Matplotlib中文网

The mplot3d Toolkit

Generating 3D plots using the mplot3d toolkit.

Contents

Getting started

An Axes3D object is created just like any other axes using the projection='3d' keyword. Create a new matplotlib.figure.Figureopen in new window and add a new axes to it of type Axes3D:

import matplotlib.pyplot as plt
from mpl_toolkits.mplot3d import Axes3D
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')

New in version 1.0.0: This approach is the preferred method of creating a 3D axes.

Note

Prior to version 1.0.0, the method of creating a 3D axes was different. For those using older versions of matplotlib, change ax = fig.add_subplot(111, projection='3d') to ax = Axes3D(fig).

See the mplot3d FAQopen in new window for more information about the mplot3d toolkit.

Line plots

Axes3D.````plot(self, xs, ys, *args, zdir='z', **kwargs)[source]open in new window

Plot 2D or 3D data.

Parameters: xs : 1D array-like x coordinates of vertices.

ys : 1D array-like y coordinates of vertices.

zs : scalar or 1D array-like z coordinates of vertices; either one for all points or one for each point.

zdir : {'x', 'y', 'z'} When plotting 2D data, the direction to use as z ('x', 'y' or 'z'); defaults to 'z'.

**kwargs Other arguments are forwarded to matplotlib.axes.Axes.plotopen in new window.

Lines3d

Scatter plots

Axes3D.````scatter(self, xs, ys, zs=0, zdir='z', s=20, c=None, depthshade=True, *args, **kwargs)[source]open in new window

Create a scatter plot.

Parameters: xs, ys : array-like The data positions.

zs : float or array-like, optional, default: 0 The z-positions. Either an array of the same length as xs and ys or a single value to place all points in the same plane.

zdir : {'x', 'y', 'z', '-x', '-y', '-z'}, optional, default: 'z' The axis direction for the zs. This is useful when plotting 2D data on a 3D Axes. The data must be passed as xs, ys. Setting zdir to 'y' then plots the data to the x-z-plane. See also Plot 2D data on 3D plotopen in new window.

s : scalar or array-like, optional, default: 20 The marker size in points**2. Either an array of the same length as xs and ys or a single value to make all markers the same size.

c : color, sequence, or sequence of color, optional The marker color. Possible values:

A single color format string. A sequence of color specifications of length n. A sequence of n numbers to be mapped to colors using cmap and norm. A 2-D array in which the rows are RGB or RGBA.

For more details see the c argument of [scatteropen in new window](https://matplotlib.org/../api/_as_gen/matplotlib.axes.Axes.scatter.html#matplotlib.axes.Axes.scatter).

depthshade : bool, optional, default: True Whether to shade the scatter markers to give the appearance of depth.

**kwargs All other arguments are passed on to scatter.

Returns: paths : PathCollectionopen in new window

Scatter3d

Wireframe plots

Axes3D.````plot_wireframe(self, X, Y, Z, *args, **kwargs)[source]open in new window

Plot a 3D wireframe.

Note

The rcount and ccount kwargs, which both default to 50, determine the maximum number of samples used in each direction. If the input data is larger, it will be downsampled (by slicing) to these numbers of points.

Parameters: X, Y, Z : 2d arrays Data values.

rcount, ccount : int Maximum number of samples used in each direction. If the input data is larger, it will be downsampled (by slicing) to these numbers of points. Setting a count to zero causes the data to be not sampled in the corresponding direction, producing a 3D line plot rather than a wireframe plot. Defaults to 50.

New in version 2.0.

rstride, cstride : int Downsampling stride in each direction. These arguments are mutually exclusive with rcount and ccount. If only one of rstride or cstride is set, the other defaults to 1. Setting a stride to zero causes the data to be not sampled in the corresponding direction, producing a 3D line plot rather than a wireframe plot. 'classic' mode uses a default of rstride = cstride = 1 instead of the new default of rcount = ccount = 50.

**kwargs Other arguments are forwarded to Line3DCollectionopen in new window.

Wire3d

Surface plots

Axes3D.````plot_surface(self, X, Y, Z, *args, norm=None, vmin=None, vmax=None, lightsource=None, **kwargs)[source]open in new window

Create a surface plot.

By default it will be colored in shades of a solid color, but it also supports color mapping by supplying the cmap argument.

Note

The rcount and ccount kwargs, which both default to 50, determine the maximum number of samples used in each direction. If the input data is larger, it will be downsampled (by slicing) to these numbers of points.

Parameters: X, Y, Z : 2d arrays Data values.

rcount, ccount : int Maximum number of samples used in each direction. If the input data is larger, it will be downsampled (by slicing) to these numbers of points. Defaults to 50.

New in version 2.0.

rstride, cstride : int Downsampling stride in each direction. These arguments are mutually exclusive with rcount and ccount. If only one of rstride or cstride is set, the other defaults to 10. 'classic' mode uses a default of rstride = cstride = 10 instead of the new default of rcount = ccount = 50.

color : color-like Color of the surface patches.

cmap : Colormap Colormap of the surface patches.

facecolors : array-like of colors. Colors of each individual patch.

norm : Normalize Normalization for the colormap.

vmin, vmax : float Bounds for the normalization.

shade : bool Whether to shade the facecolors. Defaults to True. Shading is always disabled when cmap is specified.

lightsource : LightSourceopen in new window The lightsource to use when shade is True.

**kwargs Other arguments are forwarded to Poly3DCollectionopen in new window.

Surface3d

Surface3d 2

Surface3d 3

Tri-Surface plots

Axes3D.````plot_trisurf(self, *args, color=None, norm=None, vmin=None, vmax=None, lightsource=None, **kwargs)[source]open in new window

Plot a triangulated surface.

