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{
  "version": "1.0.0",
  "cells": [
    {
      "type": "cs",
      "input": "importFiles [ \"../smalldata/junit/benign.xls\" ]"
    },
    {
      "type": "cs",
      "input": "setupParse paths: [ \"../smalldata/junit/benign.xls\" ]"
    },
    {
      "type": "cs",
      "input": "parseFiles\n  paths: [\"../smalldata/junit/benign.xls\"]\n  destination_frame: \"benign.hex\"\n  parse_type: \"XLS\"\n  separator: -1\n  number_columns: 14\n  single_quotes: false\n  column_names: [\"STR\",\"OBS\",\"AGMT\",\"FNDX\",\"HIGD\",\"DEG\",\"CHK\",\"AGP1\",\"AGMN\",\"NLV\",\"LIV\",\"WT\",\"AGLP\",\"MST\"]\n  column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\"]\n  delete_on_done: true\n  check_header: 1\n  chunk_size: 4194304"
    },
    {
      "type": "cs",
      "input": "getFrameSummary \"benign.hex\""
    },
    {
      "type": "cs",
      "input": "assist splitFrame, \"benign.hex\""
    },
    {
      "type": "cs",
      "input": "splitFrame \"benign.hex\", [0.25], [\"benign_test.hex_0.250\",\"benign_train.hex_0.750\"], 123456"
    },
    {
      "type": "cs",
      "input": "buildModel \"deeplearning\""
    },
    {
      "type": "cs",
      "input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-610f6ec8-57b4-4db6-95aa-822385641440\",\"training_frame\":\"benign_train.hex_0.750\",\"validation_frame\":\"benign_test.hex_0.250\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"MST\",\"activation\":\"Rectifier\",\"hidden\":[200,200],\"epochs\":10,\"variable_importances\":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\":-2079975271691768800,\"rho\":0.99,\"epsilon\":1e-8,\"max_w2\":\"Infinity\",\"initial_weight_distribution\":\"UniformAdaptive\",\"regression_stop\":0.000001,\"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-610f6ec8-57b4-4db6-95aa-822385641440\""
    },
    {
      "type": "cs",
      "input": "predict model: \"deeplearning-610f6ec8-57b4-4db6-95aa-822385641440\""
    },
    {
      "type": "cs",
      "input": "predict model: \"deeplearning-610f6ec8-57b4-4db6-95aa-822385641440\", frame: \"benign_test.hex_0.250\", predictions_frame: \"prediction-0029956f-092c-45ce-95f4-c9551d176932\""
    }
  ]
}