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Numerical Computing with Python
book

Numerical Computing with Python

by Pratap Dangeti, Allen Yu, Claire Chung, Aldrin Yim
December 2018
Beginner to intermediate
682 pages
18h 1m
English
Packt Publishing
Content preview from Numerical Computing with Python

How to do it...

  1. Define a function that returns the percentage of schools with an undergraduate population between 1,000 and 3,000:
>>> def pct_between_1_3k(s):        return s.between(1000, 3000).mean()
  1. Calculate this percentage grouping by state and religious affiliation:
>>> college.groupby(['STABBR', 'RELAFFIL'])['UGDS'] \           .agg(pct_between_1_3k).head(9)STABBR  RELAFFIL
AK      0           0.142857
        1           0.000000
AL      0           0.236111
        1           0.333333
AR      0           0.279412
        1           0.111111
AS      0           1.000000
AZ      0           0.096774
        1           0.000000
Name: UGDS, dtype: float64
  1. This function works fine but it doesn't give the user any flexibility to choose the lower and upper bound. Let's create a new function that allows the user to define these bounds:
>>> def pct_between(s, low, high): return s.between(low, ...
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Publisher Resources

ISBN: 9781789953633OtherOtherErrata Page