matplotlib.pyplot.pcolormesh#
- matplotlib.pyplot.pcolormesh(*args,alpha=None,norm=None,cmap=None,vmin=None,vmax=None,colorizer=None,shading=None,antialiased=False,data=None,**kwargs)[source]#
Create a pseudocolor plot with a non-regular rectangular grid.
Call signature:
pcolormesh([X,Y,]C,/,**kwargs)
X andY can be used to specify the corners of the quadrilaterals.
The argumentsX,Y,C are positional-only.
Hint
pcolormesh
is similar topcolor
. It is much fasterand preferred in most cases. For a detailed discussion on thedifferences seeDifferences between pcolor() and pcolormesh().- Parameters:
- Carray-like
The mesh data. Supported array shapes are:
(M, N) or M*N: a mesh with scalar data. The values are mapped tocolors using normalization and a colormap. See parametersnorm,cmap,vmin,vmax.
(M, N, 3): an image with RGB values (0-1 float or 0-255 int).
(M, N, 4): an image with RGBA values (0-1 float or 0-255 int),i.e. including transparency.
The first two dimensions (M, N) define the rows and columns ofthe mesh data.
- X, Yarray-like, optional
The coordinates of the corners of quadrilaterals of a pcolormesh:
(X[i+1, j], Y[i+1, j]) (X[i+1, j+1], Y[i+1, j+1]) ●╶───╴● │ │ ●╶───╴● (X[i, j], Y[i, j]) (X[i, j+1], Y[i, j+1])
Note that the column index corresponds to the x-coordinate, andthe row index corresponds to y. For details, see theNotes section below.
If
shading='flat'
the dimensions ofX andY should be onegreater than those ofC, and the quadrilateral is colored dueto the value atC[i,j]
. IfX,Y andC have equaldimensions, a warning will be raised and the last row and columnofC will be ignored.If
shading='nearest'
or'gouraud'
, the dimensions ofXandY should be the same as those ofC (if not, a ValueErrorwill be raised). For'nearest'
the colorC[i,j]
iscentered on(X[i,j],Y[i,j])
. For'gouraud'
, a smoothinterpolation is carried out between the quadrilateral corners.IfX and/orY are 1-D arrays or column vectors they will beexpanded as needed into the appropriate 2D arrays, making arectangular grid.
- cmapstr or
Colormap
, default:rcParams["image.cmap"]
(default:'viridis'
) The Colormap instance or registered colormap name used to map scalar datato colors.
- normstr or
Normalize
, optional The normalization method used to scale scalar data to the [0, 1] rangebefore mapping to colors usingcmap. By default, a linear scaling isused, mapping the lowest value to 0 and the highest to 1.
If given, this can be one of the following:
An instance of
Normalize
or one of its subclasses(seeColormap normalization).A scale name, i.e. one of "linear", "log", "symlog", "logit", etc. For alist of available scales, call
matplotlib.scale.get_scale_names()
.In that case, a suitableNormalize
subclass is dynamically generatedand instantiated.
- vmin, vmaxfloat, optional
When using scalar data and no explicitnorm,vmin andvmax definethe data range that the colormap covers. By default, the colormap coversthe complete value range of the supplied data. It is an error to usevmin/vmax when anorm instance is given (but using a
str
normname together withvmin/vmax is acceptable).- colorizer
Colorizer
or None, default: None The Colorizer object used to map color to data. If None, a Colorizerobject is created from anorm andcmap.
- edgecolors{'none', None, 'face', color, color sequence}, optional
The color of the edges. Defaults to 'none'. Possible values:
'none' or '': No edge.
None:
rcParams["patch.edgecolor"]
(default:'black'
) will be used. Note that currentlyrcParams["patch.force_edgecolor"]
(default:False
) has to be True for this to work.'face': Use the adjacent face color.
A color or sequence of colors will set the edge color.
The singular formedgecolor works as an alias.
- alphafloat, default: None
The alpha blending value, between 0 (transparent) and 1 (opaque).
