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import numpy as np
import pandas as pd
import math
import tensorflow as tf
from sklearn.model_selection import train_test_split
from keras.utils import to_categorical
import h5py
import cv2
from keras.models import Sequential, load_model, Model
from keras.layers import Input, UpSampling2D
from keras.layers import Dense, LSTM, GlobalAveragePooling1D, GlobalAveragePooling2D
from keras.layers import Activation, Flatten, Dropout, BatchNormalization
from keras.layers import Conv2D, MaxPooling2D, GlobalMaxPooling2D
import matplotlib.pylab as plt
from matplotlib import cm