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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/iris/iris2.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/iris/iris2.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/iris/iris2.csv\"]\n destination_frame: \"iris2.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 5\n single_quotes: false\n column_names: [\"Sepal.Length\",\"Sepal.Width\",\"Petal.Length\",\"Petal.Width\",\"response\"]\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 \"iris2.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"iris2.hex\""
},
{
"type": "cs",
"input": "splitFrame \"iris2.hex\", [0.2], [\"iris2.hex_0.20\",\"iris2.hex_0.80\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"gbm\""
},
{
"type": "cs",
"input": "buildModel 'gbm', {\"model_id\":\"gbm-33d6f9e1-da67-4b0e-95c9-a81fd4888e47\",\"training_frame\":\"iris2.hex_0.80\",\"validation_frame\":\"iris2.hex_0.20\",\"ignore_const_cols\":true,\"response_column\":\"Sepal.Length\",\"ntrees\":\"20\",\"max_depth\":5,\"min_rows\":\"25\",\"nbins\":20,\"nbins_cats\":1024,\"seed\":-1043300350262001400,\"learn_rate\":\"0.3\",\"distribution\":\"AUTO\",\"score_each_iteration\":false,\"r2_stopping\":0.999999,\"build_tree_one_node\":false}"
},
{
"type": "cs",
"input": "getModel \"gbm-33d6f9e1-da67-4b0e-95c9-a81fd4888e47\""
},
{
"type": "cs",
"input": "predict model: \"gbm-33d6f9e1-da67-4b0e-95c9-a81fd4888e47\""
},
{
"type": "cs",
"input": "predict model: \"gbm-33d6f9e1-da67-4b0e-95c9-a81fd4888e47\", frame: \"iris2.hex_0.20\", predictions_frame: \"prediction-7f74d5f5-5fe1-4eff-8b08-6322a00a1bc7\""
}
]
}