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import io | |
import os | |
import requests | |
import math | |
import pandas as pd | |
import numpy as np | |
# visualization | |
import matplotlib.pyplot as plt | |
get_ipython().magic('matplotlib inline') | |
import seaborn as sns | |
# import plotly.graph_objects as go | |
# from bokeh.plotting import figure, output_file, show | |
# scipy | |
import scipy.stats as stats | |
from scipy.stats import zscore | |
# sklearn | |
from sklearn import metrics | |
from sklearn.metrics import accuracy_score | |
from sklearn.model_selection import train_test_split | |
from sklearn.metrics import roc_curve, auc | |
# Deep learning | |
import tensorflow as tf | |
import tensorflow.keras | |
from tensorflow.keras.models import Sequential | |
from tensorflow.keras.layers import Dense, Activation | |
from tensorflow.keras.callbacks import EarlyStopping | |
# NLTK | |
import nltk | |
# Statsmodels | |
import statsmodels.api as sm | |
import statsmodels.formula.api as smf | |
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