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import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import matplotlib.image as mpimg
from sklearn.model_selection import train_test_split
from sklearn import svm
from keras.models import Sequential
from keras.layers import Dense, Conv2DTranspose, Conv2D, MaxPooling2D
from keras.layers import Dropout, Flatten
from keras.utils import np_utils
from keras.preprocessing.image import ImageDataGenerator
from keras.utils.np_utils import to_categorical