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import os; os.sys.path.append(os.path.dirname(os.path.abspath('.'))) # for relative imports
from utils.nab_data import NABData
from utils.nab_algorithms import MovingWindow
%matplotlib inline
nab = NABData()


    

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def plot_series_outliers(i):
    nab.plot(i, figsize = (16, 8))
    x = nab[i].values.flatten()
    mw = MovingWindow(x, step = 10, threshold = 10)
    mw.outliers()
    mw.plot(figsize = (16, 8))


    

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nab.plot(25)


    

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plot_series_outliers(25)


    

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plot_series_outliers(45)


    

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plot_series_outliers(55)


    

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