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Hands-On Data Analysis with Pandas
book

Hands-On Data Analysis with Pandas

by Stefanie Molin
July 2019
Beginner to intermediate
740 pages
16h 52m
English
Packt Publishing
Content preview from Hands-On Data Analysis with Pandas

Pivoting DataFrames

We pivot our data to go from long format to wide format. The pivot() method performs the restructuring of our DataFrame object. In order to pivot, we need to tell pandas which column currently holds the values (with the values argument) and the column that contains what will become the column names in the wide format (the columns argument). Optionally, we can provide a new index (the index argument). Let's pivot into a wide format where we have a column for each of the datatypes that contain the temperature in Celsius and use the dates as the index:

>>> pivoted_df = long_df.pivot(...     index='date', columns='datatype', values='temp_C'... )>>> pivoted_df.head()

In our starting dataframe, there was a datatype column that contained ...

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Publisher Resources

ISBN: 9781789615326