.. currentmodule:: pyspark.pandas
.. autosummary:: :toctree: api/ DataFrame
.. autosummary:: :toctree: api/ DataFrame.index DataFrame.columns DataFrame.empty
.. autosummary:: :toctree: api/ DataFrame.dtypes DataFrame.shape DataFrame.axes DataFrame.ndim DataFrame.size DataFrame.select_dtypes DataFrame.values
.. autosummary:: :toctree: api/ DataFrame.copy DataFrame.isna DataFrame.astype DataFrame.isnull DataFrame.notna DataFrame.notnull DataFrame.pad DataFrame.bool
.. autosummary:: :toctree: api/ DataFrame.at DataFrame.iat DataFrame.head DataFrame.idxmax DataFrame.idxmin DataFrame.loc DataFrame.iloc DataFrame.items DataFrame.iteritems DataFrame.iterrows DataFrame.itertuples DataFrame.keys DataFrame.pop DataFrame.tail DataFrame.xs DataFrame.get DataFrame.where DataFrame.mask DataFrame.query
.. autosummary:: :toctree: api/ DataFrame.add DataFrame.radd DataFrame.div DataFrame.rdiv DataFrame.truediv DataFrame.rtruediv DataFrame.mul DataFrame.rmul DataFrame.sub DataFrame.rsub DataFrame.pow DataFrame.rpow DataFrame.mod DataFrame.rmod DataFrame.floordiv DataFrame.rfloordiv DataFrame.lt DataFrame.gt DataFrame.le DataFrame.ge DataFrame.ne DataFrame.eq DataFrame.dot
.. autosummary:: :toctree: api/ DataFrame.apply DataFrame.applymap DataFrame.pipe DataFrame.agg DataFrame.aggregate DataFrame.groupby DataFrame.rolling DataFrame.expanding DataFrame.transform
.. autosummary:: :toctree: api/ DataFrame.abs DataFrame.all DataFrame.any DataFrame.clip DataFrame.corr DataFrame.count DataFrame.describe DataFrame.kurt DataFrame.kurtosis DataFrame.mad DataFrame.max DataFrame.mean DataFrame.min DataFrame.median DataFrame.pct_change DataFrame.prod DataFrame.product DataFrame.quantile DataFrame.nunique DataFrame.sem DataFrame.skew DataFrame.sum DataFrame.std DataFrame.var DataFrame.cummin DataFrame.cummax DataFrame.cumsum DataFrame.cumprod DataFrame.round DataFrame.diff DataFrame.eval
.. autosummary:: :toctree: api/ DataFrame.add_prefix DataFrame.add_suffix DataFrame.align DataFrame.at_time DataFrame.between_time DataFrame.drop DataFrame.droplevel DataFrame.drop_duplicates DataFrame.duplicated DataFrame.equals DataFrame.filter DataFrame.first DataFrame.head DataFrame.last DataFrame.rename DataFrame.rename_axis DataFrame.reset_index DataFrame.set_index DataFrame.swapaxes DataFrame.swaplevel DataFrame.take DataFrame.isin DataFrame.sample DataFrame.truncate
.. autosummary:: :toctree: api/ DataFrame.backfill DataFrame.dropna DataFrame.fillna DataFrame.replace DataFrame.bfill DataFrame.ffill
.. autosummary:: :toctree: api/ DataFrame.pivot_table DataFrame.pivot DataFrame.sort_index DataFrame.sort_values DataFrame.nlargest DataFrame.nsmallest DataFrame.stack DataFrame.unstack DataFrame.melt DataFrame.explode DataFrame.squeeze DataFrame.T DataFrame.transpose DataFrame.reindex DataFrame.reindex_like DataFrame.rank
.. autosummary:: :toctree: api/ DataFrame.append DataFrame.assign DataFrame.merge DataFrame.join DataFrame.update DataFrame.insert
.. autosummary:: :toctree: api/ DataFrame.shift DataFrame.first_valid_index DataFrame.last_valid_index
.. autosummary:: :toctree: api/ DataFrame.from_records DataFrame.info DataFrame.to_table DataFrame.to_delta DataFrame.to_parquet DataFrame.to_spark_io DataFrame.to_csv DataFrame.to_pandas DataFrame.to_html DataFrame.to_numpy DataFrame.to_spark DataFrame.to_string DataFrame.to_json DataFrame.to_dict DataFrame.to_excel DataFrame.to_clipboard DataFrame.to_markdown DataFrame.to_records DataFrame.to_latex DataFrame.style
DataFrame.spark
provides features that does not exist in pandas but
in Spark. These can be accessed by DataFrame.spark.<function/property>
.
.. autosummary:: :toctree: api/ DataFrame.spark.frame DataFrame.spark.cache DataFrame.spark.persist DataFrame.spark.hint DataFrame.spark.to_table DataFrame.spark.to_spark_io DataFrame.spark.apply DataFrame.spark.repartition DataFrame.spark.coalesce
DataFrame.plot
is both a callable method and a namespace attribute for
specific plotting methods of the form DataFrame.plot.<kind>
.
.. autosummary:: :toctree: api/ DataFrame.plot DataFrame.plot.area DataFrame.plot.barh DataFrame.plot.bar DataFrame.plot.hist DataFrame.plot.line DataFrame.plot.pie DataFrame.plot.scatter DataFrame.plot.density DataFrame.hist DataFrame.kde
DataFrame.pandas_on_spark
provides pandas-on-Spark specific features that exists only in pandas API on Spark.
These can be accessed by DataFrame.pandas_on_spark.<function/property>
.
.. autosummary:: :toctree: api/ DataFrame.pandas_on_spark.apply_batch DataFrame.pandas_on_spark.transform_batch