www.flow.packs.test-small.glm_logreg_benign.flow Maven / Gradle / Ivy
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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/logreg/benign.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/logreg/benign.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/logreg/benign.csv\"]\n destination_frame: \"benign1.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 14\n single_quotes: false\n column_names: [\"STR\",\"OBS\",\"AGMT\",\"FNDX\",\"HIGD\",\"DEG\",\"CHK\",\"AGP1\",\"AGMN\",\"NLV\",\"LIV\",\"WT\",\"AGLP\",\"MST\"]\n column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 4194304"
},
{
"type": "cs",
"input": "getFrameSummary \"benign1.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"benign1.hex\""
},
{
"type": "cs",
"input": "splitFrame \"benign1.hex\", [0.2], [\"benign1_test.hex_0.20\",\"benign1_train.hex_0.80\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"glm\""
},
{
"type": "cs",
"input": "buildModel 'glm', {\"model_id\":\"glm-382569bc-12ae-4c24-aae2-f81df22b4dfb\",\"training_frame\":\"benign1_train.hex_0.80\",\"validation_frame\":\"benign1_test.hex_0.20\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"FNDX\",\"family\":\"binomial\",\"solver\":\"IRLSM\",\"alpha\":[0],\"lambda\":[0.00001],\"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-382569bc-12ae-4c24-aae2-f81df22b4dfb\""
},
{
"type": "cs",
"input": "predict model: \"glm-382569bc-12ae-4c24-aae2-f81df22b4dfb\""
},
{
"type": "cs",
"input": "predict model: \"glm-382569bc-12ae-4c24-aae2-f81df22b4dfb\", frame: \"benign1_test.hex_0.20\", predictions_frame: \"prediction-edf9d4eb-173c-4e03-8a16-4d448a5d90ca\""
}
]
}