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{
  "version": "1.0.0",
  "cells": [
    
    {
      "type": "cs",
      "input": "importFiles [ \"../smalldata/junit/40k_categoricals.csv.gz\" ]"
    },
    {
      "type": "cs",
      "input": "setupParse paths: [ \"../smalldata/junit/40k_categoricals.csv.gz\" ]"
    },
    {
      "type": "cs",
      "input": "parseFiles\n  paths: [\"../smalldata/junit/40k_categoricals.csv.gz\"]\n  destination_frame: \"X40k_categoricals.hex\"\n  parse_type: \"CSV\"\n  separator: 44\n  number_columns: 4\n  single_quotes: false\n  column_types: [\"String\",\"Numeric\",\"Enum\",\"Numeric\"]\n  delete_on_done: true\n  check_header: -1\n  chunk_size: 65536"
    },
    {
      "type": "cs",
      "input": "getFrameSummary \"X40k_categoricals.hex\""
    },
    {
      "type": "cs",
      "input": "assist splitFrame, \"X40k_categoricals.hex\""
    },
    {
      "type": "cs",
      "input": "splitFrame \"X40k_categoricals.hex\", [0.3], [\"X40k_categoricals_test.hex_0.30\",\"X40k_categoricals_train.hex_0.70\"], 123456"
    },
    {
      "type": "cs",
      "input": "buildModel \"gbm\""
    },
    {
      "type": "cs",
      "input": "buildModel 'gbm', {\"model_id\":\"gbm-da5de88f-e62e-48cd-aa45-721b5b94c0ed\",\"training_frame\":\"X40k_categoricals_train.hex_0.70\",\"validation_frame\":\"X40k_categoricals_test.hex_0.30\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"C2\",\"ntrees\":50,\"max_depth\":5,\"min_rows\":10,\"nbins\":20,\"nbins_cats\":1024,\"seed\":-3429613000948692000,\"learn_rate\":0.1,\"distribution\":\"AUTO\",\"score_each_iteration\":false,\"r2_stopping\":0.999999,\"build_tree_one_node\":false}"
    },
    {
      "type": "cs",
      "input": "getModel \"gbm-da5de88f-e62e-48cd-aa45-721b5b94c0ed\""
    },
    {
      "type": "cs",
      "input": "predict model: \"gbm-da5de88f-e62e-48cd-aa45-721b5b94c0ed\""
    },
    {
      "type": "cs",
      "input": "predict model: \"gbm-da5de88f-e62e-48cd-aa45-721b5b94c0ed\", frame: \"X40k_categoricals_test.hex_0.30\", predictions_frame: \"prediction-73f19e77-9cf5-4976-b24f-68cedd8b7ecd\""
    }
  ]
}