- matplotlib.pyplot.pcolormesh(*args, alpha=None, norm=None, cmap=None, vmin=None, vmax=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 and Y can be used to specify the corners of the quadrilaterals.
Hint
pcolormesh is similar to pcolor. It is much fasterand preferred in most cases. For a detailed discussion on thedifferences see Differences 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 parameters norm,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 of X and Y should be onegreater than those of C, and the quadrilateral is colored dueto the value atC[i, j]
. If X, Y and C have equaldimensions, a warning will be raised and the last row and columnof C will be ignored.If
shading='nearest'
or'gouraud'
, the dimensions of Xand Y should be the same as those of C (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.If X and/or Y 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 using cmap. 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(see Colormap 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 suitable Normalize subclass is dynamically generatedand instantiated.
- vmin, vmaxfloat, optional
When using scalar data and no explicit norm, vmin and vmax 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 a norm instance is given (but using a
str
normname together with vmin/vmax is acceptable).- 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 form edgecolor 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 of X and Y should beone greater than those of C; if they are the same as C,then a deprecation warning is raised, and the last rowand column of C are dropped.'nearest': Each grid point will have a color centered on it,extending halfway between the adjacent grid centers. Thedimensions of X and Y must be the same as C.
'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 of X and Y must be the same as C. WhenGouraud shading is used, edgecolors is ignored.'auto': Choose 'flat' if dimensions of X and Y are onelarger than C. Choose 'nearest' if dimensions are the same.
See pcolormesh 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 also Rasterization for vector graphics.
- Returns:
- matplotlib.collections.QuadMesh
- Other Parameters:
- dataindexable object, optional
If given, all parameters also accept a string
s
, which isinterpreted asdata[s]
(unless this raises an exception).- **kwargs
Additionally, the following arguments are allowed. They are passedalong to the QuadMesh constructor:
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 and two offsets from the bottom left corner of the image
alpha
array-like or scalar or None
animated
bool
antialiased or aa or antialiaseds
bool or list of bools
array
array-like
capstyle
CapStyle or {'butt', 'projecting', 'round'}
clim
(vmin: float, vmax: float)
clip_box
BboxBase or None
clip_on
bool
clip_path
Patch or (Path, Transform) or None
cmap
Colormap or str or None
color
color or list of RGBA tuples
edgecolor or ec or edgecolors
color or list of color or 'face'
facecolor or facecolors or fc
color or list of color
figure
Figure
gid
str
hatch
{'/', '\', '|', '-', '+', 'x', 'o', 'O', '.', '*'}
in_layout
bool
joinstyle
JoinStyle or {'miter', 'round', 'bevel'}
label
object
linestyle or dashes or linestyles or ls
str or tuple or list thereof
linewidth or linewidths or lw
float or list of floats
mouseover
bool
norm
Normalize or str or None
offset_transform or transOffset
Transform
offsets
(N, 2) or (2,) array-like
path_effects
list of AbstractPathEffect
picker
None or bool or float or callable
pickradius
float
rasterized
bool
sketch_params
(scale: float, length: float, randomness: float)
snap
bool or None
transform
Transform
url
str
urls
list of str or None
visible
bool
zorder
float
See also
- pcolor
An alternative implementation with slightly different features. For a detailed discussion on the differences see Differences between pcolor() and pcolormesh().
- imshow
If X and Y are each equidistant, imshow can be a faster alternative.
Notes
Note
This is the pyplot 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 of X and Y is notsupported. Use pcolor 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 as Y.
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 a PolyQuadMesh, pcolormeshreturns a QuadMesh. 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 and pcolormesh support masked arraysfor C. However, only pcolor supports masked arrays for Xand Y. 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 inpcolormesh, which is not available with pcolor.
Examples using matplotlib.pyplot.pcolormesh
#
pcolor images
pcolor images
pcolormesh grids and shading
pcolormesh grids and shading
pcolormesh
pcolormesh
QuadMesh Demo
QuadMesh Demo
Time Series Histogram
Time Series Histogram
Rasterization for vector graphics
Rasterization for vector graphics