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www.flow.packs.test-small.gbm_demos_bank-additional-full.flow Maven / Gradle / Ivy
{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/demos/bank-additional-full.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/demos/bank-additional-full.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/demos/bank-additional-full.csv\"]\n destination_frame: \"bank_additional_full.hex\"\n parse_type: \"CSV\"\n separator: 59\n number_columns: 21\n single_quotes: false\n column_names: [\"age\",\"job\",\"marital\",\"education\",\"default\",\"housing\",\"loan\",\"contact\",\"month\",\"day_of_week\",\"duration\",\"campaign\",\"pdays\",\"previous\",\"poutcome\",\"emp.var.rate\",\"cons.price.idx\",\"cons.conf.idx\",\"euribor3m\",\"nr.employed\",\"y\"]\n column_types: [\"Numeric\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 262144"
},
{
"type": "cs",
"input": "getFrameSummary \"bank_additional_full.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"bank_additional_full.hex\""
},
{
"type": "cs",
"input": "splitFrame \"bank_additional_full.hex\", [0.25], [\"bank_additional_full_test.hex_0.250\",\"bank_additional_full_train.hex_0.750\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"gbm\""
},
{
"type": "cs",
"input": "buildModel 'gbm', {\"model_id\":\"gbm-d56078e0-9b98-47b2-9869-567a32b5b189\",\"training_frame\":\"bank_additional_full_train.hex_0.750\",\"validation_frame\":\"bank_additional_full_test.hex_0.250\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"y\",\"ntrees\":\"100\",\"max_depth\":\"2\",\"min_rows\":10,\"nbins\":20,\"nbins_cats\":1024,\"seed\":5479662827470268000,\"learn_rate\":\"0.01\",\"distribution\":\"bernoulli\",\"score_each_iteration\":false,\"balance_classes\":false,\"r2_stopping\":0.999999,\"build_tree_one_node\":false}"
},
{
"type": "cs",
"input": "getModel \"gbm-d56078e0-9b98-47b2-9869-567a32b5b189\""
},
{
"type": "cs",
"input": "predict model: \"gbm-d56078e0-9b98-47b2-9869-567a32b5b189\""
},
{
"type": "cs",
"input": "predict model: \"gbm-d56078e0-9b98-47b2-9869-567a32b5b189\", frame: \"bank_additional_full_test.hex_0.250\", predictions_frame: \"prediction-722b0906-16b9-4210-a862-a6298a3aab87\""
}
]
}
