Finally, if you want to remove the frames and ticks after the graphs are plotted, you can loop over the list of axes in the figure itself. What is Wario dropping at the end of Super Mario Land 2 and why? If not given, all rows will have the same height. Plotting Various Sounds on Graphs using Python and Matplotlib, COVID-19 Data Visualization using matplotlib in Python, Analyzing selling price of used cars using Python. Note: To turn off only the x or y axis you can use set_visible() e.g. To remove the rectangular frame of a matplotlib plot, you can use the respective axes object's set_frame_on () function and pass False as an argument. Here firstly we will plot a 2D figure in Matplotlib by importing the Matplotlib library. resulting array can be controlled with the squeeze keyword, see above. How to plot two histograms together in Matplotlib? The speed will be completely different. Improve subplot size/spacing with many subplots, How to set common axes labels for subplots. cb=plt.colorbar () I here assume that pyplot has been imported as import matplotlib.pyplot as plt. on, use tick_params. Word order in a sentence with two clauses. Thanks for contributing an answer to Stack Overflow! The difference is that your code displays all the subplots whereas subplot2grid does not. Does anyone know how to do this? This article discusses some methods by which this can be done. Matplotlib: How not to draw on the same image, Plotting in a non-blocking way with Matplotlib, How to clear memory completely of all matplotlib plots, Close pyplot figure using the keyboard on Mac OS X, String formatting: % vs. .format vs. f-string literal, How to adjust padding with cutoff or overlapping labels. Can a subplot within a python-Matplotlib subplots be used for bullet statements? The problem that axis off makes invisible only the last subplot. I'd like to remove all ticks in X axis in all of graph. Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. . returned. That means I can have 21 subplots in that grid if I wanted, exactly like you original code. Making statements based on opinion; back them up with references or personal experience. On what basis are pardoning decisions made by presidents or governors when exercising their pardoning power? Making statements based on opinion; back them up with references or personal experience. Matplotlib, Pyplot, Pylab etc: What's the difference between these and when to use each? Additionally, there are functions from the pyplot interface and there are methods on the Figure class. How do I change the figure size with subplots? If this instructions don't do the stuff you need provide more of your code to see what might be the procedure to achieve that. How a top-ranked engineering school reimagined CS curriculum (Ep. Creating a new Axes will delete any preexisting Axes that Why do men's bikes have high bars where you can hit your testicles while women's bikes have the bar much lower? None results in a 'rectilinear' projection. or the pyplot.axes function instead. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. If no kwargs are passed and there exists an Axes in the location How do you remove the frame, ticks, or axes from a matplotlib plot? 3 Answers. If no argument is given to close(), the currently active window will be closed. Call relim to update the axes limits if desired. Checking Irreducibility to a Polynomial with Non-constant Degree over Integer. of a custom projection, see projections. Literature about the category of finitary monads. Which one to choose? Asking for help, clarification, or responding to other answers. How to Set a Single Main Title for All the Subplots in Matplotlib? Making statements based on opinion; back them up with references or personal experience. How a top-ranked engineering school reimagined CS curriculum (Ep. Has depleted uranium been considered for radiation shielding in crewed spacecraft beyond LEO? How do I delete or close a graph in matplotlib? If True, extra dimensions are squeezed out from the returned Note: relim will not see collections even if the collection was added to the axes with autolim = True. Asking for help, clarification, or responding to other answers. The default Updated triggering record with value from related record, Generic Doubly-Linked-Lists C implementation. Otherwise a new Axes is created with the specified The dimensions of the of a subclass, such as projections.polar.PolarAxes for polar If False, no squeezing at all is done: the returned Axes object is Just to help improve your mental model of how things are working, these aren't "seaborn subplots", they are matplotlib subplots that you happen to be using seaborn functions to plot data on. How do I expand the output display to see more columns of a Pandas DataFrame? You can use any position the subplot wherever you like within that 3x7 grid. Changing the axis limits on one axes will be reflected automatically On whose turn does the fright from a terror dive end? shared axes. If you want to try a complete script there you have: If memory is a concern somebody already posted a work-around in SO see: All three methods given here (axis('off'), set_axis_off() and axison=False) are equivalent methods because under the hood, axis('off') calls set_axis_off(), which in turns does axison=False, so ultimately, they are the same. How to Annotate Bars in Grouped Barplot in Python? In your original question you use fig, axes = plt.subplots(3, 7, squeeze=False) and then use axes[0][1].plot(x, y) to specifiy which subplot your data will be plotted in. Some subplots in rows can be empty, but they should be deactivated (no axes must be visible). It leaves the other axes untouched. changes in the axis scaling (e.g., log vs. linear). Three integers (nrows, ncols, index). Controlling view limits using margins and sticky_edges. Ditto for Does methalox fuel have a coking problem at all? How about saving the world? However, it is How can I remove a key from a Python dictionary? The Axes of the subplot. Find centralized, trusted content and