www.flow.packs.test-medium.dl_airlines_gram_std.flow Maven / Gradle / Ivy
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{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/airlines/gram_std.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/airlines/gram_std.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/airlines/gram_std.csv\"]\n destination_frame: \"gram_std.hex\"\n parse_type: \"CSV\"\n separator: 32\n number_columns: 211\n single_quotes: false\n column_names: [\"Distance\",\"OriginABQ\",\"OriginACY\",\"OriginALB\",\"OriginATL\",\"OriginAUS\",\"OriginAVP\",\"OriginBDL\",\"OriginBGM\",\"OriginBHM\",\"OriginBNA\",\"OriginBOS\",\"OriginBTV\",\"OriginBUF\",\"OriginBUR\",\"OriginBWI\",\"OriginCAE\",\"OriginCHO\",\"OriginCHS\",\"OriginCLE\",\"OriginCLT\",\"OriginCMH\",\"OriginCOS\",\"OriginCRW\",\"OriginCVG\",\"OriginDAY\",\"OriginDCA\",\"OriginDEN\",\"OriginDFW\",\"OriginDSM\",\"OriginDTW\",\"OriginERI\",\"OriginEWR\",\"OriginFLL\",\"OriginGSO\",\"OriginHNL\",\"OriginIAD\",\"OriginIAH\",\"OriginICT\",\"OriginIND\",\"OriginISP\",\"OriginJAX\",\"OriginJFK\",\"OriginLAS\",\"OriginLAX\",\"OriginLEX\",\"OriginLGA\",\"OriginLIH\",\"OriginLYH\",\"OriginMCI\",\"OriginMCO\",\"OriginMDT\",\"OriginMDW\",\"OriginMFR\",\"OriginMHT\",\"OriginMIA\",\"OriginMKE\",\"OriginMLB\",\"OriginMRY\",\"OriginMSP\",\"OriginMSY\",\"OriginMYR\",\"OriginOAK\",\"OriginOGG\",\"OriginOMA\",\"OriginORD\",\"OriginORF\",\"OriginPBI\",\"OriginPHF\",\"OriginPHL\",\"OriginPHX\",\"OriginPIT\",\"OriginPSP\",\"OriginPVD\",\"OriginPWM\",\"OriginRDU\",\"OriginRIC\",\"OriginRNO\",\"OriginROA\",\"OriginROC\",\"OriginRSW\",\"OriginSAN\",\"OriginSBN\",\"OriginSCK\",\"OriginSDF\",\"OriginSEA\",\"OriginSFO\",\"OriginSJC\",\"OriginSJU\",\"OriginSLC\",\"OriginSMF\",\"OriginSNA\",\"OriginSRQ\",\"OriginSTL\",\"OriginSTX\",\"OriginSWF\",\"OriginSYR\",\"OriginTLH\",\"OriginTPA\",\"OriginTRI\",\"OriginTUS\",\"OriginTYS\",\"OriginUCA\",\"DestABQ\",\"DestACY\",\"DestALB\",\"DestATL\",\"DestAVP\",\"DestBDL\",\"DestBGM\",\"DestBNA\",\"DestBOS\",\"DestBTV\",\"DestBUF\",\"DestBUR\",\"DestBWI\",\"DestCAE\",\"DestCAK\",\"DestCHA\",\"DestCHO\",\"DestCHS\",\"DestCLE\",\"DestCLT\",\"DestCMH\",\"DestDAY\",\"DestDCA\",\"DestDEN\",\"DestDFW\",\"DestDTW\",\"DestELM\",\"DestERI\",\"DestEWR\",\"DestFAT\",\"DestFAY\",\"DestFLL\",\"DestFNT\",\"DestGEG\",\"DestGRR\",\"DestGSO\",\"DestGSP\",\"DestHNL\",\"DestHTS\",\"DestIAD\",\"DestIAH\",\"DestICT\",\"DestIND\",\"DestISP\",\"DestJAX\",\"DestJFK\",\"DestKOA\",\"DestLAS\",\"DestLAX\",\"DestLEX\",\"DestLGA\",\"DestLIH\",\"DestLYH\",\"DestMCI\",\"DestMCO\",\"DestMDT\",\"DestMDW\",\"DestMHT\",\"DestMIA\",\"DestMRY\",\"DestMSY\",\"DestOAJ\",\"DestOAK\",\"DestOGG\",\"DestOMA\",\"DestORD\",\"DestORF\",\"DestORH\",\"DestPBI\",\"DestPDX\",\"DestPHF\",\"DestPHL\",\"DestPHX\",\"DestPIT\",\"DestPSP\",\"DestPVD\",\"DestRDU\",\"DestRIC\",\"DestRNO\",\"DestROA\",\"DestROC\",\"DestRSW\",\"DestSAN\",\"DestSCK\",\"DestSDF\",\"DestSEA\",\"DestSFO\",\"DestSJC\",\"DestSMF\",\"DestSNA\",\"DestSTL\",\"DestSWF\",\"DestSYR\",\"DestTOL\",\"DestTPA\",\"DestTUS\",\"DestUCA\",\"UniqueCarrierCO\",\"UniqueCarrierDL\",\"UniqueCarrierHP\",\"UniqueCarrierPI\",\"UniqueCarrierPS\",\"UniqueCarrierTW\",\"UniqueCarrierUA\",\"UniqueCarrierUS\",\"UniqueCarrierWN\",\"Intercept\",\"xy\"]\n column_types: [\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Numeric\",\"Enum\"]\n delete_on_done: true\n check_header: 1\n chunk_size: 4194304"
},
{
"type": "cs",
"input": "getFrameSummary \"gram_std.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"gram_std.hex\", 123456"
},
{
"type": "cs",
"input": "splitFrame \"gram_std.hex\", [0.2], [\"gram_std_test.hex_0.20\",\"gram_std_train.hex_0.80\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"deeplearning\""
},
{
"type": "cs",
"input": "buildModel 'deeplearning', {\"model_id\":\"deeplearning-5a19ff0e-5e02-4325-b4c9-5dbedad6e862\",\"training_frame\":\"gram_std_train.hex_0.80\",\"validation_frame\":\"gram_std_test.hex_0.20\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"xy\",\"activation\":\"Rectifier\",\"hidden\":[200,200],\"epochs\":10,\"variable_importances\":false,\"balance_classes\":false,\"max_confusion_matrix_size\":20,\"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\":-915357039317949200,\"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-5a19ff0e-5e02-4325-b4c9-5dbedad6e862\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-5a19ff0e-5e02-4325-b4c9-5dbedad6e862\""
},
{
"type": "cs",
"input": "predict model: \"deeplearning-5a19ff0e-5e02-4325-b4c9-5dbedad6e862\", frame: \"gram_std_test.hex_0.20\", predictions_frame: \"prediction-7786ede9-1ee9-4c45-8b3d-bc493f2734c9\""
}
]
}