matplotlib.colorbar
#
Colorbars are a visualization of the mapping from scalar values to colors.
In Matplotlib they are drawn into a dedicated Axes
.
Note
Colorbars are typically created through Figure.colorbar
or its pyplot
wrapper pyplot.colorbar
, which internally use Colorbar
together with
make_axes_gridspec
(for GridSpec
-positioned axes) or make_axes
(for
non-GridSpec
-positioned axes).
End-users most likely won't need to directly use this module's API.
- class matplotlib.colorbar.Colorbar(ax, mappable=None, *, cmap=None, norm=None, alpha=None, values=None, boundaries=None, orientation='vertical', ticklocation='auto', extend=None, spacing='uniform', ticks=None, format=None, drawedges=False, filled=<deprecated parameter>, extendfrac=None, extendrect=False, label='')[source]#
Bases:
object
Draw a colorbar in an existing axes.
Typically, colorbars are created using
Figure.colorbar
orpyplot.colorbar
and associated withScalarMappable
s (such as anAxesImage
generated viaimshow
).In order to draw a colorbar not associated with other elements in the figure, e.g. when showing a colormap by itself, one can create an empty
ScalarMappable
, or directly pass cmap and norm instead of mappable toColorbar
.Useful public methods are
set_label()
andadd_lines()
.- Parameters:
- ax
Axes
The
Axes
instance in which the colorbar is drawn.- mappable
ScalarMappable
The mappable whose colormap and norm will be used.
To show the under- and over- value colors, the mappable's norm should be specified as
norm = colors.Normalize(clip=False)
To show the colors versus index instead of on a 0-1 scale, use:
norm=colors.NoNorm()
- cmap
Colormap
, default:rcParams["image.cmap"]
(default:'viridis'
) The colormap to use. This parameter is ignored, unless mappable is None.
- norm
Normalize
The normalization to use. This parameter is ignored, unless mappable is None.
- alphafloat
The colorbar transparency between 0 (transparent) and 1 (opaque).
- orientation{'vertical', 'horizontal'}
- ticklocation{'auto', 'left', 'right', 'top', 'bottom'}
- drawedgesbool
- filledbool
- extend{'neither', 'both', 'min', 'max'}
Make pointed end(s) for out-of-range values (unless 'neither'). These are set for a given colormap using the colormap set_under and set_over methods.
- extendfrac{None, 'auto', length, lengths}
If set to None, both the minimum and maximum triangular colorbar extensions will have a length of 5% of the interior colorbar length (this is the default setting).
If set to 'auto', makes the triangular colorbar extensions the same lengths as the interior boxes (when spacing is set to 'uniform') or the same lengths as the respective adjacent interior boxes (when spacing is set to 'proportional').
If a scalar, indicates the length of both the minimum and maximum triangular colorbar extensions as a fraction of the interior colorbar length. A two-element sequence of fractions may also be given, indicating the lengths of the minimum and maximum colorbar extensions respectively as a fraction of the interior colorbar length.
- extendrectbool
If False the minimum and maximum colorbar extensions will be triangular (the default). If True the extensions will be rectangular.
- spacing{'uniform', 'proportional'}
For discrete colorbars (
BoundaryNorm
or contours), 'uniform' gives each color the same space; 'proportional' makes the space proportional to the data interval.- ticksNone or list of ticks or Locator
If None, ticks are determined automatically from the input.
- formatNone or str or Formatter
If None,
ScalarFormatter
is used. Format strings, e.g.,"%4.2e"
or"{x:.2e}"
, are supported. An alternativeFormatter
may be given instead.- drawedgesbool
Whether to draw lines at color boundaries.
- labelstr
The label on the colorbar's long axis.
- boundaries, valuesNone or a sequence
If unset, the colormap will be displayed on a 0-1 scale. If sequences, values must have a length 1 less than boundaries. For each region delimited by adjacent entries in boundaries, the color mapped to the corresponding value in values will be used. Normally only useful for indexed colors (i.e.
norm=NoNorm()
) or other unusual circumstances.
