| 1 |
import re |
| 2 |
import json |
| 3 |
import time |
| 4 |
import requests |
| 5 |
import warnings |
| 6 |
import datetime |
| 7 |
from datetime import date |
| 8 |
from datetime import datetime |
| 9 |
from datetime import timedelta |
| 10 |
from collections import OrderedDict |
| 11 |
import pandas as pd |
| 12 |
import numpy as np |
| 13 |
import seaborn as sns |
| 14 |
import matplotlib.pyplot as plt |
| 15 |
from matplotlib import pyplot as plt |
| 16 |
import scipy |
| 17 |
from scipy import stats |
| 18 |
from scipy.stats import randint |
| 19 |
import sklearn |
| 20 |
from sklearn.decomposition import PCA |
| 21 |
from sklearn.manifold import TSNE |
| 22 |
from sklearn.ensemble import RandomForestClassifier |
| 23 |
from sklearn.ensemble import RandomForestRegressor |
| 24 |
from sklearn.neural_network import MLPClassifier |
| 25 |
from sklearn.preprocessing import StandardScaler |
| 26 |
from sklearn.linear_model import LogisticRegression |
| 27 |
from sklearn.linear_model import LinearRegression |
| 28 |
from sklearn.pipeline import make_pipeline |
| 29 |
from sklearn.model_selection import RandomizedSearchCV |
| 30 |
from sklearn.model_selection import train_test_split |
| 31 |
from sklearn.model_selection import cross_validate |
| 32 |
from sklearn.metrics import accuracy_score |
| 33 |
import statsmodels.api as sm |
| 34 |
import statsmodels.formula.api as smf |
| 35 |
from statsmodels.tsa.ar_model import AutoReg |
| 36 |
from statsmodels.tsa.ar_model import ar_select_order |
| 37 |
from statsmodels.tsa.api import acf, pacf |
| 38 |
from statsmodels.tsa.api import graphics |
| 39 |
from statsmodels.tsa.arima.model import ARIMA |
| 40 |
from statsmodels.graphics.api import qqplot |
| 41 |
from statsmodels.tsa.seasonal import STL |
| 42 |
from statsmodels.tsa.exponential_smoothing.ets import ETSModel |
| 43 |
from statsmodels.tsa.forecasting.theta import ThetaModel |
| 44 |
import theano |
| 45 |
import theano.tensor as tt |
| 46 |
import nltk |
| 47 |
from nltk.corpus import stopwords |
| 48 |
import spacy |
Комментарии