.. _api.series: ====== Series ====== The following table lists both implemented and not implemented methods. If you have need of an operation that is listed as not implemented, feel free to open an issue on the `GitHub repository`_, or give a thumbs up to already created issues. Contributions are also welcome! The following table is structured as follows: The first column contains the method name. The second column contains link to a description of corresponding pandas method. The third column is a flag for whether or not there is an implementation in Xorbits for the method in the left column. ``Y`` stands for yes, ``N`` stands for no, ``P`` standsfor partial (meaning some parameters may not be supported yet), and ``D`` stands for default to pandas. Constructor ----------- +--------------------+------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +--------------------+------------+------------------------+----------------------------------+ | ``Series`` | `Series`_ | Y | | +--------------------+------------+------------------------+----------------------------------+ Attributes ---------- **Axes** +-------------------------+------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.index`` | `Series.index`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.array`` | `Series.array`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.values`` | `Series.values`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.dtype`` | `Series.dtype`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.shape`` | `Series.shape`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.nbytes`` | `Series.nbytes`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.ndim`` | `Series.ndim`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.size`` | `Series.size`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.T`` | `Series.T`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.memory_usage`` | `Series.memory_usage`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.hasnans`` | `Series.hasnans`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.empty`` | `Series.empty`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.dtypes`` | `Series.dtypes`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.name`` | `Series.name`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.flags`` | `Series.flags`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.set_flags`` | `Series.set_flags`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ Conversion ---------- +---------------------------+--------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.astype`` | `Series.astype`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.convert_dtypes`` | `Series.convert_dtypes`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.infer_objects`` | `Series.infer_objects`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.copy`` | `Series.copy`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.bool`` | `Series.bool`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.to_numpy`` | `Series.to_numpy`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.to_period`` | `Series.to_period`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.to_timestamp`` | `Series.to_timestamp`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.to_list`` | `Series.to_list`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.__array__`` | `Series.__array__`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ Indexing, iteration ------------------- +----------------------+---------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.get`` | `Series.get`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.at`` | `Series.at`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.iat`` | `Series.iat`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.loc`` | `Series.loc`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.iloc`` | `Series.iloc`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.__iter__`` | `Series.__iter__`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.items`` | `Series.items`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.iteritems`` | `Series.iteritems`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.keys`` | `Series.keys`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.pop`` | `Series.pop`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.item`` | `Series.item`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.xs`` | `Series.xs`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ For more information on ``.at``, ``.iat``, ``.loc``, and ``.iloc``, see the :ref:`indexing documentation `. Binary operator functions ------------------------- +--------------------------+-------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.add`` | `Series.add`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.sub`` | `Series.sub`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.mul`` | `Series.mul`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.div`` | `Series.div`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.truediv`` | `Series.truediv`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.floordiv`` | `Series.floordiv`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.mod`` | `Series.mod`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.pow`` | `Series.pow`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.radd`` | `Series.radd`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.rsub`` | `Series.rsub`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.rmul`` | `Series.rmul`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.rdiv`` | `Series.rdiv`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.rtruediv`` | `Series.rtruediv`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.rfloordiv`` | `Series.rfloordiv`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.rmod`` | `Series.rmod`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.rpow`` | `Series.rpow`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.combine`` | `Series.combine`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.combine_first`` | `Series.combine_first`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.round`` | `Series.round`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.lt`` | `Series.lt`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.gt`` | `Series.gt`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.le`` | `Series.le`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.ge`` | `Series.ge`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.ne`` | `Series.ne`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.eq`` | `Series.eq`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.product`` | `Series.product`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.dot`` | `Series.dot`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ Function application, GroupBy & window -------------------------------------- +----------------------+---------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.apply`` | `Series.apply`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.agg`` | `Series.agg`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.aggregate`` | `Series.aggregate`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.transform`` | `Series.transform`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.map`` | `Series.map`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.groupby`` | `Series.groupby`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.rolling`` | `Series.rolling`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.expanding`` | `Series.expanding`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.ewm`` | `Series.ewm`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ | ``Series.pipe`` | `Series.pipe`_ | Y | | +----------------------+---------------------+------------------------+----------------------------------+ .. _api.series.stats: Computations / descriptive stats -------------------------------- +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.abs`` | `Series.abs`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.all`` | `Series.all`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.any`` | `Series.any`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.autocorr`` | `Series.autocorr`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.between`` | `Series.between`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.clip`` | `Series.clip`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.corr`` | `Series.corr`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.count`` | `Series.count`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.cov`` | `Series.cov`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.cummax`` | `Series.cummax`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.cummin`` | `Series.cummin`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.cumprod`` | `Series.cumprod`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.cumsum`` | `Series.cumsum`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.describe`` | `Series.describe`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.diff`` | `Series.diff`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.factorize`` | `Series.factorize`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.kurt`` | `Series.kurt`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.mad`` | `Series.mad`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.max`` | `Series.max`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.mean`` | `Series.mean`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.median`` | `Series.median`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.min`` | `Series.min`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.mode`` | `Series.mode`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.nlargest`` | `Series.nlargest`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.nsmallest`` | `Series.nsmallest`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.pct_change`` | `Series.pct_change`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.prod`` | `Series.prod`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.quantile`` | `Series.quantile`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.rank`` | `Series.rank`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.sem`` | `Series.sem`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.skew`` | `Series.skew`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.std`` | `Series.std`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.sum`` | `Series.sum`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.var`` | `Series.var`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.kurtosis`` | `Series.kurtosis`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.unique`` | `Series.unique`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.nunique`` | `Series.nunique`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.is_unique`` | `Series.is_unique`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.is_monotonic`` | `Series.is_monotonic`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.is_monotonic_increasing`` | `Series.is_monotonic_increasing`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.is_monotonic_decreasing`` | `Series.is_monotonic_decreasing`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ | ``Series.value_counts`` | `Series.value_counts`_ | Y | | +------------------------------------+-----------------------------------+------------------------+----------------------------------+ Reindexing / selection / label manipulation ------------------------------------------- +----------------------------+---------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.align`` | `Series.align`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.drop`` | `Series.drop`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.droplevel`` | `Series.droplevel`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.drop_duplicates`` | `Series.drop_duplicates`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.duplicated`` | `Series.duplicated`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.equals`` | `Series.equals`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.first`` | `Series.first`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.head`` | `Series.head`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.idxmax`` | `Series.idxmax`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.idxmin`` | `Series.idxmin`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.isin`` | `Series.isin`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.last`` | `Series.last`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.reindex`` | `Series.reindex`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.reindex_like`` | `Series.reindex_like`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.rename`` | `Series.rename`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.rename_axis`` | `Series.rename_axis`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.reset_index`` | `Series.reset_index`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.sample`` | `Series.sample`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.set_axis`` | `Series.set_axis`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.take`` | `Series.take`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.tail`` | `Series.tail`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.truncate`` | `Series.truncate`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.where`` | `Series.where`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.mask`` | `Series.mask`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.add_prefix`` | `Series.add_prefix`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.add_suffix`` | `Series.add_suffix`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.filter`` | `Series.filter`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ Missing data handling --------------------- +------------------------+-----------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.backfill`` | `Series.backfill`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.bfill`` | `Series.bfill`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.dropna`` | `Series.dropna`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.ffill`` | `Series.ffill`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.fillna`` | `Series.fillna`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.interpolate`` | `Series.interpolate`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.isna`` | `Series.isna`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.isnull`` | `Series.isnull`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.notna`` | `Series.notna`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.notnull`` | `Series.notnull`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.pad`` | `Series.pad`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ | ``Series.replace`` | `Series.replace`_ | Y | | +------------------------+-----------------------+------------------------+----------------------------------+ Reshaping, sorting ------------------ +---------------------------+--------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.argsort`` | `Series.argsort`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.argmin`` | `Series.argmin`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.argmax`` | `Series.argmax`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.reorder_levels`` | `Series.reorder_levels`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.sort_values`` | `Series.sort_values`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.sort_index`` | `Series.sort_index`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.swaplevel`` | `Series.swaplevel`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.unstack`` | `Series.unstack`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.explode`` | `Series.explode`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.searchsorted`` | `Series.searchsorted`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.ravel`` | `Series.ravel`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.repeat`` | `Series.repeat`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.squeeze`` | `Series.squeeze`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ | ``Series.view`` | `Series.view`_ | Y | | +---------------------------+--------------------------+------------------------+----------------------------------+ Combining / comparing / joining / merging ----------------------------------------- +--------------------+-------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +--------------------+-------------------+------------------------+----------------------------------+ | ``Series.append`` | `Series.append`_ | Y | | +--------------------+-------------------+------------------------+----------------------------------+ | ``Series.compare`` | `Series.compare`_ | Y | | +--------------------+-------------------+------------------------+----------------------------------+ | ``Series.update`` | `Series.update`_ | Y | | +--------------------+-------------------+------------------------+----------------------------------+ Time Series-related ------------------- +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.asfreq`` | `Series.asfreq`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.asof`` | `Series.asof`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.shift`` | `Series.shift`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.first_valid_index`` | `Series.first_valid_index`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.last_valid_index`` | `Series.last_valid_index`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.resample`` | `Series.resample`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.tz_convert`` | `Series.tz_convert`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.tz_localize`` | `Series.tz_localize`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.at_time`` | `Series.at_time`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.between_time`` | `Series.between_time`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.tshift`` | `Series.tshift`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.slice_shift`` | `Series.slice_shift`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ Accessors --------- pandas provides dtype-specific methods under various accessors. These are separate namespaces within :class:`Series` that only apply to specific data types. =========================== ================================= Data Type Accessor =========================== ================================= Datetime, Timedelta, Period :ref:`dt ` String :ref:`str ` Categorical :ref:`cat ` Sparse :ref:`sparse ` =========================== ================================= .. _api.series.dt: Datetimelike properties ~~~~~~~~~~~~~~~~~~~~~~~ ``Series.dt`` can be used to access the values of the series as datetimelike and return several properties. These can be accessed like ``Series.dt.``. Datetime properties ^^^^^^^^^^^^^^^^^^^ +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.date`` | `Series.dt.date`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.time`` | `Series.dt.time`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.timetz`` | `Series.dt.timetz`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.year`` | `Series.dt.year`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.month`` | `Series.dt.month`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.day`` | `Series.dt.day`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.hour`` | `Series.dt.hour`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.minute`` | `Series.dt.minute`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.second`` | `Series.dt.second`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.microsecond`` | `Series.dt.microsecond`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.nanosecond`` | `Series.dt.nanosecond`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.week`` | `Series.dt.week`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.weekofyear`` | `Series.dt.weekofyear`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.dayofweek`` | `Series.dt.dayofweek`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.day_of_week`` | `Series.dt.day_of_week`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.weekday`` | `Series.dt.weekday`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.dayofyear`` | `Series.dt.dayofyear`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.day_of_year`` | `Series.dt.day_of_year`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.quarter`` | `Series.dt.quarter`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.is_month_start`` | `Series.dt.is_month_start`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.is_month_end`` | `Series.dt.is_month_end`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.is_quarter_start`` | `Series.dt.is_quarter_start`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.is_quarter_end`` | `Series.dt.is_quarter_end`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.is_year_start`` | `Series.dt.is_year_start`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.is_year_end`` | `Series.dt.is_year_end`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.is_leap_year`` | `Series.dt.is_leap_year`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.daysinmonth`` | `Series.dt.daysinmonth`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.days_in_month`` | `Series.dt.days_in_month`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.tz`` | `Series.dt.tz`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ | ``Series.dt.freq`` | `Series.dt.freq`_ | Y | | +--------------------------------+-------------------------------+------------------------+----------------------------------+ Datetime methods ^^^^^^^^^^^^^^^^ +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.isocalendar`` | `Series.dt.isocalendar`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.to_period`` | `Series.dt.to_period`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.to_pydatetime`` | `Series.dt.to_pydatetime`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.tz_localize`` | `Series.dt.tz_localize`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.tz_convert`` | `Series.dt.tz_convert`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.normalize`` | `Series.dt.normalize`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.strftime`` | `Series.dt.strftime`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.round`` | `Series.dt.round`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.floor`` | `Series.dt.floor`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.ceil`` | `Series.dt.ceil`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.month_name`` | `Series.dt.month_name`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ | ``Series.dt.day_name`` | `Series.dt.day_name`_ | Y | | +-----------------------------+----------------------------+------------------------+----------------------------------+ Period properties ^^^^^^^^^^^^^^^^^ +--------------------------+-------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.dt.qyear`` | `Series.dt.qyear`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.dt.start_time`` | `Series.dt.start_time`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ | ``Series.dt.end_time`` | `Series.dt.end_time`_ | Y | | +--------------------------+-------------------------+------------------------+----------------------------------+ Timedelta properties ^^^^^^^^^^^^^^^^^^^^ +----------------------------+---------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.dt.days`` | `Series.dt.days`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.dt.seconds`` | `Series.dt.seconds`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.dt.microseconds`` | `Series.dt.microseconds`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.dt.nanoseconds`` | `Series.dt.nanoseconds`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ | ``Series.dt.components`` | `Series.dt.components`_ | Y | | +----------------------------+---------------------------+------------------------+----------------------------------+ Timedelta methods ^^^^^^^^^^^^^^^^^ +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.dt.to_pytimedelta`` | `Series.dt.to_pytimedelta`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.dt.total_seconds`` | `Series.dt.total_seconds`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ .. _api.series.str: String handling ~~~~~~~~~~~~~~~ ``Series.str`` can be used to access the values of the series as strings and apply several methods to it. These can be accessed like ``Series.str.