The (optional) triangulation can be specified in one of two ways; either:

plot_trisurf(triangulation, ...)

where triangulation is a Triangulationopen in new window object, or:

plot_trisurf(X, Y, ...)
plot_trisurf(X, Y, triangles, ...)
plot_trisurf(X, Y, triangles=triangles, ...)

in which case a Triangulation object will be created. See Triangulationopen in new window for a explanation of these possibilities.

The remaining arguments are:

plot_trisurf(..., Z)

where Z is the array of values to contour, one per point in the triangulation.

Parameters: X, Y, Z : array-like Data values as 1D arrays.

color Color of the surface patches.

cmap A colormap for the surface patches.

norm : Normalize An instance of Normalize to map values to colors.

vmin, vmax : scalar, optional, default: None Minimum and maximum value to map.

shade : bool Whether to shade the facecolors. Defaults to True. Shading is always disabled when cmap is specified.

lightsource : LightSourceopen in new window The lightsource to use when shade is True.

**kwargs All other arguments are passed on to Poly3DCollectionopen in new window

Examples

(Source codeopen in new window, pngopen in new window, pdfopen in new window)

trisurf3d1

(Source codeopen in new window, pngopen in new window, pdfopen in new window)

trisurf3d_21

New in version 1.2.0: This plotting function was added for the v1.2.0 release.

Trisurf3d

Contour plots

Axes3D.````contour(self, X, Y, Z, *args, extend3d=False, stride=5, zdir='z', offset=None, **kwargs)[source]open in new window

Create a 3D contour plot.

Parameters: X, Y, Z : array-likes Input data.

extend3d : bool Whether to extend contour in 3D; defaults to False.

stride : int Step size for extending contour.

zdir : {'x', 'y', 'z'} The direction to use; defaults to 'z'.

offset : scalar If specified, plot a projection of the contour lines at this position in a plane normal to zdir

*args, **kwargs Other arguments are forwarded to matplotlib.axes.Axes.contouropen in new window.

Returns: matplotlib.contour.QuadContourSet

Contour3d

Contour3d 2

Contour3d 3

Filled contour plots

Axes3D.````contourf(self, X, Y, Z, *args, zdir='z', offset=None, **kwargs)[source]open in new window

Create a 3D filled contour plot.

Parameters: X, Y, Z : array-likes Input data.

zdir : {'x', 'y', 'z'} The direction to use; defaults to 'z'.

offset : scalar If specified, plot a projection of the contour lines at this position in a plane normal to zdir

*args, **kwargs Other arguments are forwarded to matplotlib.axes.Axes.contourfopen in new window.

Returns: matplotlib.contour.QuadContourSet

Notes

New in version 1.1.0: The zdir and offset parameters.

Contourf3d

New in version 1.1.0: The feature demoed in the second contourf3d example was enabled as a result of a bugfix for version 1.1.0.

Polygon plots

Axes3D.````add_collection3d(self, col, zs=0, zdir='z')[source]open in new window

Add a 3D collection object to the plot.

2D collection types are converted to a 3D version by modifying the object and adding z coordinate information.

Supported are:

  • PolyCollection
  • LineCollection
  • PatchCollection

Polys3d

Bar plots

Axes3D.````bar(self, left, height, zs=0, zdir='z', *args, **kwargs)[source]open in new window

Add 2D bar(s).

Parameters: left : 1D array-like The x coordinates of the left sides of the bars.

height : 1D array-like The height of the bars.

zs : scalar or 1D array-like Z coordinate of bars; if a single value is specified, it will be used for all bars.

zdir : {'x', 'y', 'z'} When plotting 2D data, the direction to use as z ('x', 'y' or 'z'); defaults to 'z'.

**kwargs Other arguments are forwarded to matplotlib.axes.Axes.baropen in new window.

Returns: mpl_toolkits.mplot3d.art3d.Patch3DCollection

Bars3d

Quiver

Axes3D.````quiver(X, Y, Z, U, V, W, /, length=1, arrow_length_ratio=.3, pivot='tail', normalize=False, **kwargs)[source]open in new window

Plot a 3D field of arrows.

The arguments could be array-like or scalars, so long as they they can be broadcast together. The arguments can also be masked arrays. If an element in any of argument is masked, then that corresponding quiver element will not be plotted.

Parameters: X, Y, Z : array-like The x, y and z coordinates of the arrow locations (default is tail of arrow; see pivot kwarg)

U, V, W : array-like The x, y and z components of the arrow vectors

length : float The length of each quiver, default to 1.0, the unit is the same with the axes

arrow_length_ratio : float The ratio of the arrow head with respect to the quiver, default to 0.3

pivot : {'tail', 'middle', 'tip'} The part of the arrow that is at the grid point; the arrow rotates about this point, hence the name pivot. Default is 'tail'

normalize : bool When True, all of the arrows will be the same length. This defaults to False, where the arrows will be different lengths depending on the values of u,v,w.

**kwargs Any additional keyword arguments are delegated to LineCollectionopen in new window

Quiver3d

2D plots in 3D

2dcollections3d

Text

Axes3D.````text(self, x, y, z, s, zdir=None, **kwargs)[source]open in new window

Add text to the plot. kwargs will be passed on to Axes.text, except for the zdir keyword, which sets the direction to be used as the z direction.

Text3d

Subplotting

Having multiple 3D plots in a single figure is the same as it is for 2D plots. Also, you can have both 2D and 3D plots in the same figure.

New in version 1.0.0: Subplotting 3D plots was added in v1.0.0. Earlier version can not do this.

Subplot3d

Download