Many resources are needed to download a project. Please understand that we have to compensate our server costs. Thank you in advance.
Project price only 1 $
You can buy this project and download/modify it how often you want.
www.flow.packs.test-small.gbm_logreg_prostate.flow Maven / Gradle / Ivy
{
"version": "1.0.0",
"cells": [
{
"type": "cs",
"input": "importFiles [ \"../smalldata/logreg/prostate.csv\" ]"
},
{
"type": "cs",
"input": "setupParse paths: [ \"../smalldata/logreg/prostate.csv\" ]"
},
{
"type": "cs",
"input": "parseFiles\n paths: [\"../smalldata/logreg/prostate.csv\"]\n destination_frame: \"prostate1.hex\"\n parse_type: \"CSV\"\n separator: 44\n number_columns: 9\n single_quotes: false\n column_names: [\"ID\",\"CAPSULE\",\"AGE\",\"RACE\",\"DPROS\",\"DCAPS\",\"PSA\",\"VOL\",\"GLEASON\"]\n column_types: [\"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 \"prostate1.hex\""
},
{
"type": "cs",
"input": "assist splitFrame, \"prostate1.hex\""
},
{
"type": "cs",
"input": "splitFrame \"prostate1.hex\", [0.2], [\"prostate1_test.hex_0.20\",\"prostate1_train.hex_0.80\"], 123456"
},
{
"type": "cs",
"input": "buildModel \"gbm\""
},
{
"type": "cs",
"input": "buildModel 'gbm', {\"model_id\":\"gbm-fc369bb4-f5df-45bc-b70f-17e7dc4fb51c\",\"training_frame\":\"prostate1_train.hex_0.80\",\"validation_frame\":\"prostate1_test.hex_0.20\",\"ignored_columns\":[],\"ignore_const_cols\":true,\"response_column\":\"GLEASON\",\"ntrees\":50,\"max_depth\":5,\"min_rows\":10,\"nbins\":20,\"nbins_cats\":1024,\"seed\":-3066459513079324000,\"learn_rate\":0.1,\"distribution\":\"AUTO\",\"score_each_iteration\":false,\"r2_stopping\":0.999999,\"build_tree_one_node\":false}"
},
{
"type": "cs",
"input": "getModel \"gbm-fc369bb4-f5df-45bc-b70f-17e7dc4fb51c\""
},
{
"type": "cs",
"input": "predict model: \"gbm-fc369bb4-f5df-45bc-b70f-17e7dc4fb51c\""
},
{
"type": "cs",
"input": "predict model: \"gbm-fc369bb4-f5df-45bc-b70f-17e7dc4fb51c\", frame: \"prostate1_test.hex_0.20\", predictions_frame: \"prediction-021851aa-6d85-43ab-b5d8-ab0e235fc150\""
}
]
}
