How do I handle missing values in pandas?
Most datasets contain "missing values", meaning that the data is incomplete. Deciding how to handle missing values can be challenging! In this video, I'll cover all of the basics: how missing values are represented in pandas, how to locate them, and options for how to drop them or fill them in.
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== RESOURCES ==
GitHub repository for the series: https://github.com/justmarkham/pandas-videos
"read_csv" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_csv.html
"isnull" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.isnull.html
"notnull" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.notnull.html
"dropna" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.dropna.html
"value_counts" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.Series.value_counts.html
"fillna" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.fillna.html
Working with missing data: http://pandas.pydata.org/pandas-docs/stable/missing_data.html
== LET'S CONNECT! ==
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Видео How do I handle missing values in pandas? канала Data School
SUBSCRIBE to learn data science with Python:
https://www.youtube.com/dataschool?sub_confirmation=1
JOIN the "Data School Insiders" community and receive exclusive rewards:
https://www.patreon.com/dataschool
== RESOURCES ==
GitHub repository for the series: https://github.com/justmarkham/pandas-videos
"read_csv" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_csv.html
"isnull" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.isnull.html
"notnull" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.notnull.html
"dropna" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.dropna.html
"value_counts" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.Series.value_counts.html
"fillna" documentation: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.fillna.html
Working with missing data: http://pandas.pydata.org/pandas-docs/stable/missing_data.html
== LET'S CONNECT! ==
Newsletter: https://www.dataschool.io/subscribe/
Twitter: https://twitter.com/justmarkham
Facebook: https://www.facebook.com/DataScienceSchool/
LinkedIn: https://www.linkedin.com/in/justmarkham/
Видео How do I handle missing values in pandas? канала Data School
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