``. +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.capitalize`` | `Series.str.capitalize`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.casefold`` | `Series.str.casefold`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.cat`` | `Series.str.cat`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.center`` | `Series.str.center`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.contains`` | `Series.str.contains`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.count`` | `Series.str.count`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.decode`` | `Series.str.decode`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.encode`` | `Series.str.encode`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.endswith`` | `Series.str.endswith`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.extract`` | `Series.str.extract`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.extractall`` | `Series.str.extractall`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.find`` | `Series.str.find`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.findall`` | `Series.str.findall`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.fullmatch`` | `Series.str.fullmatch`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.get`` | `Series.str.get`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.index`` | `Series.str.index`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.join`` | `Series.str.join`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.len`` | `Series.str.len`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.ljust`` | `Series.str.ljust`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.lower`` | `Series.str.lower`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.lstrip`` | `Series.str.lstrip`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.match`` | `Series.str.match`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.normalize`` | `Series.str.normalize`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.pad`` | `Series.str.pad`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.partition`` | `Series.str.partition`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.removeprefix`` | `Series.str.removeprefix`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.removesuffix`` | `Series.str.removesuffix`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.repeat`` | `Series.str.repeat`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.replace`` | `Series.str.replace`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.rfind`` | `Series.str.rfind`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.rindex`` | `Series.str.rindex`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.rjust`` | `Series.str.rjust`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.rpartition`` | `Series.str.rpartition`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.rstrip`` | `Series.str.rstrip`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.slice`` | `Series.str.slice`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.slice_replace`` | `Series.str.slice_replace`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.split`` | `Series.str.split`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.rsplit`` | `Series.str.rsplit`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.startswith`` | `Series.str.startswith`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.strip`` | `Series.str.strip`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.swapcase`` | `Series.str.swapcase`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.title`` | `Series.str.title`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.translate`` | `Series.str.translate`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.upper`` | `Series.str.upper`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.wrap`` | `Series.str.wrap`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.zfill`` | `Series.str.zfill`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.isalnum`` | `Series.str.isalnum`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.isalpha`` | `Series.str.isalpha`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.isdigit`` | `Series.str.isdigit`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.isspace`` | `Series.str.isspace`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.islower`` | `Series.str.islower`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.isupper`` | `Series.str.isupper`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.istitle`` | `Series.str.istitle`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.isnumeric`` | `Series.str.isnumeric`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.isdecimal`` | `Series.str.isdecimal`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str.get_dummies`` | `Series.str.get_dummies`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.str`` | `Series.str`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.cat`` | `Series.cat`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.dt`` | `Series.dt`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.sparse`` | `Series.sparse`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``DataFrame.sparse`` | `DataFrame.sparse`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Index.str`` | `Index.str`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ .. _api.series.cat: Categorical accessor ~~~~~~~~~~~~~~~~~~~~ Categorical-dtype specific methods and attributes are available under the ``Series.cat`` accessor. +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.categories`` | `Series.cat.categories`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.ordered`` | `Series.cat.ordered`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.codes`` | `Series.cat.codes`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.rename_categories`` | `Series.cat.rename_categories`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.reorder_categories`` | `Series.cat.reorder_categories`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.add_categories`` | `Series.cat.add_categories`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.remove_categories`` | `Series.cat.remove_categories`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.remove_unused_categories`` | `Series.cat.remove_unused_categories`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.set_categories`` | `Series.cat.set_categories`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.as_ordered`` | `Series.cat.as_ordered`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ | ``Series.cat.as_unordered`` | `Series.cat.as_unordered`_ | Y | | +-----------------------------------------+----------------------------------------+------------------------+----------------------------------+ .. _api.series.sparse: Sparse accessor ~~~~~~~~~~~~~~~ Sparse-dtype specific methods and attributes are provided under the ``Series.sparse`` accessor. +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.sparse.npoints`` | `Series.sparse.npoints`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.sparse.density`` | `Series.sparse.density`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.sparse.fill_value`` | `Series.sparse.fill_value`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.sparse.sp_values`` | `Series.sparse.sp_values`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.sparse.from_coo`` | `Series.sparse.from_coo`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ | ``Series.sparse.to_coo`` | `Series.sparse.to_coo`_ | Y | | +------------------------------+-----------------------------+------------------------+----------------------------------+ .. _api.series.flags: Flags ~~~~~ Flags refer to attributes of the xorbits.pandas object. Properties of the dataset (like the date is was recorded, the URL it was accessed from, etc.) should be stored in :attr:`Series.attrs`. +--------------------+------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +--------------------+------------+------------------------+----------------------------------+ | ``Flags`` | `Flags`_ | Y | | +--------------------+------------+------------------------+----------------------------------+ .. _api.series.metadata: Metadata ~~~~~~~~ :attr:`Series.attrs` is a dictionary for storing global metadata for this Series. .. warning:: ``Series.attrs`` is considered experimental and may change without warning. +--------------------+-----------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +--------------------+-----------------+------------------------+----------------------------------+ | ``Series.attrs`` | `Series.attrs`_ | Y | | +--------------------+-----------------+------------------------+----------------------------------+ Plotting -------- ``Series.plot`` is both a callable method and a namespace attribute for specific plotting methods of the form ``Series.plot.