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pandas DataFrame: replace nan values with average of columns

... 283 You can simply use DataFrame.fillna to fill the nan's directly: In [27]: df Out[27]: ...
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how does multiplication differ for NumPy Matrix vs Array classes?

...find it more trouble than it's worth, though. For arrays (prior to Python 3.5), use dot instead of matrixmultiply. E.g. import numpy as np x = np.arange(9).reshape((3,3)) y = np.arange(3) print np.dot(x,y) Or in newer versions of numpy, simply use x.dot(y) Personally, I find it much more read...
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What's valid and what's not in a URI query?

...aracter must be within data. The current standard for generic URIs is RFC 3986, which has this to say: 2.2. Reserved Characters URIs include components and subcomponents that are delimited by characters in the "reserved" set. These characters are called "reserved" because they may (or may not) be...
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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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Formatting Phone Numbers in PHP

...MS app and need to be able to convert the sender's phone number from +11234567890 to 123-456-7890 so it can be compared to records in a MySQL database . ...
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How to install python3 version of package via pip on Ubuntu?

I have both python2.7 and python3.2 installed in Ubuntu 12.04 . The symbolic link python links to python2.7 . 17 ...
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Find intersection of two nested lists?

... If you want: c1 = [1, 6, 7, 10, 13, 28, 32, 41, 58, 63] c2 = [[13, 17, 18, 21, 32], [7, 11, 13, 14, 28], [1, 5, 6, 8, 15, 16]] c3 = [[13, 32], [7, 13, 28], [1,6]] Then here is your solution for Python 2: c3 = [filter(lambda x: x in c1, sublist) for sublis...
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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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List of installed gems?

... >> Platform 0.4.0 # >> abstract 1.0.0 # >> actionmailer 3.0.5 # >> actionpack 3.0.5 # >> activemodel 3.0.5 # >> activerecord 3.0.5 Here's an updated way to get a list: require 'rubygems' def local_gems Gem::Specification.sort_by{ |g| [g.name.downcase, g....
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Multiple linear regression in Python

... my dependent variable (y) against several independent variables (x1, x2, x3, etc.). 13 Answers ...