.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "gallery/images_contours_and_fields/contourf_demo.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. meta:: :keywords: codex .. note:: :class: sphx-glr-download-link-note Click :ref:`here ` to download the full example code .. rst-class:: sphx-glr-example-title .. _sphx_glr_gallery_images_contours_and_fields_contourf_demo.py: ============= Contourf Demo ============= How to use the `.axes.Axes.contourf` method to create filled contour plots. .. GENERATED FROM PYTHON SOURCE LINES 8-36 .. code-block:: default import numpy as np import matplotlib.pyplot as plt origin = 'lower' delta = 0.025 x = y = np.arange(-3.0, 3.01, delta) X, Y = np.meshgrid(x, y) Z1 = np.exp(-X**2 - Y**2) Z2 = np.exp(-(X - 1)**2 - (Y - 1)**2) Z = (Z1 - Z2) * 2 nr, nc = Z.shape # put NaNs in one corner: Z[-nr // 6:, -nc // 6:] = np.nan # contourf will convert these to masked Z = np.ma.array(Z) # mask another corner: Z[:nr // 6, :nc // 6] = np.ma.masked # mask a circle in the middle: interior = np.sqrt(X**2 + Y**2) < 0.5 Z[interior] = np.ma.masked .. GENERATED FROM PYTHON SOURCE LINES 37-42 Automatic contour levels ------------------------ We are using automatic selection of contour levels; this is usually not such a good idea, because they don't occur on nice boundaries, but we do it here for purposes of illustration. .. GENERATED FROM PYTHON SOURCE LINES 42-63 .. code-block:: default fig1, ax2 = plt.subplots(constrained_layout=True) CS = ax2.contourf(X, Y, Z, 10, cmap=plt.cm.bone, origin=origin) # Note that in the following, we explicitly pass in a subset of the contour # levels used for the filled contours. Alternatively, we could pass in # additional levels to provide extra resolution, or leave out the *levels* # keyword argument to use all of the original levels. CS2 = ax2.contour(CS, levels=CS.levels[::2], colors='r', origin=origin) ax2.set_title('Nonsense (3 masked regions)') ax2.set_xlabel('word length anomaly') ax2.set_ylabel('sentence length anomaly') # Make a colorbar for the ContourSet returned by the contourf call. cbar = fig1.colorbar(CS) cbar.ax.set_ylabel('verbosity coefficient') # Add the contour line levels to the colorbar cbar.add_lines(CS2) .. image-sg:: /gallery/images_contours_and_fields/images/sphx_glr_contourf_demo_001.png :alt: Nonsense (3 masked regions) :srcset: /gallery/images_contours_and_fields/images/sphx_glr_contourf_demo_001.png, /gallery/images_contours_and_fields/images/sphx_glr_contourf_demo_001_2_0x.png 2.0x :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 64-68 Explicit contour levels ----------------------- Now make a contour plot with the levels specified, and with the colormap generated automatically from a list of colors. .. GENERATED FROM PYTHON SOURCE LINES 68-92 .. code-block:: default fig2, ax2 = plt.subplots(constrained_layout=True) levels = [-1.5, -1, -0.5, 0, 0.5, 1] CS3 = ax2.contourf(X, Y, Z, levels, colors=('r', 'g', 'b'), origin=origin, extend='both') # Our data range extends outside the range of levels; make # data below the lowest contour level yellow, and above the # highest level cyan: CS3.cmap.set_under('yellow') CS3.cmap.set_over('cyan') CS4 = ax2.contour(X, Y, Z, levels, colors=('k',), linewidths=(3,), origin=origin) ax2.set_title('Listed colors (3 masked regions)') ax2.clabel(CS4, fmt='%2.1f', colors='w', fontsize=14) # Notice that the colorbar gets all the information it # needs from the ContourSet object, CS3. fig2.colorbar(CS3) .. image-sg:: /gallery/images_contours_and_fields/images/sphx_glr_contourf_demo_002.png :alt: Listed colors (3 masked regions) :srcset: /gallery/images_contours_and_fields/images/sphx_glr_contourf_demo_002.png, /gallery/images_contours_and_fields/images/sphx_glr_contourf_demo_002_2_0x.png 2.0x :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out .. code-block:: none .. GENERATED FROM PYTHON SOURCE LINES 93-96 Extension settings ------------------ Illustrate all 4 possible "extend" settings: .. GENERATED FROM PYTHON SOURCE LINES 96-114 .. code-block:: default extends = ["neither", "both", "min", "max"] cmap = plt.colormaps["winter"].with_extremes(under="magenta", over="yellow") # Note: contouring simply excludes masked or nan regions, so # instead of using the "bad" colormap value for them, it draws # nothing at all in them. Therefore the following would have # no effect: # cmap.set_bad("red") fig, axs = plt.subplots(2, 2, constrained_layout=True) for ax, extend in zip(axs.flat, extends): cs = ax.contourf(X, Y, Z, levels, cmap=cmap, extend=extend, origin=origin) fig.colorbar(cs, ax=ax, shrink=0.9) ax.set_title("extend = %s" % extend) ax.locator_params(nbins=4) plt.show() .. image-sg:: /gallery/images_contours_and_fields/images/sphx_glr_contourf_demo_003.png :alt: extend = neither, extend = both, extend = min, extend = max :srcset: /gallery/images_contours_and_fields/images/sphx_glr_contourf_demo_003.png, /gallery/images_contours_and_fields/images/sphx_glr_contourf_demo_003_2_0x.png 2.0x :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 115-128 .. admonition:: References The use of the following functions, methods, classes and modules is shown in this example: - `matplotlib.axes.Axes.contour` / `matplotlib.pyplot.contour` - `matplotlib.axes.Axes.contourf` / `matplotlib.pyplot.contourf` - `matplotlib.axes.Axes.clabel` / `matplotlib.pyplot.clabel` - `matplotlib.figure.Figure.colorbar` / `matplotlib.pyplot.colorbar` - `matplotlib.colors.Colormap` - `matplotlib.colors.Colormap.set_bad` - `matplotlib.colors.Colormap.set_under` - `matplotlib.colors.Colormap.set_over` .. rst-class:: sphx-glr-timing **Total running time of the script:** ( 0 minutes 2.512 seconds) .. _sphx_glr_download_gallery_images_contours_and_fields_contourf_demo.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: contourf_demo.py ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: contourf_demo.ipynb ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_