``. +-------------------------+------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.plot`` | `Series.plot`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.plot.area`` | `Series.plot.area`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.plot.bar`` | `Series.plot.bar`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.plot.barh`` | `Series.plot.barh`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.plot.box`` | `Series.plot.box`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.plot.density`` | `Series.plot.density`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.plot.hist`` | `Series.plot.hist`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.plot.kde`` | `Series.plot.kde`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.plot.line`` | `Series.plot.line`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.plot.pie`` | `Series.plot.pie`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.hist`` | `Series.hist`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ Serialization / IO / conversion ------------------------------- +-------------------------+------------------------+------------------------+----------------------------------+ | ``xorbits.pandas`` | ``pandas`` | Implemented? (Y/N/P/D) | Notes for Current implementation | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_pickle`` | `Series.to_pickle`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_csv`` | `Series.to_csv`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_dict`` | `Series.to_dict`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_excel`` | `Series.to_excel`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_frame`` | `Series.to_frame`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_xarray`` | `Series.to_xarray`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_hdf`` | `Series.to_hdf`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_sql`` | `Series.to_sql`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_json`` | `Series.to_json`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_string`` | `Series.to_string`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_clipboard`` | `Series.to_clipboard`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_latex`` | `Series.to_latex`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ | ``Series.to_markdown`` | `Series.to_markdown`_ | Y | | +-------------------------+------------------------+------------------------+----------------------------------+ .. _`GitHub repository`: https://github.com/xorbitsai/xorbits/issues .. _`Series`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.html .. _`Series.index`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.index.html .. _`Series.array`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.array.html .. _`Series.values`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.values.html .. _`Series.dtype`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dtype.html .. _`Series.shape`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.shape.html .. _`Series.nbytes`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.nbytes.html .. _`Series.ndim`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.ndim.html .. _`Series.size`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.size.html .. _`Series.T`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.T.html .. _`Series.memory_usage`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.memory_usage.html .. _`Series.hasnans`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.hasnans.html .. _`Series.empty`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.empty.html .. _`Series.dtypes`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dtypes.html .. _`Series.name`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.name.html .. _`Series.flags`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.flags.html .. _`Series.set_flags`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.set_flags.html .. _`Series.astype`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.astype.html .. _`Series.convert_dtypes`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.convert_dtypes.html .. _`Series.infer_objects`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.infer_objects.html .. _`Series.copy`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.copy.html .. _`Series.bool`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.bool.html .. _`Series.to_numpy`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_numpy.html .. _`Series.to_period`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_period.html .. _`Series.to_timestamp`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_timestamp.html .. _`Series.to_list`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_list.html .. _`Series.__array__`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.__array__.html .. _`Series.get`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.get.html .. _`Series.at`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.at.html .. _`Series.iat`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.iat.html .. _`Series.loc`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.loc.html .. _`Series.iloc`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.iloc.html .. _`Series.__iter__`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.__iter__.html .. _`Series.items`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.items.html .. _`Series.iteritems`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.iteritems.html .. _`Series.keys`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.keys.html .. _`Series.pop`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.pop.html .. _`Series.item`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.item.html .. _`Series.xs`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.xs.html .. _`Series.add`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.add.html .. _`Series.sub`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sub.html .. _`Series.mul`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.mul.html .. _`Series.div`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.div.html .. _`Series.truediv`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.truediv.html .. _`Series.floordiv`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.floordiv.html .. _`Series.mod`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.mod.html .. _`Series.pow`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.pow.html .. _`Series.radd`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.radd.html .. _`Series.rsub`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rsub.html .. _`Series.rmul`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rmul.html .. _`Series.rdiv`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rdiv.html .. _`Series.rtruediv`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rtruediv.html .. _`Series.rfloordiv`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rfloordiv.html .. _`Series.rmod`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rmod.html .. _`Series.rpow`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rpow.html .. _`Series.combine`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.combine.html .. _`Series.combine_first`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.combine_first.html .. _`Series.round`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.round.html .. _`Series.lt`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.lt.html .. _`Series.gt`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.gt.html .. _`Series.le`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.le.html .. _`Series.ge`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.ge.html .. _`Series.ne`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.ne.html .. _`Series.eq`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.eq.html .. _`Series.product`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.product.html .. _`Series.dot`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dot.html .. _`Series.apply`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.apply.html .. _`Series.agg`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.agg.html .. _`Series.aggregate`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.aggregate.html .. _`Series.transform`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.transform.html .. _`Series.map`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.map.html .. _`Series.groupby`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.groupby.html .. _`Series.rolling`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rolling.html .. _`Series.expanding`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.expanding.html .. _`Series.ewm`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.ewm.html .. _`Series.pipe`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.pipe.html .. _`Series.abs`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.abs.html .. _`Series.all`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.all.html .. _`Series.any`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.any.html .. _`Series.autocorr`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.autocorr.html .. _`Series.between`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.between.html .. _`Series.clip`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.clip.html .. _`Series.corr`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.corr.html .. _`Series.count`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.count.html .. _`Series.cov`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cov.html .. _`Series.cummax`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cummax.html .. _`Series.cummin`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cummin.html .. _`Series.cumprod`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cumprod.html .. _`Series.cumsum`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cumsum.html .. _`Series.describe`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.describe.html .. _`Series.diff`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.diff.html .. _`Series.factorize`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.factorize.html .. _`Series.kurt`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.kurt.html .. _`Series.mad`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.mad.html .. _`Series.max`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.max.html .. _`Series.mean`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.mean.html .. _`Series.median`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.median.html .. _`Series.min`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.min.html .. _`Series.mode`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.mode.html .. _`Series.nlargest`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.nlargest.html .. _`Series.nsmallest`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.nsmallest.html .. _`Series.pct_change`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.pct_change.html .. _`Series.prod`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.prod.html .. _`Series.quantile`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.quantile.html .. _`Series.rank`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rank.html .. _`Series.sem`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sem.html .. _`Series.skew`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.skew.html .. _`Series.std`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.std.html .. _`Series.sum`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sum.html .. _`Series.var`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.var.html .. _`Series.kurtosis`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.kurtosis.html .. _`Series.unique`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.unique.html .. _`Series.nunique`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.nunique.html .. _`Series.is_unique`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.is_unique.html .. _`Series.is_monotonic`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.is_monotonic.html .. _`Series.is_monotonic_increasing`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.is_monotonic_increasing.html .. _`Series.is_monotonic_decreasing`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.is_monotonic_decreasing.html .. _`Series.value_counts`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.value_counts.html .. _`Series.align`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.align.html .. _`Series.drop`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.drop.html .. _`Series.droplevel`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.droplevel.html .. _`Series.drop_duplicates`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.drop_duplicates.html .. _`Series.duplicated`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.duplicated.html .. _`Series.equals`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.equals.html .. _`Series.first`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.first.html .. _`Series.head`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.head.html .. _`Series.idxmax`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.idxmax.html .. _`Series.idxmin`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.idxmin.html .. _`Series.isin`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.isin.html .. _`Series.last`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.last.html .. _`Series.reindex`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.reindex.html .. _`Series.reindex_like`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.reindex_like.html .. _`Series.rename`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rename.html .. _`Series.rename_axis`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.rename_axis.html .. _`Series.reset_index`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.reset_index.html .. _`Series.sample`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sample.html .. _`Series.set_axis`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.set_axis.html .. _`Series.take`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.take.html .. _`Series.tail`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.tail.html .. _`Series.truncate`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.truncate.html .. _`Series.where`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.where.html .. _`Series.mask`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.mask.html .. _`Series.add_prefix`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.add_prefix.html .. _`Series.add_suffix`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.add_suffix.html .. _`Series.filter`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.filter.html .. _`Series.backfill`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.backfill.html .. _`Series.bfill`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.bfill.html .. _`Series.dropna`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dropna.html .. _`Series.ffill`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.ffill.html .. _`Series.fillna`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.fillna.html .. _`Series.interpolate`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.interpolate.html .. _`Series.isna`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.isna.html .. _`Series.isnull`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.isnull.html .. _`Series.notna`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.notna.html .. _`Series.notnull`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.notnull.html .. _`Series.pad`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.pad.html .. _`Series.replace`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.replace.html .. _`Series.argsort`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.argsort.html .. _`Series.argmin`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.argmin.html .. _`Series.argmax`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.argmax.html .. _`Series.reorder_levels`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.reorder_levels.html .. _`Series.sort_values`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sort_values.html .. _`Series.sort_index`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sort_index.html .. _`Series.swaplevel`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.swaplevel.html .. _`Series.unstack`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.unstack.html .. _`Series.explode`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.explode.html .. _`Series.searchsorted`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.searchsorted.html .. _`Series.ravel`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.ravel.html .. _`Series.repeat`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.repeat.html .. _`Series.squeeze`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.squeeze.html .. _`Series.view`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.view.html .. _`Series.append`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.append.html .. _`Series.compare`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.compare.html .. _`Series.update`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.update.html .. _`Series.asfreq`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.asfreq.html .. _`Series.asof`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.asof.html .. _`Series.shift`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.shift.html .. _`Series.first_valid_index`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.first_valid_index.html .. _`Series.last_valid_index`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.last_valid_index.html .. _`Series.resample`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.resample.html .. _`Series.tz_convert`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.tz_convert.html .. _`Series.tz_localize`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.tz_localize.html .. _`Series.at_time`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.at_time.html .. _`Series.between_time`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.between_time.html .. _`Series.tshift`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.tshift.html .. _`Series.slice_shift`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.slice_shift.html .. _`Series.dt.date`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.date.html .. _`Series.dt.time`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.time.html .. _`Series.dt.timetz`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.timetz.html .. _`Series.dt.year`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.year.html .. _`Series.dt.month`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.month.html .. _`Series.dt.day`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.day.html .. _`Series.dt.hour`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.hour.html .. _`Series.dt.minute`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.minute.html .. _`Series.dt.second`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.second.html .. _`Series.dt.microsecond`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.microsecond.html .. _`Series.dt.nanosecond`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.nanosecond.html .. _`Series.dt.week`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.week.html .. _`Series.dt.weekofyear`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.weekofyear.html .. _`Series.dt.dayofweek`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.dayofweek.html .. _`Series.dt.day_of_week`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.day_of_week.html .. _`Series.dt.weekday`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.weekday.html .. _`Series.dt.dayofyear`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.dayofyear.html .. _`Series.dt.day_of_year`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.day_of_year.html .. _`Series.dt.quarter`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.quarter.html .. _`Series.dt.is_month_start`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.is_month_start.html .. _`Series.dt.is_month_end`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.is_month_end.html .. _`Series.dt.is_quarter_start`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.is_quarter_start.html .. _`Series.dt.is_quarter_end`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.is_quarter_end.html .. _`Series.dt.is_year_start`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.is_year_start.html .. _`Series.dt.is_year_end`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.is_year_end.html .. _`Series.dt.is_leap_year`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.is_leap_year.html .. _`Series.dt.daysinmonth`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.daysinmonth.html .. _`Series.dt.days_in_month`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.days_in_month.html .. _`Series.dt.tz`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.tz.html .. _`Series.dt.freq`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.freq.html .. _`Series.dt.isocalendar`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.isocalendar.html .. _`Series.dt.to_period`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.to_period.html .. _`Series.dt.to_pydatetime`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.to_pydatetime.html .. _`Series.dt.tz_localize`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.tz_localize.html .. _`Series.dt.tz_convert`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.tz_convert.html .. _`Series.dt.normalize`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.normalize.html .. _`Series.dt.strftime`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.strftime.html .. _`Series.dt.round`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.round.html .. _`Series.dt.floor`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.floor.html .. _`Series.dt.ceil`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.ceil.html .. _`Series.dt.month_name`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.month_name.html .. _`Series.dt.day_name`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.day_name.html .. _`Series.dt.qyear`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.qyear.html .. _`Series.dt.start_time`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.start_time.html .. _`Series.dt.end_time`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.end_time.html .. _`Series.dt.days`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.days.html .. _`Series.dt.seconds`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.seconds.html .. _`Series.dt.microseconds`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.microseconds.html .. _`Series.dt.nanoseconds`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.nanoseconds.html .. _`Series.dt.components`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.components.html .. _`Series.dt.to_pytimedelta`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.to_pytimedelta.html .. _`Series.dt.total_seconds`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.total_seconds.html .. _`Series.str.capitalize`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.capitalize.html .. _`Series.str.casefold`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.casefold.html .. _`Series.str.cat`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.cat.html .. _`Series.str.center`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.center.html .. _`Series.str.contains`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.contains.html .. _`Series.str.count`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.count.html .. _`Series.str.decode`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.decode.html .. _`Series.str.encode`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.encode.html .. _`Series.str.endswith`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.endswith.html .. _`Series.str.extract`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.extract.html .. _`Series.str.extractall`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.extractall.html .. _`Series.str.find`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.find.html .. _`Series.str.findall`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.findall.html .. _`Series.str.fullmatch`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.fullmatch.html .. _`Series.str.get`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.get.html .. _`Series.str.index`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.index.html .. _`Series.str.join`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.join.html .. _`Series.str.len`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.len.html .. _`Series.str.ljust`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.ljust.html .. _`Series.str.lower`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.lower.html .. _`Series.str.lstrip`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.lstrip.html .. _`Series.str.match`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.match.html .. _`Series.str.normalize`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.normalize.html .. _`Series.str.pad`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.pad.html .. _`Series.str.partition`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.partition.html .. _`Series.str.removeprefix`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.removeprefix.html .. _`Series.str.removesuffix`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.removesuffix.html .. _`Series.str.repeat`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.repeat.html .. _`Series.str.replace`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.replace.html .. _`Series.str.rfind`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.rfind.html .. _`Series.str.rindex`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.rindex.html .. _`Series.str.rjust`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.rjust.html .. _`Series.str.rpartition`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.rpartition.html .. _`Series.str.rstrip`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.rstrip.html .. _`Series.str.slice`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.slice.html .. _`Series.str.slice_replace`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.slice_replace.html .. _`Series.str.split`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.split.html .. _`Series.str.rsplit`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.rsplit.html .. _`Series.str.startswith`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.startswith.html .. _`Series.str.strip`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.strip.html .. _`Series.str.swapcase`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.swapcase.html .. _`Series.str.title`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.title.html .. _`Series.str.translate`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.translate.html .. _`Series.str.upper`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.upper.html .. _`Series.str.wrap`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.wrap.html .. _`Series.str.zfill`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.zfill.html .. _`Series.str.isalnum`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.isalnum.html .. _`Series.str.isalpha`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.isalpha.html .. _`Series.str.isdigit`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.isdigit.html .. _`Series.str.isspace`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.isspace.html .. _`Series.str.islower`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.islower.html .. _`Series.str.isupper`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.isupper.html .. _`Series.str.istitle`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.istitle.html .. _`Series.str.isnumeric`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.isnumeric.html .. _`Series.str.isdecimal`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.isdecimal.html .. _`Series.str.get_dummies`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.get_dummies.html .. _`Series.str`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.html .. _`Series.cat`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.html .. _`Series.dt`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.dt.html .. _`Series.sparse`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sparse.html .. _`DataFrame.sparse`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.sparse.html .. _`Index.str`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Index.str.html .. _`Series.cat.categories`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.categories.html .. _`Series.cat.ordered`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.ordered.html .. _`Series.cat.codes`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.codes.html .. _`Series.cat.rename_categories`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.rename_categories.html .. _`Series.cat.reorder_categories`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.reorder_categories.html .. _`Series.cat.add_categories`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.add_categories.html .. _`Series.cat.remove_categories`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.remove_categories.html .. _`Series.cat.remove_unused_categories`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.remove_unused_categories.html .. _`Series.cat.set_categories`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.set_categories.html .. _`Series.cat.as_ordered`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.as_ordered.html .. _`Series.cat.as_unordered`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.cat.as_unordered.html .. _`Series.sparse.npoints`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sparse.npoints.html .. _`Series.sparse.density`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sparse.density.html .. _`Series.sparse.fill_value`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sparse.fill_value.html .. _`Series.sparse.sp_values`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sparse.sp_values.html .. _`Series.sparse.from_coo`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sparse.from_coo.html .. _`Series.sparse.to_coo`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sparse.to_coo.html .. _`Flags`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Flags.html .. _`Series.attrs`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.attrs.html .. _`Series.plot`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.plot.html .. _`Series.plot.area`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.plot.area.html .. _`Series.plot.bar`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.plot.bar.html .. _`Series.plot.barh`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.plot.barh.html .. _`Series.plot.box`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.plot.box.html .. _`Series.plot.density`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.plot.density.html .. _`Series.plot.hist`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.plot.hist.html .. _`Series.plot.kde`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.plot.kde.html .. _`Series.plot.line`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.plot.line.html .. _`Series.plot.pie`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.plot.pie.html .. _`Series.hist`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.hist.html .. _`Series.to_pickle`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_pickle.html .. _`Series.to_csv`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_csv.html .. _`Series.to_dict`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_dict.html .. _`Series.to_excel`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_excel.html .. _`Series.to_frame`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_frame.html .. _`Series.to_xarray`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_xarray.html .. _`Series.to_hdf`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_hdf.html .. _`Series.to_sql`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_sql.html .. _`Series.to_json`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_json.html .. _`Series.to_string`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_string.html .. _`Series.to_clipboard`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_clipboard.html .. _`Series.to_latex`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_latex.html .. _`Series.to_markdown`: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.to_markdown.html