www.flow.packs.test-small.glm_test_cancar_logIn.flow Maven / Gradle / Ivy
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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/glm_test/cancar_logIn.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/glm_test/cancar_logIn.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/glm_test/cancar_logIn.csv\"]\n destination_frame: \"cancar_logIn.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 7\n single_quotes: false\n column_names: [\"Merit\",\"Class\",\"Insured\",\"Premium\",\"Claims\",\"Cost\",\"logInsured\"]\n column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 4194304"
},
{
"type": "cs",
"input": "getFrameSummary \"cancar_logIn.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"cancar_logIn.hex\""
},
{
"type": "cs",
"input": "splitFrame \"cancar_logIn.hex\", [0.25], [\"cancar_logIn_test\",\"cancar_logIn_train\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"glm\""
},
{
"type": "cs",
"input": "buildModel 'glm', {\"model_id\":\"glm-2b9217c4-9b2f-466e-b339-afa5e0eddcc6\",\"training_frame\":\"cancar_logIn_train\",\"validation_frame\":\"cancar_logIn_test\",\"ignore_const_cols\":true,\"response_column\":\"Merit\",\"family\":\"gaussian\",\"solver\":\"IRLSM\",\"alpha\":[0.3],\"lambda\":[0.002],\"lambda_search\":false,\"standardize\":false,\"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-2b9217c4-9b2f-466e-b339-afa5e0eddcc6\""
},
{
"type": "cs",
"input": "predict model: \"glm-2b9217c4-9b2f-466e-b339-afa5e0eddcc6\""
},
{
"type": "cs",
"input": "predict model: \"glm-2b9217c4-9b2f-466e-b339-afa5e0eddcc6\", frame: \"cancar_logIn_train\", predictions_frame: \"prediction-e2c91fb3-1c1b-474b-94b7-9dcf0ebb6d30\""
}
]
}