Multivariate detector

xStream Detector

from streamad.util import StreamGenerator, MultivariateDS, plot
from streamad.model import xStreamDetector

ds = MultivariateDS()
stream = StreamGenerator(ds.data)
model = xStreamDetector()

scores = []

for x in stream.iter_item():
    score = model.fit_score(x)
    scores.append(score)

data, label, date, features = ds.data, ds.label, ds.date, ds.features
plot(data=data,scores=scores,date=date,features=features,label=label)