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What is the best regular expression to check if a string is a valid URL?

... wrote my URL (actually IRI, internationalized) pattern to comply with RFC 3987 (http://www.faqs.org/rfcs/rfc3987.html). These are in PCRE syntax. For absolute IRIs (internationalized): /^[a-z](?:[-a-z0-9\+\.])*:(?:\/\/(?:(?:%[0-9a-f][0-9a-f]|[-a-z0-9\._~\x{A0}-\x{D7FF}\x{F900}-\x{FDCF}\x{FDF0}-\x...
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How to print a percentage value in python?

...age floating point precision type: >>> print "{0:.0%}".format(1./3) 33% If you don't want integer division, you can import Python3's division from __future__: >>> from __future__ import division >>> 1 / 3 0.3333333333333333 # The above 33% example would could now be w...
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Pandas: drop a level from a multi-level column index?

... 321 You can use MultiIndex.droplevel: >>> cols = pd.MultiIndex.from_tuples([("a", "b"), ...
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python numpy machine epsilon

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How to convert floats to human-readable fractions?

Let's say we have 0.33 , we need to output 1/3 . If we have 0.4 , we need to output 2/5 . 26 Answers ...
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How to upgrade PowerShell version from 2.0 to 3.0

...t is installed here is 2.0. Is it possible for me to upgrade it to version 3.0 or 4.0? 7 Answers ...
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count the frequency that a value occurs in a dataframe column

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Multiple linear regression in Python

... my dependent variable (y) against several independent variables (x1, x2, x3, etc.). 13 Answers ...
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Difference between map, applymap and apply methods in Pandas

... Straight from Wes McKinney's Python for Data Analysis book, pg. 132 (I highly recommended this book): Another frequent operation is applying a function on 1D arrays to each column or row. DataFrame’s apply method does exactly this: In [116]: frame = DataFrame(np.random.randn(4, 3),...
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How to randomly select an item from a list?

..., 'horse', 'staple'] print(secrets.choice(foo)) secrets is new in Python 3.6, on older versions of Python you can use the random.SystemRandom class: import random secure_random = random.SystemRandom() print(secure_random.choice(foo)) ...