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{
  "version": "1.0.0",
  "cells": [
    {
      "type": "cs",
      "input": "importFiles [ \"../smalldata/airlines/AirlinesTest.csv.zip\" ]"
    },
    {
      "type": "cs",
      "input": "setupParse paths: [ \"../smalldata/airlines/AirlinesTest.csv.zip\" ]"
    },
    {
      "type": "cs",
      "input": "parseFiles\n  paths: [\"../smalldata/airlines/AirlinesTest.csv.zip\"]\n  destination_frame: \"AirlinesTest.hex\"\n  parse_type: \"CSV\"\n  separator: 44\n  number_columns: 12\n  single_quotes: false\n  column_names: [\"fYear\",\"fMonth\",\"fDayofMonth\",\"fDayOfWeek\",\"DepTime\",\"ArrTime\",\"UniqueCarrier\",\"Origin\",\"Dest\",\"Distance\",\"IsDepDelayed\",\"IsDepDelayed_REC\"]\n  column_types: [\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Numeric\",\"Numeric\",\"Enum\",\"Enum\",\"Enum\",\"Numeric\",\"Enum\",\"Numeric\"]\n  delete_on_done: true\n  check_header: 1\n  chunk_size: 4194304"
    },
    {
      "type": "cs",
      "input": "importFiles [ \"../smalldata/airlines/AirlinesTrain.csv.zip\" ]"
    },
    {
      "type": "cs",
      "input": "setupParse paths: [ \"../smalldata/airlines/AirlinesTrain.csv.zip\" ]"
    },
    {
      "type": "cs",
      "input": "parseFiles\n  paths: [\"../smalldata/airlines/AirlinesTrain.csv.zip\"]\n  destination_frame: \"AirlinesTrain.hex\"\n  parse_type: \"CSV\"\n  separator: 44\n  number_columns: 12\n  single_quotes: false\n  column_names: [\"fYear\",\"fMonth\",\"fDayofMonth\",\"fDayOfWeek\",\"DepTime\",\"ArrTime\",\"UniqueCarrier\",\"Origin\",\"Dest\",\"Distance\",\"IsDepDelayed\",\"IsDepDelayed_REC\"]\n  column_types: [\"Enum\",\"Enum\",\"Enum\",\"Enum\",\"Numeric\",\"Numeric\",\"Enum\",\"Enum\",\"Enum\",\"Numeric\",\"Enum\",\"Numeric\"]\n  delete_on_done: true\n  check_header: 1\n  chunk_size: 131072"
    },
    {
      "type": "cs",
      "input": "getFrameSummary \"AirlinesTrain.hex\""
    },
    {
      "type": "cs",
      "input": "assist buildModel, null, training_frame: \"AirlinesTrain.hex\""
    },
    {
      "type": "cs",
      "input": "buildModel 'gbm', {\"model_id\":\"gbm-e614bb75-bb75-46e4-8428-3eabe366e101\",\"training_frame\":\"AirlinesTrain.hex\",\"validation_frame\":\"AirlinesTest.hex\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"IsDepDelayed_REC\",\"ntrees\":\"20\",\"max_depth\":5,\"min_rows\":\"25\",\"nbins\":20,\"nbins_cats\":1024,\"seed\":-8459747248873471000,\"learn_rate\":\"0.3\",\"distribution\":\"AUTO\",\"score_each_iteration\":false,\"r2_stopping\":0.999999,\"build_tree_one_node\":false}"
    },
    {
      "type": "cs",
      "input": "getModel \"gbm-e614bb75-bb75-46e4-8428-3eabe366e101\""
    },
    {
      "type": "cs",
      "input": "predict model: \"gbm-e614bb75-bb75-46e4-8428-3eabe366e101\""
    },
    {
      "type": "cs",
      "input": "predict model: \"gbm-e614bb75-bb75-46e4-8428-3eabe366e101\", frame: \"AirlinesTest.hex\", predictions_frame: \"prediction-11f0ab98-810c-493a-8b01-3625bad6cce1\""
    }
  ]
}