pandas 1.4.2

ParametersReturns
parallel_coordinates(frame, class_column, cols=None, ax=None, color=None, use_columns=False, xticks=None, colormap=None, axvlines=True, axvlines_kwds=None, sort_labels=False, **kwargs)

Parameters

frame : DataFrame
class_column : str

Column name containing class names.

cols : list, optional

A list of column names to use.

ax : matplotlib.axis, optional

Matplotlib axis object.

color : list or tuple, optional

Colors to use for the different classes.

use_columns : bool, optional

If true, columns will be used as xticks.

xticks : list or tuple, optional

A list of values to use for xticks.

colormap : str or matplotlib colormap, default None

Colormap to use for line colors.

axvlines : bool, optional

If true, vertical lines will be added at each xtick.

axvlines_kwds : keywords, optional

Options to be passed to axvline method for vertical lines.

sort_labels : bool, default False

Sort class_column labels, useful when assigning colors.

**kwargs :

Options to pass to matplotlib plotting method.

Returns

class:`matplotlib.axis.Axes`

Parallel coordinates plotting.

Examples

.. plot:: 
    ('context', 'close-figs')
    
>>> df = pd.read_csv(
...     'https://raw.github.com/pandas-dev/'
...     'pandas/main/pandas/tests/io/data/csv/iris.csv'
... )
>>> pd.plotting.parallel_coordinates(
...     df, 'Name', color=('#556270', '#4ECDC4', '#C7F464')
... )
<AxesSubplot:xlabel='y(t)', ylabel='y(t + 1)'>
See :

Local connectivity graph

Hover to see nodes names; edges to Self not shown, Caped at 50 nodes.

Using a canvas is more power efficient and can get hundred of nodes ; but does not allow hyperlinks; , arrows or text (beyond on hover)

SVG is more flexible but power hungry; and does not scale well to 50 + nodes.

All aboves nodes referred to, (or are referred from) current nodes; Edges from Self to other have been omitted (or all nodes would be connected to the central node "self" which is not useful). Nodes are colored by the library they belong to, and scaled with the number of references pointing them


File: /pandas/plotting/_misc.py#354
type: <class 'function'>
Commit: