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ENH: add shading='nearest' and 'auto' to pcolormesh
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25 changes: 25 additions & 0 deletions
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doc/users/next_whats_new/2020-01-18-pcolorshadingoptions.rst
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Pcolor and Pcolormesh now accept shading='nearest' and 'auto' | ||
------------------------------------------------------------- | ||
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Previously `.axes.Axes.pcolor` and `.axes.Axes.pcolormesh` handled | ||
the situation where *x* and *y* have the same (respective) size as *C* by | ||
dropping the last row and column of *C*, and *x* and *y* are regarded as the | ||
edges of the remaining rows and columns in *C*. However, many users want | ||
*x* and *y* centered on the rows and columns of *C*. | ||
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To accommodate this, ``shading='nearest'`` and ``shading='auto'`` are | ||
new allowed strings for the ``shading`` kwarg. ``'nearest'`` will center the | ||
color on *x* and *y* if *x* and *y* have the same dimensions as *C* | ||
(otherwise an error will be thrown). ``shading='auto'`` will choose 'flat' | ||
or 'nearest' based on the size of *X*, *Y*, *C*. | ||
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If ``shading='flat'`` then *X*, and *Y* should have dimensions one larger | ||
than *C*. If *X* and *Y* have the same dimensions as *C*, then the previous | ||
behavior is used and the last row and column of *C* are dropped, and a | ||
DeprecationWarning is emitted. | ||
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Users can also specify this by the new :rc:`pcolor.shading` in their | ||
``.matplotlibrc`` or via `.rcParams`. | ||
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See :doc:`pcolormesh </gallery/images_contours_and_fields/pcolormesh_grids>` | ||
for examples. |
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examples/images_contours_and_fields/pcolormesh_grids.py
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""" | ||
============================ | ||
pcolormesh grids and shading | ||
============================ | ||
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`.axes.Axes.pcolormesh` and `~.axes.Axes.pcolor` have a few options for | ||
how grids are laid out and the shading between the grid points. | ||
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Generally, if *Z* has shape *(M, N)* then the grid *X* and *Y* can be | ||
specified with either shape *(M+1, N+1)* or *(M, N)*, depending on the | ||
argument for the ``shading`` keyword argument. Note that below we specify | ||
vectors *x* as either length N or N+1 and *y* as length M or M+1, and | ||
`~.axes.Axes.pcolormesh` internally makes the mesh matrices *X* and *Y* from | ||
the input vectors. | ||
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""" | ||
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import matplotlib | ||
import matplotlib.pyplot as plt | ||
import numpy as np | ||
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############################################################################### | ||
# Flat Shading | ||
# ------------ | ||
# | ||
# The grid specification with the least assumptions is ``shading='flat'`` | ||
# and if the grid is one larger than the data in each dimesion, i.e. has shape | ||
# *(M+1, N+1)*. In that case *X* and *Y* sepcify the corners of quadrilaterals | ||
# that are colored with the values in *Z*. Here we specify the edges of the | ||
# *(3, 5)* quadrilaterals with *X* and *Y* that are *(4, 6)*. | ||
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nrows = 3 | ||
ncols = 5 | ||
Z = np.arange(nrows * ncols).reshape(nrows, ncols) | ||
x = np.arange(ncols + 1) | ||
y = np.arange(nrows + 1) | ||
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fig, ax = plt.subplots() | ||
ax.pcolormesh(x, y, Z, shading='flat', vmin=Z.min(), vmax=Z.max()) | ||
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def _annotate(ax, x, y, title): | ||
# this all gets repeated below: | ||
X, Y = np.meshgrid(x, y) | ||
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ax.plot(X.flat, Y.flat, 'o', color='m') | ||
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ax.set_xlim(-0.7, 5.2) | ||
ax.set_ylim(-0.7, 3.2) | ||
ax.set_title(title) | ||
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_annotate(ax, x, y, "shading='flat'") | ||
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############################################################################### | ||
# Flat Shading, same shape grid | ||
# ----------------------------- | ||
# | ||
# Often, however, data is provided where *X* and *Y* match the shape of *Z*. | ||
# As of Matplotlib v3.3, ``shading='flat'`` is deprecated when this is the | ||
# case, a warning is raised, and the last row and column of *Z* are dropped. | ||
# This dropping of the last row and column is what Matplotlib did silently | ||
# previous to v3.3, and is compatible with what Matlab does. | ||
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x = np.arange(ncols) # note *not* ncols + 1 as before | ||
y = np.arange(nrows) | ||
fig, ax = plt.subplots() | ||
ax.pcolormesh(x, y, Z, shading='flat', vmin=Z.min(), vmax=Z.max()) | ||
_annotate(ax, x, y, "shading='flat': X, Y, C same shape") | ||
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############################################################################### | ||
# Nearest Shading, same shape grid | ||
# -------------------------------- | ||
# | ||
# Usually, dropping a row and column of data is not what the user means when | ||
# the make *X*, *Y* and *Z* all the same shape. For this case, Matplotlib | ||
# allows ``shading='nearest'`` and centers the colored qudrilaterals on the | ||
# grid points. | ||
# | ||
# If a grid that is not the correct shape is passed with ``shading='nearest'`` | ||
# an error is raised. | ||
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fig, ax = plt.subplots() | ||
ax.pcolormesh(x, y, Z, shading='nearest', vmin=Z.min(), vmax=Z.max()) | ||
_annotate(ax, x, y, "shading='nearest'") | ||
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############################################################################### | ||
# Auto Shading | ||
# ------------ | ||
# | ||
# Its possible that the user would like the code to automatically choose | ||
# which to use, in which case ``shading='auto'`` will decide whether to | ||
# use 'flat' or 'nearest' shading based on the shapes of *X*, *Y* and *Z*. | ||
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fig, axs = plt.subplots(2, 1, constrained_layout=True) | ||
ax = axs[0] | ||
x = np.arange(ncols) | ||
y = np.arange(nrows) | ||
ax.pcolormesh(x, y, Z, shading='auto', vmin=Z.min(), vmax=Z.max()) | ||
_annotate(ax, x, y, "shading='auto'; X, Y, Z: same shape (nearest)") | ||
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ax = axs[1] | ||
x = np.arange(ncols + 1) | ||
y = np.arange(nrows + 1) | ||
ax.pcolormesh(x, y, Z, shading='auto', vmin=Z.min(), vmax=Z.max()) | ||
_annotate(ax, x, y, "shading='auto'; X, Y one larger than Z (flat)") | ||
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############################################################################### | ||
# Gouraud Shading | ||
# --------------- | ||
# | ||
# `Gouraud shading <https://en.wikipedia.org/wiki/Gouraud_shading>`_ can also | ||
# be specified, where the colour in the quadrilaterals is linearly | ||
# interpolated between the grid points. The shapes of *X*, *Y*, *Z* must | ||
# be the same. | ||
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fig, ax = plt.subplots(constrained_layout=True) | ||
x = np.arange(ncols) | ||
y = np.arange(nrows) | ||
ax.pcolormesh(x, y, Z, shading='gouraud', vmin=Z.min(), vmax=Z.max()) | ||
_annotate(ax, x, y, "shading='gouraud'; X, Y same shape as Z") | ||
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plt.show() | ||
############################################################################# | ||
# | ||
# ------------ | ||
# | ||
# References | ||
# """""""""" | ||
# | ||
# The use of the following functions and methods is shown in this example: | ||
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matplotlib.axes.Axes.pcolormesh | ||
matplotlib.pyplot.pcolormesh |
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