import pandas as pd
import numpy as np
from numpy import mean
from numpy import std
import seaborn as sns
import datetime as dt
import matplotlib.pyplot as plt

import tensorflow as tf
from tensorflow import keras
from tensorflow.keras import layers
from tensorflow.keras import Sequential
from keras.layers import Activation, Dense, Dropout, Flatten
from keras.models import load_model
from tensorflow.keras.utils  import to_categorical
from keras.layers.convolutional import Conv1D
from keras.layers.convolutional import MaxPooling1D
from keras.layers.merge import concatenate
from keras.utils.vis_utils import plot_model
from keras.models import Model
from keras.layers import Input

from sklearn.preprocessing import MinMaxScaler