dutc

from numpy import tile, repeat
from numpy.random import default_rng
from pandas import DataFrame, date_range, Timestamp
from pandas.tseries.offsets import Day
from random import seed
from scipy.stats import zscore
from string import ascii_lowercase

if __name__ == '__main__':
    rng = default_rng(s := Timestamp('2021-07-04').asm8.astype('uint32'))

dutc

from numpy import tile, repeat
from numpy.random import default_rng
from pandas import DataFrame, date_range, Timestamp
from pandas.tseries.offsets import Day
from random import seed
from scipy.stats import zscore
from string import ascii_lowercase

if __name__ == '__main__':
    rng = default_rng(s := Timestamp('2021-07-04').asm8.astype('uint32'))

dutc

#!/usr/bin/env python3

from functools import total_ordering
from dataclasses import dataclass
from numpy import tile, repeat
from numpy.random import default_rng
from pandas import DataFrame, date_range, Timestamp
from pandas.core.dtypes.common import is_numeric_dtype
from random import seed
from string import ascii_lowercase

dutc

! pulse
What Does It All
  <i>Really</i> <b>Mean</b> <i>?</i>

! fade
What Does It All
<i>Really</i> <b>Mean</b> <i>?</i>
\
☆ PyCon India ☆ Sat Oct 3, 2020 ☆

dutc

from collections.abc import Mapping, MutableMapping

class cidict(dict):
    ''' a case insensitive, immutable `dict` subclass '''
    def __init__(self, *args, **kwargs):
        super().__init__({k.lower(): v for k, v in dict(*args, **kwargs).items()})
    def __missing__(self, key):
        return self[key.lower()]
    __setitem__ = __delitem__ = None
    clear = update = pop = popitem = setdefault = update = None

dutc

3040051	les Escaldes	les Escaldes	Ehskal'des-Ehndzhordani,Escaldes,Escaldes-Engordany,Les Escaldes,esukarudesu=engorudani jiao qu,lai sai si ka er de-en ge er da,Эскальдес-Энджордани,エスカルデス＝エンゴルダニ教区,萊塞斯卡爾德-恩戈爾達,萊塞斯卡爾德－恩戈爾達	42.50729	1.53414	P	PPLA	AD		08				15853		1033	Europe/Andorra	2008-10-15
3041563	Andorra la Vella	Andorra la Vella	ALV,Ando-la-Vyey,Andora,Andora la Vela,Andora la Velja,Andora lja Vehl'ja,Andoro Malnova,Andorra,Andorra Tuan,Andorra a Vella,Andorra la Biella,Andorra la Vella,Andorra la Vielha,Andorra-a-Velha,Andorra-la-Vel'ja,Andorra-la-Vielye,Andorre-la-Vieille,Andò-la-Vyèy,Andòrra la Vièlha,an dao er cheng,andolalabeya,andwra la fyla,Ανδόρρα,Андора ла Веля,Андора ла Веља,Андора ля Вэлья,Андорра-ла-Велья,אנדורה לה וולה,أندورا لا فيلا,አንዶራ ላ ቬላ,アンドラ・ラ・ヴェリャ,安道爾城,안도라라베야	42.50779	1.52109	P	PPLC	AD		07				20430		1037	Europe/Andorra	2010-05-30
290594	Umm al Qaywayn	Umm al Qaywayn	Oumm al Qaiwain,Oumm al Qaïwaïn,Um al Kawain,Um al Quweim,Umm al Qaiwain,Umm al Qawain,Umm al Qaywayn,Umm al-Quwain,Um

dutc

# original attendee solution, PRIOR to refactoring

text = '''
I'm not your friend or anything, 
You think that you're the man
I think, therefore, I am
I'm not your friend or anything, 
You think that you're the man
I think, therefore, I am

dutc

from pandas import Series
s = Series({
    4:   89.00,
    6:  109.99,
    8:  149.14,
    10: 218.99,
    12: 239.09,
    14: 279.99,
    16: 329.99,
    18: 409.99,

dutc

#!/usr/bin/env python3

from pandas import Series
from numpy import repeat
from numpy.random import choice
from string import ascii_lowercase
from time import perf_counter, sleep
from contextlib import contextmanager

@contextmanager

dutc

#!/usr/bin/env python

from random import randint as python_randint
from numpy.random import randint as numpy_randint
from numpy import dot as numpy_dot
from time import perf_counter
from collections import namedtuple
from itertools import islice, tee
from contextlib import contextmanager