matplotlib.sankey

Module for creating Sankey diagrams using Matplotlib.

class matplotlib.sankey.Sankey(ax=None, scale=1.0, unit='', format='%G', gap=0.25, radius=0.1, shoulder=0.03, offset=0.15, head_angle=100, margin=0.4, tolerance=1e-06, **kwargs)[source]

Bases: object

Sankey diagram.

Sankey diagrams are a specific type of flow diagram, in which the width of the arrows is shown proportionally to the flow quantity. They are typically used to visualize energy or material or cost transfers between processes. Wikipedia (6/1/2011)

Create a new Sankey instance.

The optional arguments listed below are applied to all subdiagrams so that there is consistent alignment and formatting.

In order to draw a complex Sankey diagram, create an instance of Sankey by calling it without any kwargs:

sankey = Sankey()

Then add simple Sankey sub-diagrams:

sankey.add() # 1
sankey.add() # 2
#...
sankey.add() # n

Finally, create the full diagram:

sankey.finish()

Or, instead, simply daisy-chain those calls:

Sankey().add().add...  .add().finish()
Other Parameters:
axAxes

Axes onto which the data should be plotted. If ax isn't provided, new Axes will be created.

scalefloat

Scaling factor for the flows. scale sizes the width of the paths in order to maintain proper layout. The same scale is applied to all subdiagrams. The value should be chosen such that the product of the scale and the sum of the inputs is approximately 1.0 (and the product of the scale and the sum of the outputs is approximately -1.0).

unitstr

The physical unit associated with the flow quantities. If unit is None, then none of the quantities are labeled.

formatstr

A Python number formatting string to be used in labeling the flow as a quantity (i.e., a number times a unit, where the unit is given).

gapfloat

Space between paths that break in/break away to/from the top or bottom.

radiusfloat

Inner radius of the vertical paths.

shoulderfloat

Size of the shoulders of output arrows.

offsetfloat

Text offset (from the dip or tip of the arrow).

head_anglefloat

Angle, in degrees, of the arrow heads (and negative of the angle of the tails).

marginfloat

Minimum space between Sankey outlines and the edge of the plot area.

tolerancefloat

Acceptable maximum of the magnitude of the sum of flows. The magnitude of the sum of connected flows cannot be greater than tolerance.

**kwargs

Any additional keyword arguments will be passed to add(), which will create the first subdiagram.

See also

Sankey.add
Sankey.finish

Examples

(Source code)

../_images/sankey_basics_00_00.png

(png, pdf)

../_images/sankey_basics_00_01.png

(png, pdf)

../_images/sankey_basics_00_02.png

(png, pdf)

add(self, patchlabel='', flows=None, orientations=None, labels='', trunklength=1.0, pathlengths=0.25, prior=None, connect=0, 0, rotation=0, **kwargs)[source]

Add a simple Sankey diagram with flows at the same hierarchical level.

Parameters:
patchlabelstr

Label to be placed at the center of the diagram. Note that label (not patchlabel) can be passed as keyword argument to create an entry in the legend.

flowslist of float

Array of flow values. By convention, inputs are positive and outputs are negative.

Flows are placed along the top of the diagram from the inside out in order of their index within flows. They are placed along the sides of the diagram from the top down and along the bottom from the outside in.

If the sum of the inputs and outputs is nonzero, the discrepancy will appear as a cubic Bezier curve along the top and bottom edges of the trunk.

orientationslist of {-1, 0, 1}

List of orientations of the flows (or a single orientation to be used for all flows). Valid values are 0 (inputs from the left, outputs to the right), 1 (from and to the top) or -1 (from and to the bottom).

labelslist of (str or None)

List of labels for the flows (or a single label to be used for all flows). Each label may be None (no label), or a labeling string. If an entry is a (possibly empty) string, then the quantity for the corresponding flow will be shown below the string. However, if the unit of the main diagram is None, then quantities are never shown, regardless of the value of this argument.

trunklengthfloat

Length between the bases of the input and output groups (in data-space units).

pathlengthslist of float

List of lengths of the vertical arrows before break-in or after break-away. If a single value is given, then it will be applied to the first (inside) paths on the top and bottom, and the length of all other arrows will be justified accordingly. The pathlengths are not applied to the horizontal inputs and outputs.

priorint

Index of the prior diagram to which this diagram should be connected.

connect(int, int)

A (prior, this) tuple indexing the flow of the prior diagram and the flow of this diagram which should be connected. If this is the first diagram or prior is None, connect will be ignored.

rotationfloat

Angle of rotation of the diagram in degrees. The interpretation of the orientations argument will be rotated accordingly (e.g., if rotation == 90, an orientations entry of 1 means to/from the left). rotation is ignored if this diagram is connected to an existing one (using prior and connect).
Returns:
Sankey

The current Sankey instance.
Other Parameters:
**kwargs

Additional keyword arguments set matplotlib.patches.PathPatch properties, listed below. For example, one may want to use fill=False or label="A legend entry".

Property Description
agg_filter a filter function, which takes a (m, n, 3) float array and a dpi value, and returns a (m, n, 3) array
alpha float or None
animated bool
antialiased or aa unknown
capstyle {'butt', 'round', 'projecting'}
clip_box Bbox
clip_on bool
clip_path Patch or (Path, Transform) or None
color color
contains unknown
edgecolor or ec color or None or 'auto'
facecolor or fc color or None
figure Figure
fill bool
gid str
hatch {'/', '\', '|', '-', '+', 'x', 'o', 'O', '.', '*'}
in_layout bool
joinstyle {'miter', 'round', 'bevel'}
label object
linestyle or ls {'-', '--', '-.', ':', '', (offset, on-off-seq), ...}
linewidth or lw float or None
path_effects AbstractPathEffect
picker None or bool or callable
rasterized bool or None
sketch_params (scale: float, length: float, randomness: float)
snap bool or None
transform Transform
url str
visible bool
zorder float

See also

Sankey.finish
finish(self)[source]

Adjust the axes and return a list of information about the Sankey subdiagram(s).

Return value is a list of subdiagrams represented with the following fields:

Field Description
patch Sankey outline (an instance of PathPatch)
flows values of the flows (positive for input, negative for output)
angles list of angles of the arrows [deg/90] For example, if the diagram has not been rotated, an input to the top side will have an angle of 3 (DOWN), and an output from the top side will have an angle of 1 (UP). If a flow has been skipped (because its magnitude is less than tolerance), then its angle will be None.
tips array in which each row is an [x, y] pair indicating the positions of the tips (or "dips") of the flow paths If the magnitude of a flow is less the tolerance for the instance of Sankey, the flow is skipped and its tip will be at the center of the diagram.
text Text instance for the label of the diagram
texts list of Text instances for the labels of flows

See also

Sankey.add