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{
  "version": "1.0.0",
  "cells": [
    {
      "type": "cs",
      "input": "importFiles [ \"../smalldata/glm_test/prostate_cat_test.csv\" ]"
    },
    {
      "type": "cs",
      "input": "setupParse paths: [ \"../smalldata/glm_test/prostate_cat_test.csv\" ]"
    },
    {
      "type": "cs",
      "input": "parseFiles\n  paths: [\"../smalldata/glm_test/prostate_cat_test.csv\"]\n  destination_frame: \"prostate_cat_test.hex\"\n  parse_type: \"CSV\"\n  separator: 32\n  number_columns: 9\n  single_quotes: false\n  column_names: [\"ID\",\"CAPSULE\",\"AGE\",\"RACE\",\"DPROS\",\"DCAPS\",\"PSA\",\"VOL\",\"GLEASON\"]\n  column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\",\"Enum\",\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\"]\n  delete_on_done: true\n  check_header: 1\n  chunk_size: 4194304"
    },
    {
      "type": "cs",
      "input": "getFrameSummary \"prostate_cat_test.hex\""
    },
    {
      "type": "cs",
      "input": "assist buildModel, null, training_frame: \"prostate_cat_test.hex\""
    },
    {
      "type": "cs",
      "input": "importFiles"
    },
    {
      "type": "cs",
      "input": "importFiles [ \"../smalldata/glm_test/prostate_cat_train.csv\" ]"
    },
    {
      "type": "cs",
      "input": "setupParse paths: [ \"../smalldata/glm_test/prostate_cat_train.csv\" ]"
    },
    {
      "type": "cs",
      "input": "parseFiles\n  paths: [\"../smalldata/glm_test/prostate_cat_train.csv\"]\n  destination_frame: \"prostate_cat_train.hex\"\n  parse_type: \"CSV\"\n  separator: 32\n  number_columns: 9\n  single_quotes: false\n  column_names: [\"ID\",\"CAPSULE\",\"AGE\",\"RACE\",\"DPROS\",\"DCAPS\",\"PSA\",\"VOL\",\"GLEASON\"]\n  column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\",\"Enum\",\"Enum\",\"Numeric\",\"Numeric\",\"Numeric\"]\n  delete_on_done: true\n  check_header: 1\n  chunk_size: 4194304"
    },
    {
      "type": "cs",
      "input": "getFrameSummary \"prostate_cat_train.hex\""
    },
    {
      "type": "cs",
      "input": "assist buildModel, null, training_frame: \"prostate_cat_train.hex\""
    },
    {
      "type": "cs",
      "input": "buildModel \"glm\""
    },
    {
      "type": "cs",
      "input": "buildModel 'glm', {\"model_id\":\"glm-130a154a-630c-4619-a905-0c2e45c29892\",\"training_frame\":\"prostate_cat_train.hex\",\"validation_frame\":\"prostate_cat_test.hex\",\"ignore_const_cols\":true,\"response_column\":\"ID\",\"family\":\"gaussian\",\"solver\":\"IRLSM\",\"alpha\":[0.3],\"lambda\":[0.002],\"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-130a154a-630c-4619-a905-0c2e45c29892\""
    },
    {
      "type": "cs",
      "input": "predict model: \"glm-130a154a-630c-4619-a905-0c2e45c29892\""
    },
    
    {
      "type": "cs",
      "input": "predict model: \"glm-130a154a-630c-4619-a905-0c2e45c29892\", frame: \"prostate_cat_test.hex\", predictions_frame: \"prediction-ad12bedf-cbc6-4833-8ca8-4690c2b5b9d7\""
    }
  ]
}