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from keras.preprocessing.image import ImageDataGenerator, load_img
from keras.models import Sequential
from keras.layers import Dense, Dropout, Flatten, Activation
from keras.layers import Conv2D, MaxPooling2D
from keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau
from sklearn.model_selection import train_test_split
from collections import Counter
from keras import backend as K
from keras import optimizers
import pandas as pd
import numpy as np
import cv2
import matplotlib.pyplot as plt
import os