- ax
- Attributes:
- ax
Axes
The
Axes
instance in which the colorbar is drawn.- lineslist
A list of
LineCollection
(empty if no lines were drawn).- dividers
LineCollection
A LineCollection (empty if drawedges is
False
).
- ax
- add_lines(*args, **kwargs)[source]#
Draw lines on the colorbar.
The lines are appended to the list
lines
.- Parameters:
- levelsarray-like
The positions of the lines.
- colorscolor or list of colors
Either a single color applying to all lines or one color value for each line.
- linewidthsfloat or array-like
Either a single linewidth applying to all lines or one linewidth for each line.
- erasebool, default: True
Whether to remove any previously added lines.
Notes
Alternatively, this method can also be called with the signature
colorbar.add_lines(contour_set, erase=True)
, in which case levels, colors, and linewidths are taken from contour_set.
- draw_all()[source]#
[Deprecated] Calculate any free parameters based on the current cmap and norm, and do all the drawing.
Notes
Deprecated since version 3.6: Use fig.draw_without_rendering() instead.
- get_ticks(minor=False)[source]#
Return the ticks as a list of locations.
- Parameters:
- minorboolean, default: False
if True return the minor ticks.
- n_rasterize = 50#
- remove()[source]#
Remove this colorbar from the figure.
If the colorbar was created with
use_gridspec=True
the previous gridspec is restored.
- set_alpha(alpha)[source]#
Set the transparency between 0 (transparent) and 1 (opaque).
If an array is provided, alpha will be set to None to use the transparency values associated with the colormap.
- set_label(label, *, loc=None, **kwargs)[source]#
Add a label to the long axis of the colorbar.
- Parameters:
- labelstr
The label text.
- locstr, optional
The location of the label.
For horizontal orientation one of {'left', 'center', 'right'}
For vertical orientation one of {'bottom', 'center', 'top'}
Defaults to
rcParams["xaxis.labellocation"]
(default:'center'
) orrcParams["yaxis.labellocation"]
(default:'center'
) depending on the orientation.- **kwargs
Keyword arguments are passed to
set_xlabel
/set_ylabel
. Supported keywords are labelpad andText
properties.
- set_ticklabels(ticklabels, update_ticks=<deprecated parameter>, *, minor=False, **kwargs)[source]#
[Discouraged] Set tick labels.
Discouraged
The use of this method is discouraged, because of the dependency on tick positions. In most cases, you'll want to use
set_ticks(positions, labels=labels)
instead.If you are using this method, you should always fix the tick positions before, e.g. by using
Colorbar.set_ticks
or by explicitly setting aFixedLocator
on the long axis of the colorbar. Otherwise, ticks are free to move and the labels may end up in unexpected positions.- Parameters:
- ticklabelssequence of str or of
Text
Texts for labeling each tick location in the sequence set by
Colorbar.set_ticks
; the number of labels must match the number of locations.- update_ticksbool, default: True
This keyword argument is ignored and will be be removed. Deprecated
- minorbool
If True, set minor ticks instead of major ticks.
- **kwargs
Text
properties for the labels.
- ticklabelssequence of str or of
- set_ticks(ticks, update_ticks=<deprecated parameter>, labels=None, *, minor=False, **kwargs)[source]#
Set tick locations.
- Parameters:
- tickslist of floats
List of tick locations.
- labelslist of str, optional
List of tick labels. If not set, the labels show the data value.
- minorbool, default: False
If
False
, set the major ticks; ifTrue
, the minor ticks.- **kwargs
Text
properties for the labels. These take effect only if you pass labels. In other cases, please usetick_params
.
- update_normal(mappable)[source]#
Update solid patches, lines, etc.
This is meant to be called when the norm of the image or contour plot to which this colorbar belongs changes.
If the norm on the mappable is different than before, this resets the locator and formatter for the axis, so if these have been customized, they will need to be customized again. However, if the norm only changes values of vmin, vmax or cmap then the old formatter and locator will be preserved.