- shading{'flat', 'nearest', 'gouraud', 'auto'}, optional
The fill style for the quadrilateral; defaults to
rcParams["pcolor.shading"]
(default:'auto'
). Possible values:'flat': A solid color is used for each quad. The color of thequad (i, j), (i+1, j), (i, j+1), (i+1, j+1) is given by
C[i,j]
. The dimensions ofX andY should beone greater than those ofC; if they are the same asC,then a deprecation warning is raised, and the last rowand column ofC are dropped.'nearest': Each grid point will have a color centered on it,extending halfway between the adjacent grid centers. Thedimensions ofX andY must be the same asC.
'gouraud': Each quad will be Gouraud shaded: The color of thecorners (i', j') are given by
C[i',j']
. The color values ofthe area in between is interpolated from the corner values.The dimensions ofX andY must be the same asC. WhenGouraud shading is used,edgecolors is ignored.'auto': Choose 'flat' if dimensions ofX andY are onelarger thanC. Choose 'nearest' if dimensions are the same.
Seepcolormesh grids and shadingfor more description.
- snapbool, default: False
Whether to snap the mesh to pixel boundaries.
- rasterizedbool, optional
Rasterize the pcolormesh when drawing vector graphics. This canspeed up rendering and produce smaller files for large data sets.See alsoRasterization for vector graphics.
- Returns:
- Other Parameters:
- dataindexable object, optional
If given, all parameters also accept a string
s
, which isinterpreted asdata[s]
ifs
is a key indata
.- **kwargs
Additionally, the following arguments are allowed. They are passedalong to the
QuadMesh
constructor:Property
Description
a filter function, which takes a (m, n, 3) float array and a dpi value, and returns a (m, n, 3) array and two offsets from the bottom left corner of the image
array-like or float or None
bool
bool or list of bools
array
array-like
CapStyle
or {'butt', 'projecting', 'round'}(vmin: float, vmax: float)
BboxBase
or Nonebool
Patch or (Path, Transform) or None
Colormap
or str or Nonecolor or list of RGBA tuples
edgecolor
orec
oredgecolors
facecolor
orfacecolors
orfc
str
{'/', '\', '|', '-', '+', 'x', 'o', 'O', '.', '*'}
unknown
bool
JoinStyle
or {'miter', 'round', 'bevel'}object
linestyle
ordashes
orlinestyles
orls
str or tuple or list thereof
linewidth
orlinewidths
orlw
float or list of floats
bool
Normalize
or str or None(N, 2) or (2,) array-like
list of
AbstractPathEffect
None or bool or float or callable
float
bool
(scale: float, length: float, randomness: float)
bool or None
str
list of str or None
bool
float
See also
pcolor
An alternative implementation with slightly different features. For a detailed discussion on the differences seeDifferences between pcolor() and pcolormesh().
imshow
IfX andY are each equidistant,
imshow
can be a faster alternative.
Notes
Note
This is thepyplot wrapper for
axes.Axes.pcolormesh
.Masked arrays
C may be a masked array. If
C[i,j]
is masked, the correspondingquadrilateral will be transparent. Masking ofX andY is notsupported. Usepcolor
if you need this functionality.Grid orientation
The grid orientation follows the standard matrix convention: An arrayC with shape (nrows, ncolumns) is plotted with the column number asX and the row number asY.
Differences between pcolor() and pcolormesh()
Both methods are used to create a pseudocolor plot of a 2D arrayusing quadrilaterals.
The main difference lies in the created object and internal datahandling:While
pcolor
returns aPolyQuadMesh
,pcolormesh
returns aQuadMesh
. The latter is more specialized for the givenpurpose and thus is faster. It should almost always be preferred.There is also a slight difference in the handling of masked arrays.Both
pcolor
andpcolormesh
support masked arraysforC. However, onlypcolor
supports masked arrays forXandY. The reason lies in the internal handling of the masked values.pcolor
leaves out the respective polygons from thePolyQuadMesh.pcolormesh
sets the facecolor of the maskedelements to transparent. You can see the difference when usingedgecolors. While all edges are drawn irrespective of masking in aQuadMesh, the edge between two adjacent masked quadrilaterals inpcolor
is not drawn as the corresponding polygons do notexist in the PolyQuadMesh. Because PolyQuadMesh draws each individualpolygon, it also supports applying hatches and linestyles to the collection.Another difference is the support of Gouraud shading in
pcolormesh
, which is not available withpcolor
.