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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: \"AirlinesTest2.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\",\"Enum\"]\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: \"AirlinesTrain2.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\",\"Enum\"]\n  delete_on_done: true\n  check_header: 1\n  chunk_size: 131072"
    },
    {
      "type": "cs",
      "input": "getFrameSummary \"AirlinesTrain2.hex\""
    },
    {
      "type": "cs",
      "input": "assist buildModel, null, training_frame: \"AirlinesTrain2.hex\""
    },
    {
      "type": "cs",
      "input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-be80811e-ea6f-4104-b6fb-9fed2417a2e9\",\"training_frame\":\"AirlinesTrain2.hex\",\"validation_frame\":\"AirlinesTest2.hex\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"IsDepDelayed_REC\",\"activation\":\"Tanh\",\"hidden\":[50,50],\"epochs\":\"0.1\",\"variable_importances\":false,\"balance_classes\":false,\"checkpoint\":\"\",\"use_all_factor_levels\":true,\"train_samples_per_iteration\":-2,\"adaptive_rate\":true,\"input_dropout_ratio\":0,\"l1\":0,\"l2\":0,\"loss\":\"Automatic\",\"score_interval\":5,\"score_training_samples\":10000,\"score_validation_samples\":0,\"score_duty_cycle\":0.1,\"autoencoder\":false,\"overwrite_with_best_model\":true,\"target_ratio_comm_to_comp\":0.02,\"seed\":-1944908901591224000,\"rho\":0.99,\"epsilon\":1e-8,\"max_w2\":\"Infinity\",\"initial_weight_distribution\":\"UniformAdaptive\",\"classification_stop\":0,\"score_validation_sampling\":\"Uniform\",\"diagnostics\":true,\"fast_mode\":true,\"force_load_balance\":true,\"single_node_mode\":false,\"shuffle_training_data\":false,\"missing_values_handling\":\"MeanImputation\",\"quiet_mode\":false,\"sparse\":false,\"col_major\":false,\"average_activation\":0,\"sparsity_beta\":0,\"max_categorical_features\":2147483647,\"reproducible\":false,\"export_weights_and_biases\":false}"
    },
    {
      "type": "cs",
      "input": "getModel \"deeplearning-be80811e-ea6f-4104-b6fb-9fed2417a2e9\""
    },
    {
      "type": "cs",
      "input": "predict model: \"deeplearning-be80811e-ea6f-4104-b6fb-9fed2417a2e9\""
    },
    {
      "type": "cs",
      "input": "predict model: \"deeplearning-be80811e-ea6f-4104-b6fb-9fed2417a2e9\", frame: \"AirlinesTest2.hex\", predictions_frame: \"prediction-13eeb01b-d5a7-4a20-be7e-46b9e35128fd\""
    }
  ]
}