{
  "version": "1.0.0",
  "cells": [
    {
      "type": "cs",
      "input": "importFiles [ \"../smalldata/iris/iris_wheader_65_rows.csv\" ]"
    },
    {
      "type": "cs",
      "input": "setupParse paths: [ \"../smalldata/iris/iris_wheader_65_rows.csv\" ]"
    },
    {
      "type": "cs",
      "input": "parseFiles\n  paths: [\"../smalldata/iris/iris_wheader_65_rows.csv\"]\n  destination_frame: \"iris_wheader_65_rows.hex\"\n  parse_type: \"CSV\"\n  separator: 44\n  number_columns: 5\n  single_quotes: false\n  column_names: [\"sepal_len\",\"sepal_wid\",\"petal_len\",\"petal_wid\",\"class\"]\n  column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\"]\n  delete_on_done: true\n  check_header: 1\n  chunk_size: 4194304"
    },
    {
      "type": "cs",
      "input": "getFrameSummary \"iris_wheader_65_rows.hex\""
    },
    {
      "type": "cs",
      "input": "assist splitFrame, \"iris_wheader_65_rows.hex\""
    },
    {
      "type": "cs",
      "input": "splitFrame \"iris_wheader_65_rows.hex\", [0.25], [\"iris_wheader_65_rows_test\",\"iris_wheader_65_rows_train\"], 123456"
    },
    {
      "type": "cs",
      "input": "buildModel \"gbm\""
    },
    {
      "type": "cs",
      "input": "buildModel 'gbm', {\"model_id\":\"gbm-ff0b7644-4e79-4cf2-819f-7468bc5f8435\",\"training_frame\":\"iris_wheader_65_rows_train\",\"validation_frame\":\"iris_wheader_65_rows_test\",\"ignore_const_cols\":true,\"response_column\":\"sepal_len\",\"ntrees\":\"20\",\"max_depth\":5,\"min_rows\":\"20\",\"nbins\":20,\"nbins_cats\":1024,\"seed\":7248592473238017000,\"learn_rate\":\"0.3\",\"distribution\":\"AUTO\",\"score_each_iteration\":false,\"r2_stopping\":0.999999,\"build_tree_one_node\":false}"
    },
    {
      "type": "cs",
      "input": "getModel \"gbm-ff0b7644-4e79-4cf2-819f-7468bc5f8435\""
    },
    {
      "type": "cs",
      "input": "predict model: \"gbm-ff0b7644-4e79-4cf2-819f-7468bc5f8435\""
    },
    
    {
      "type": "cs",
      "input": "predict model: \"gbm-ff0b7644-4e79-4cf2-819f-7468bc5f8435\", frame: \"iris_wheader_65_rows_test\", predictions_frame: \"prediction-aacc150a-f720-43d7-a8e7-3f34cb8a6a33\""
    }
  ]
}
