===== Usage ===== To use OADDS in a project:: from outlierdenstream import Sample, OADDS Initialize OADDS object:: oadds = OADDS(lamb=0.125, epsilon='dynamic', beta=0.04, mu='auto', startingBuffer=bufferDf) oadds.runInitialization() Fit each sample of the dataset with:: for row in dataset: sample = Sample(row, timestamp) result = oadds.runOnNewSample(sample) The algorithm returns ``True`` (outlier) if it is not able to merge the new sample to an existing core-micro-cluster or merges the sample to an existing outlier-micro-cluster. Returns ``False`` (normal) otherwise.