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How do I calculate percentiles with python/numpy?

...centile() is available in numpy too. import numpy as np a = np.array([1,2,3,4,5]) p = np.percentile(a, 50) # return 50th percentile, e.g median. print p 3.0 This ticket leads me to believe they won't be integrating percentile() into numpy anytime soon. ...
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How do you rotate a two dimensional array?

... 63 Answers 63 Active ...
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How to randomize (or permute) a dataframe rowwise and columnwise?

... 234 Given the R data.frame: > df1 a b c 1 1 1 0 2 1 0 0 3 0 1 0 4 0 0 0 Shuffle row-wise: ...
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Index all *except* one item in python

...you could use a list comp. For example, to make b a copy of a without the 3rd element: a = range(10)[::-1] # [9, 8, 7, 6, 5, 4, 3, 2, 1, 0] b = [x for i,x in enumerate(a) if i!=3] # [9, 8, 7, 5, 4, 3, 2, 1, 0] This is very general, and can be used with all iterables, incl...
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Matplotlib scatter plot with different text at each data point

... could use annotate() while iterating over the values in n. y = [2.56422, 3.77284, 3.52623, 3.51468, 3.02199] z = [0.15, 0.3, 0.45, 0.6, 0.75] n = [58, 651, 393, 203, 123] fig, ax = plt.subplots() ax.scatter(z, y) for i, txt in enumerate(n): ax.annotate(txt, (z[i], y[i])) There are a lot of...
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Adding new column to existing DataFrame in Python pandas

... a b c d 6 -0.269221 -0.026476 0.997517 1.294385 8 0.917438 0.847941 0.034235 -0.448948 >>> df1['e'] = pd.Series(np.random.randn(sLength), index=df1.index) >>> df1 a b c d e 6 -0.269221 -0.026476 0.997517 ...
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pandas: filter rows of DataFrame with operator chaining

... 398 I'm not entirely sure what you want, and your last line of code does not help either, but anyw...
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Apply a function to every row of a matrix or a data frame

... You simply use the apply() function: R> M <- matrix(1:6, nrow=3, byrow=TRUE) R> M [,1] [,2] [1,] 1 2 [2,] 3 4 [3,] 5 6 R> apply(M, 1, function(x) 2*x[1]+x[2]) [1] 4 10 16 R> This takes a matrix and applies a (silly) function to each row. You pass extr...
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Is there a simple way to remove multiple spaces in a string?

... Francisco Couzo 8,04633 gold badges2929 silver badges3737 bronze badges answered Oct 9 '09 at 21:52 Josh LeeJosh Lee ...
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Double vs. BigDecimal?

... 463 A BigDecimal is an exact way of representing numbers. A Double has a certain precision. Working ...