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Pandas Cookbook
book

Pandas Cookbook

by Theodore Petrou, Kuntal Ganguly
October 2017
Intermediate to advanced
532 pages
16h 10m
English
Packt Publishing
Content preview from Pandas Cookbook

How to do it...

  1. Read the college dataset with the institution name as the index:
>>> college = pd.read_csv('data/college.csv', index_col='INSTNM')>>> college.dtypesCITY                   object
STABBR                 object
HBCU                  float64
MENONLY               float64
                       ...   
PCTFLOAN              float64
UG25ABV               float64
MD_EARN_WNE_P10        object
GRAD_DEBT_MDN_SUPP     object
Length: 26, dtype: object
  1. All the other columns besides CITY and STABBR appear to be numeric. Examining the data types from the preceding step reveals unexpectedly that the MD_EARN_WNE_P10 and GRAD_DEBT_MDN_SUPP columns are of type object and not numeric. To help get a better idea of what kind of values are in these columns, let's examine their first value:
>>> college.MD_EARN_WNE_P10.iloc[0]'30300'>>> college.GRAD_DEBT_MDN_SUPP.iloc[0] ...
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Publisher Resources

ISBN: 9781784393878