Series ====== .. currentmodule:: maxframe.dataframe Constructor ----------- .. autosummary:: :toctree: generated/ Series Attributes ---------- **Axes** .. autosummary:: :toctree: generated/ Series.index .. autosummary:: :toctree: generated/ Series.dtype Series.shape Series.T Series.ndim Series.name Conversion ---------- .. autosummary:: :toctree: generated/ Series.astype Series.copy Binary operator functions ------------------------- .. autosummary:: :toctree: generated/ Series.add Series.sub Series.mul Series.div Series.truediv Series.floordiv Series.mod Series.pow Series.radd Series.rsub Series.rmul Series.rdiv Series.rtruediv Series.rfloordiv Series.rmod Series.rpow Series.lt Series.gt Series.le Series.ge Series.ne Series.eq Function application, groupby & window -------------------------------------- .. autosummary:: :toctree: generated/ Series.agg Series.aggregate Series.groupby Series.map Series.transform .. _generated.series.stats: Computations / descriptive stats -------------------------------- .. autosummary:: :toctree: generated/ Series.abs Series.all Series.any Series.count Series.max Series.mean Series.min Series.prod Series.product Series.round Series.sem Series.std Series.sum Series.var Series.nunique Series.value_counts Reindexing / selection / label manipulation ------------------------------------------- .. autosummary:: :toctree: generated/ Series.add_prefix Series.add_suffix Series.drop Series.drop_duplicates Series.head Series.isin Series.rename Series.reset_index Series.sample Series.set_axis Missing data handling --------------------- .. autosummary:: :toctree: generated/ Series.isna Series.notna Series.dropna Series.fillna Reshaping, sorting ------------------ .. autosummary:: :toctree: generated/ Series.sort_values Series.sort_index 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 ` =========================== ================================= .. _generated.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 ^^^^^^^^^^^^^^^^^^^ .. autosummary:: :toctree: generated/ :template: accessor_attribute.rst Series.dt.date Series.dt.time Series.dt.timetz Series.dt.year Series.dt.month Series.dt.day Series.dt.hour Series.dt.minute Series.dt.second Series.dt.microsecond Series.dt.nanosecond Series.dt.week Series.dt.weekofyear Series.dt.dayofweek Series.dt.weekday Series.dt.dayofyear Series.dt.quarter Series.dt.is_month_start Series.dt.is_month_end Series.dt.is_quarter_start Series.dt.is_quarter_end Series.dt.is_year_start Series.dt.is_year_end Series.dt.is_leap_year Series.dt.daysinmonth Series.dt.days_in_month Datetime methods ^^^^^^^^^^^^^^^^ .. autosummary:: :toctree: generated/ :template: accessor_method.rst Series.dt.to_period Series.dt.to_pydatetime Series.dt.tz_localize Series.dt.tz_convert Series.dt.normalize Series.dt.strftime Series.dt.round Series.dt.floor Series.dt.ceil Series.dt.month_name Series.dt.day_name .. _generated.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.``. .. autosummary:: :toctree: generated/ :template: accessor_method.rst Series.str.capitalize Series.str.contains Series.str.count Series.str.endswith Series.str.find Series.str.len Series.str.ljust Series.str.lower Series.str.lstrip Series.str.pad Series.str.repeat Series.str.replace Series.str.rfind Series.str.rjust Series.str.rstrip Series.str.slice Series.str.startswith Series.str.strip Series.str.swapcase Series.str.title Series.str.translate Series.str.upper Series.str.zfill Series.str.isalnum Series.str.isalpha Series.str.isdigit Series.str.isspace Series.str.islower Series.str.isupper Series.str.istitle Series.str.isnumeric Series.str.isdecimal .. The following is needed to ensure the generated pages are created with the correct template (otherwise they would be created in the Series/Index class page) .. .. autosummary:: :toctree: generated/ :template: accessor.rst Series.str Series.dt Plotting -------- ``Series.plot`` is both a callable method and a namespace attribute for specific plotting methods of the form ``Series.plot.``. .. autosummary:: :toctree: generated/ :template: accessor_callable.rst Series.plot .. autosummary:: :toctree: generated/ :template: accessor_method.rst Series.plot.area Series.plot.bar Series.plot.barh Series.plot.box Series.plot.density Series.plot.hist Series.plot.kde Series.plot.line Series.plot.pie