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www.flow.packs.test-small.glm_poisson_Goalies.flow Maven / Gradle / Ivy
{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles"
},
{
"type": "cs",
"input": "importFiles [ \"../smalldata/poisson/Goalies.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/poisson/Goalies.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/poisson/Goalies.csv\"]\n destination_frame: \"Goalies1.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 23\n single_quotes: false\n column_names: [\"playerID\",\"year\",\"stint\",\"tmID\",\"lgID\",\"GP\",\"Min\",\"W\",\"L\",\"T/OL\",\"ENG\",\"SHO\",\"GA\",\"SA\",\"PostGP\",\"PostMin\",\"PostW\",\"PostL\",\"PostT\",\"PostENG\",\"PostSHO\",\"PostGA\",\"PostSA\"]\n column_types: [\"Enum\",\"Numeric\",\"Numeric\",\"Enum\",\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"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 \"Goalies1.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"Goalies1.hex\""
},
{
"type": "cs",
"input": "splitFrame \"Goalies1.hex\", [0.25], [\"Goalies1_test\",\"Goalies1_train\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"glm\""
},
{
"type": "cs",
"input": "buildModel 'glm', {\"model_id\":\"glm-bdcd5557-1c08-460e-b8a4-b053e8c6aa7a\",\"training_frame\":\"Goalies1_train\",\"validation_frame\":\"Goalies1_test\",\"ignore_const_cols\":true,\"response_column\":\"playerID\",\"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\",\"max_confusion_matrix_size\":20,\"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-bdcd5557-1c08-460e-b8a4-b053e8c6aa7a\""
},
{
"type": "cs",
"input": "predict model: \"glm-bdcd5557-1c08-460e-b8a4-b053e8c6aa7a\""
},
{
"type": "cs",
"input": "predict model: \"glm-bdcd5557-1c08-460e-b8a4-b053e8c6aa7a\", frame: \"Goalies1_test\", predictions_frame: \"prediction-7d709470-da56-43cf-b7aa-82be90381d5f\""
}
]
}