- matplotlib.colorbar.make_axes(parents, location=None, orientation=None, fraction=0.15, shrink=1.0, aspect=20, **kwargs)[source]#
Create an
Axes
suitable for a colorbar.The axes is placed in the figure of the parents axes, by resizing and repositioning parents.
- Parameters:
- parents
Axes
or list ofAxes
The Axes to use as parents for placing the colorbar.
- locationNone or {'left', 'right', 'top', 'bottom'}
The location, relative to the parent axes, where the colorbar axes is created. It also determines the orientation of the colorbar (colorbars on the left and right are vertical, colorbars at the top and bottom are horizontal). If None, the location will come from the orientation if it is set (vertical colorbars on the right, horizontal ones at the bottom), or default to 'right' if orientation is unset.
- orientationNone or {'vertical', 'horizontal'}
The orientation of the colorbar. It is preferable to set the location of the colorbar, as that also determines the orientation; passing incompatible values for location and orientation raises an exception.
- fractionfloat, default: 0.15
Fraction of original axes to use for colorbar.
- shrinkfloat, default: 1.0
Fraction by which to multiply the size of the colorbar.
- aspectfloat, default: 20
Ratio of long to short dimensions.
- padfloat, default: 0.05 if vertical, 0.15 if horizontal
Fraction of original axes between colorbar and new image axes.
- anchor(float, float), optional
The anchor point of the colorbar axes. Defaults to (0.0, 0.5) if vertical; (0.5, 1.0) if horizontal.
- panchor(float, float), or False, optional
The anchor point of the colorbar parent axes. If False, the parent axes' anchor will be unchanged. Defaults to (1.0, 0.5) if vertical; (0.5, 0.0) if horizontal.
- parents
- Returns:
- cax
Axes
The child axes.
- kwargsdict
The reduced keyword dictionary to be passed when creating the colorbar instance.
- cax
- matplotlib.colorbar.make_axes_gridspec(parent, *, location=None, orientation=None, fraction=0.15, shrink=1.0, aspect=20, **kwargs)[source]#
Create a
SubplotBase
suitable for a colorbar.The axes is placed in the figure of the parent axes, by resizing and repositioning parent.
This function is similar to
make_axes
. Primary differences aremake_axes_gridspec
should only be used with aSubplotBase
parent.make_axes
creates anAxes
;make_axes_gridspec
creates aSubplotBase
.make_axes
updates the position of the parent.make_axes_gridspec
replaces thegrid_spec
attribute of the parent with a new one.
While this function is meant to be compatible with
make_axes
, there could be some minor differences.- Parameters:
- parent
Axes
The Axes to use as parent for placing the colorbar.
- locationNone or {'left', 'right', 'top', 'bottom'}
The location, relative to the parent axes, where the colorbar axes is created. It also determines the orientation of the colorbar (colorbars on the left and right are vertical, colorbars at the top and bottom are horizontal). If None, the location will come from the orientation if it is set (vertical colorbars on the right, horizontal ones at the bottom), or default to 'right' if orientation is unset.
- orientationNone or {'vertical', 'horizontal'}
The orientation of the colorbar. It is preferable to set the location of the colorbar, as that also determines the orientation; passing incompatible values for location and orientation raises an exception.
- fractionfloat, default: 0.15
Fraction of original axes to use for colorbar.
- shrinkfloat, default: 1.0
Fraction by which to multiply the size of the colorbar.
- aspectfloat, default: 20
Ratio of long to short dimensions.
- padfloat, default: 0.05 if vertical, 0.15 if horizontal
Fraction of original axes between colorbar and new image axes.
- anchor(float, float), optional
The anchor point of the colorbar axes. Defaults to (0.0, 0.5) if vertical; (0.5, 1.0) if horizontal.
- panchor(float, float), or False, optional
The anchor point of the colorbar parent axes. If False, the parent axes' anchor will be unchanged. Defaults to (1.0, 0.5) if vertical; (0.5, 0.0) if horizontal.
- parent
- Returns:
- cax
SubplotBase
The child axes.
- kwargsdict
The reduced keyword dictionary to be passed when creating the colorbar instance.
- cax