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- from IPython.lib.deepreload import reload as dreload
- import PIL, os, numpy as np, math, collections, threading, json, bcolz, random, scipy, cv2
- import pandas as pd, pickle, sys, itertools, string, sys, re, datetime, time, shutil, copy
- import seaborn as sns, matplotlib
- import IPython, graphviz, sklearn_pandas, sklearn, warnings, pdb
- import contextlib
- from abc import abstractmethod
- from glob import glob, iglob
- from concurrent.futures import ThreadPoolExecutor, ProcessPoolExecutor
- from itertools import chain
- from functools import partial
- from collections import Iterable, Counter, OrderedDict
- from isoweek import Week
- from pandas_summary import DataFrameSummary
- from IPython.lib.display import FileLink
- from PIL import Image, ImageEnhance, ImageOps
- from sklearn import metrics, ensemble, preprocessing
- from operator import itemgetter, attrgetter
- from pathlib import Path
- from distutils.version import LooseVersion
- from matplotlib import pyplot as plt, rcParams, animation
- from ipywidgets import interact, interactive, fixed, widgets
- matplotlib.rc('animation', html='html5')
- np.set_printoptions(precision=5, linewidth=110, suppress=True)
- from ipykernel.kernelapp import IPKernelApp
- def in_notebook(): return IPKernelApp.initialized()
- def in_ipynb():
- try:
- #cls = get_ipython().__class__.__name__
- #return cls == 'ZMQInteractiveShell'
- return False
- except NameError:
- return False
- import tqdm as tq
- from tqdm import tqdm_notebook, tnrange
- def clear_tqdm():
- inst = getattr(tq.tqdm, '_instances', None)
- if not inst: return
- try:
- for i in range(len(inst)): inst.pop().close()
- except Exception:
- pass
- if in_notebook():
- def tqdm(*args, **kwargs):
- clear_tqdm()
- return tq.tqdm(*args, file=sys.stdout, **kwargs)
- def trange(*args, **kwargs):
- clear_tqdm()
- return tq.trange(*args, file=sys.stdout, **kwargs)
- else:
- from tqdm import tqdm, trange
- tnrange=trange
- tqdm_notebook=tqdm
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