniqueCarrierUS\",\"UniqueCarrierWN\",\"IsDepDelayed\"]\n column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 262144"
},
{
"type": "cs",
"input": "getFrameSummary \"AirlinesTrainMM1.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"AirlinesTrainMM1.hex\", 123456"
},
{
"type": "cs",
"input": "splitFrame \"AirlinesTrainMM1.hex\", [0.25], [\"AirlinesTrainMM1_test.hex_0.250\",\"AirlinesTrainMM1_train.hex_0.750\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"gbm\""
},
{
"type": "cs",
"input": "buildModel 'gbm', {\"model_id\":\"gbm-f629c5c2-b1d8-4493-b78c-33a321c8e497\",\"training_frame\":\"AirlinesTrainMM1_train.hex_0.750\",\"validation_frame\":\"AirlinesTrainMM1_test.hex_0.250\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"IsDepDelayed\",\"ntrees\":\"20\",\"max_depth\":5,\"min_rows\":\"25\",\"nbins\":20,\"nbins_cats\":1024,\"seed\":-7579302278406473000,\"learn_rate\":\"0.3\",\"distribution\":\"AUTO\",\"score_each_iteration\":false,\"balance_classes\":false,\"r2_stopping\":0.999999,\"build_tree_one_node\":false}"
},
{
"type": "cs",
"input": "getModel \"gbm-f629c5c2-b1d8-4493-b78c-33a321c8e497\""
},
{
"type": "cs",
"input": "predict model: \"gbm-f629c5c2-b1d8-4493-b78c-33a321c8e497\""
},
{
"type": "cs",
"input": "predict model: \"gbm-f629c5c2-b1d8-4493-b78c-33a321c8e497\", frame: \"AirlinesTrainMM1_test.hex_0.250\", predictions_frame: \"prediction-87cf0d26-3f50-4754-a17e-d1a13301dbb2\""
}
]
}