# from sklearn.model_selection import GridSearchCV
# from sklearn.neighbors import KernelDensity
import joblib as jb
import numpy as np
from scipy.stats import median_abs_deviation, norm

data = jb.load('../data/low_period_1001548.pkl')

data.shape[0]

Xtest = data[:int(0.8*data.shape[0])]
Xval = data[int(0.8*data.shape[0]):]