from nupic.frameworks.opf.common_models.cluster_params import getScalarMetricWithTimeOfDayAnomalyParams from nupic.frameworks.opf.model_factory import ModelFactory modelParams = getScalarMetricWithTimeOfDayAnomalyParams( metricData=[0.1, 0.2, 0.3, 0.4, 0.5], numAnomalies=3, startAnomaly=2, anomalyDuration=1 ) model = ModelFactory.create(modelParams) model.enableInference({'predictedField': 'value'}) for i in range(10): modelInput = {'value': 0.1 * i} result = model.run(modelInput) print("Input: {0}, Anomaly Score: {1}".format(modelInput, result.inferences['anomalyScore']))