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www.flow.packs.test-small.glm_logreg_cuseexpanded.flow Maven / Gradle / Ivy
{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/logreg/cuseexpanded.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/logreg/cuseexpanded.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/logreg/cuseexpanded.csv\"]\n destination_frame: \"cuseexpanded.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 16\n single_quotes: false\n column_names: [\"Age\",\"AgeA\",\"AgeB\",\"AgeC\",\"AgeD\",\"Ed\",\"LowEd\",\"HighEd\",\"Wantsmore\",\"MoreYes\",\"MoreNo\",\"CountNotusing\",\"Using\",\"Percentuse\",\"UsingMultiClass\",\"UsingBinom\"]\n column_types: [\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\",\"Numeric\",\"Numeric\",\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\",\"Numeric\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 4194304"
},
{
"type": "cs",
"input": "getFrameSummary \"cuseexpanded.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"cuseexpanded.hex\""
},
{
"type": "cs",
"input": "splitFrame \"cuseexpanded.hex\", [0.2], [\"cuseexpanded.hex_0.20\",\"cuseexpanded.hex_0.80\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"glm\""
},
{
"type": "cs",
"input": "buildModel 'glm', {\"model_id\":\"glm-fb302644-2da7-46f9-95fa-a4a38b3dfffd\",\"training_frame\":\"cuseexpanded.hex_0.80\",\"validation_frame\":\"cuseexpanded.hex_0.20\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"Using\",\"family\":\"gaussian\",\"solver\":\"IRLSM\",\"alpha\":[0],\"lambda\":[0],\"lambda_search\":false,\"standardize\":true,\"non_negative\":false,\"score_each_iteration\":false,\"max_iterations\":-1,\"link\":\"family_default\",\"intercept\":true,\"objective_epsilon\":0.00001,\"beta_epsilon\":0.0001,\"gradient_epsilon\":0.0001,\"prior\":-1,\"max_active_predictors\":-1}"
},
{
"type": "cs",
"input": "getModel \"glm-fb302644-2da7-46f9-95fa-a4a38b3dfffd\""
},
{
"type": "cs",
"input": "predict model: \"glm-fb302644-2da7-46f9-95fa-a4a38b3dfffd\""
},
{
"type": "cs",
"input": "predict model: \"glm-fb302644-2da7-46f9-95fa-a4a38b3dfffd\", frame: \"cuseexpanded.hex_0.20\", predictions_frame: \"prediction-b695f927-9d25-48ed-b2ed-83049093221d\""
}
]
}
