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import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import random
import os
from PIL import Image
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
from keras.models import Sequential, Model
from keras.layers import Dense, Conv1D, MaxPooling1D, Flatten
from keras.utils import to_categorical