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  * [ Getting started ](../../getting_started/index.html)
  * [ User Guide ](../../user_guide/index.html)
  * [ API reference ](../index.html)
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Site Navigation

  * [ Getting started ](../../getting_started/index.html)
  * [ User Guide ](../../user_guide/index.html)
  * [ API reference ](../index.html)
  * [ Development ](../../development/index.html)
  * [ Release notes ](../../whatsnew/index.html)

  * [ __ GitHub  ](https://github.com/pandas-dev/pandas "GitHub")
  * [ __ Twitter  ](https://twitter.com/pandas_dev "Twitter")
  * [ __ Mastodon  ](https://fosstodon.org/@pandas_dev "Mastodon")

  * [ Input/output ](../io.html)
  * [ General functions ](../general_functions.html)
  * [ Series ](../series.html)
  * [ DataFrame ](../frame.html) __
    * [ pandas.DataFrame ](pandas.DataFrame.html)
    * [ pandas.DataFrame.index ](pandas.DataFrame.index.html)
    * [ pandas.DataFrame.columns ](pandas.DataFrame.columns.html)
    * [ pandas.DataFrame.dtypes ](pandas.DataFrame.dtypes.html)
    * [ pandas.DataFrame.info ](pandas.DataFrame.info.html)
    * [ pandas.DataFrame.select_dtypes ](pandas.DataFrame.select_dtypes.html)
    * [ pandas.DataFrame.values ](pandas.DataFrame.values.html)
    * [ pandas.DataFrame.axes ](pandas.DataFrame.axes.html)
    * [ pandas.DataFrame.ndim ](pandas.DataFrame.ndim.html)
    * [ pandas.DataFrame.size ](pandas.DataFrame.size.html)
    * [ pandas.DataFrame.shape ](pandas.DataFrame.shape.html)
    * [ pandas.DataFrame.memory_usage ](pandas.DataFrame.memory_usage.html)
    * [ pandas.DataFrame.empty ](pandas.DataFrame.empty.html)
    * [ pandas.DataFrame.set_flags ](pandas.DataFrame.set_flags.html)
    * [ pandas.DataFrame.astype ](pandas.DataFrame.astype.html)
    * [ pandas.DataFrame.convert_dtypes ](pandas.DataFrame.convert_dtypes.html)
    * [ pandas.DataFrame.infer_objects ](pandas.DataFrame.infer_objects.html)
    * [ pandas.DataFrame.copy ](pandas.DataFrame.copy.html)
    * [ pandas.DataFrame.bool ](pandas.DataFrame.bool.html)
    * [ pandas.DataFrame.to_numpy ](pandas.DataFrame.to_numpy.html)
    * [ pandas.DataFrame.head ](pandas.DataFrame.head.html)
    * [ pandas.DataFrame.at ](pandas.DataFrame.at.html)
    * [ pandas.DataFrame.iat ](pandas.DataFrame.iat.html)
    * pandas.DataFrame.loc 
    * [ pandas.DataFrame.iloc ](pandas.DataFrame.iloc.html)
    * [ pandas.DataFrame.insert ](pandas.DataFrame.insert.html)
    * [ pandas.DataFrame.__iter__ ](pandas.DataFrame.__iter__.html)
    * [ pandas.DataFrame.items ](pandas.DataFrame.items.html)
    * [ pandas.DataFrame.keys ](pandas.DataFrame.keys.html)
    * [ pandas.DataFrame.iterrows ](pandas.DataFrame.iterrows.html)
    * [ pandas.DataFrame.itertuples ](pandas.DataFrame.itertuples.html)
    * [ pandas.DataFrame.pop ](pandas.DataFrame.pop.html)
    * [ pandas.DataFrame.tail ](pandas.DataFrame.tail.html)
    * [ pandas.DataFrame.xs ](pandas.DataFrame.xs.html)
    * [ pandas.DataFrame.get ](pandas.DataFrame.get.html)
    * [ pandas.DataFrame.isin ](pandas.DataFrame.isin.html)
    * [ pandas.DataFrame.where ](pandas.DataFrame.where.html)
    * [ pandas.DataFrame.mask ](pandas.DataFrame.mask.html)
    * [ pandas.DataFrame.query ](pandas.DataFrame.query.html)
    * [ pandas.DataFrame.__add__ ](pandas.DataFrame.__add__.html)
    * [ pandas.DataFrame.add ](pandas.DataFrame.add.html)
    * [ pandas.DataFrame.sub ](pandas.DataFrame.sub.html)
    * [ pandas.DataFrame.mul ](pandas.DataFrame.mul.html)
    * [ pandas.DataFrame.div ](pandas.DataFrame.div.html)
    * [ pandas.DataFrame.truediv ](pandas.DataFrame.tru