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anomaly-detector

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Data anomaly detector for NodeJS

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# Anomaly Detector # Data anomaly detector for NodeJS ## Instalation ## Copy directory to your project folder under node_modules ## Examples ## ### Training classifier ```js var detector = require('anomaly-detector'); var random_variables = { 'a' : [ 18, 15, 16, 17, 14, 15, 16 ], 'b' : [ 110, 130, 125, 124, 128, 118, 119 ], 'c' : [ 110, 115, 113, 114, 90, 116, 90 ] }; // by default, detector is storing training data in mongo database detector.init(detector.default_options, function(){ detector.train(random_variables, function(distributions){ console.log('training finished!'); console.log(distributions); detector.close(); }); }); ``` ### Testing classifier ```js var detector = require('anomaly-detector'); var random_variable_id = 1; var testing_values = [50, 70, 90, 110, 130, 150, 170]; // by default, detector is storing training data in mongo database detector.init(detector.default_options, function(){ var counter = 0; for (var i = 0; i < testing_values.length; i++) { var value = testing_values[i]; // test whether values is ok or an outlier detector.test(random_variable_id, value, function(id, v, result) { console.log(v, result); // if all tests are done, close dataSource connection if (counter++ === (testing_values.length - 1)) { detector.close(); } }); } }); ``` ### Using memory data source ```js var detector = require('anomaly-detector'); var options = { data_source : { name : 'memory' } }; detector.init(detector.default_options, function(){ ... }); ``` ## Next releases ## * File data source * Error handling * Different detection methods ## License ## Software is licensed under MIT license. For more information check LICENSE file.