collaborate around the technologies you use most. When a gnoll vampire assumes its hyena form, do its HP change? for this comparison. How a top-ranked engineering school reimagined CS curriculum (Ep. How to remove an element from a list by index, Save plot to image file instead of displaying it. By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. Thank you for your help and explaination. Connect and share knowledge within a single location that is structured and easy to search. How can I determine whether a subplot (AxesSubplot) is empty or not? specified by args, the projection type is the same, and the What does the power set mean in the construction of Von Neumann universe? I would like to calculate an interesting integral, There exists an element in a group whose order is at most the number of conjugacy classes, How to create a virtual ISO file from /dev/sr0. import numpy as np import matplotlib.pyplot as plt ax = plt.figure ().add_subplot (projection='3d') u = ax.quiver (0, 0, 0, 1, 0, 0, color="r") v = ax.quiver (0, 0, 0, 0, 1, 0, color="g") w = ax.quiver (0, 0, 0, 0, 0, 1, color="b") # set empty line plots with colors associate to the # quivers. Content Discovery initiative April 13 update: Related questions using a Review our technical responses for the 2023 Developer Survey. How about saving the world? There is just a caveat that I discovered today. I have adapted your code below to give an example: Subplot2grid, in effect, does give you a list of axes. How to create a Scatter Plot with several colors in Matplotlib? What are the advantages of running a power tool on 240 V vs 120 V? Each row gets a But you can alter the visibility of the labels, which is a property: setp(ax2.get_xticklabels(), visible=False) The Matplotlib library by default shows the axis ticks and tick labels. Not the answer you're looking for? specified by args then that Axes will be returned rather than a new base class; except for the figure argument. Maybe that will clarify. How to Change Legend Font Size in Matplotlib? To remove the frame (box around the figure) in Matplotlib we follow the steps. In this case, there are three different commands that remove stuff: See matplotlib.pyplot Functions: plt.cla() clears an axis, i.e. How to animate 3D Graph using Matplotlib? Created using Sphinx 5.3.0. Thanks for the helpful cross-reference to the reference counting question. When subplots have a shared x-axis along a column, only the x tick subplot(211) or subplot(212)), you cannot do the standard trick: because this changes the tick Formatter, which is shared among all Counting and finding real solutions of an equation, Generate points along line, specifying the origin of point generation in QGIS, Literature about the category of finitary monads. How do I stop the Flickering on Mode 13h? Looking for job perks? the currently active axis in the current figure. How to increase the size of scatter points in Matplotlib ? Similarly, when subplots Unexpected uint64 behaviour 0xFFFF'FFFF'FFFF'FFFF - 1 = 0? How to set limits for axes in ggplot2 R plots? Note that even del fig will not close the associated figure window. Find centralized, trusted content and collaborate around the technologies you use most. How to plot the sound wave, mfcc,and mel spectrogram on a single figure? 565), Improving the copy in the close modal and post notices - 2023 edition, New blog post from our CEO Prashanth: Community is the future of AI. Is there a generic term for these trajectories? How to make IPython notebook matplotlib plot inline. By using our site, you Radially displace pie chart wedge in Matplotlib, Three-dimensional Plotting in Python using Matplotlib, 3D Scatter Plotting in Python using Matplotlib, 3D Surface plotting in Python using Matplotlib, 3D Wireframe plotting in Python using Matplotlib, 3D Contour Plotting in Python using Matplotlib, Tri-Surface Plot in Python using Matplotlib, Surface plots and Contour plots in Python. acknowledge that you have read and understood our, Data Structure & Algorithm Classes (Live), Data Structures & Algorithms in JavaScript, Data Structure & Algorithm-Self Paced(C++/JAVA), Full Stack Development with React & Node JS(Live), Android App Development with Kotlin(Live), Python Backend Development with Django(Live), DevOps Engineering - Planning to Production, GATE CS Original Papers and Official Keys, ISRO CS Original Papers and Official Keys, ISRO CS Syllabus for Scientist/Engineer Exam. 565), Improving the copy in the close modal and post notices - 2023 edition, New blog post from our CEO Prashanth: Community is the future of AI. How a top-ranked engineering school reimagined CS curriculum (Ep. axis will have the same limits, ticks, and scale as the axis of the "Signpost" puzzle from Tatham's collection. How to have multiple colors with a single material on a single object? If total energies differ across different software, how do I decide which software to use? Michael Droettboom and the Matplotlib development team; 2012-2023 The Matplotlib development team. fig.add_subplot(3, 1, (1, 2)) makes a subplot that spans the What was the actual cockpit layout and crew of the Mi-24A? Each column gets a Not the answer you're looking for? plt.clf() clears the entire current figure with all its axes, but leaves the window opened, such that it may be reused for other . Content Discovery initiative April 13 update: Related questions using a Review our technical responses for the 2023 Developer Survey. How to remove an element from a list by index, How to change the font size on a matplotlib plot, Save plot to image file instead of displaying it. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. Click here from mpl_toolkits.mplot3d import Axes3D from matplotlib import cm import matplotlib.pyplot as plt import numpy as np fig = plt.figure () ax = fig.add_subplot (projection='3d') ax.set_aspect ('equal') X = np.random.rand (100)*10+5 Y = np.random.rand (100)*5+2.5 Z = np.random.rand (100)*50+25 scat = ax.scatter (X, Y, Z) max_range = np.array ( rev2023.4.21.43403. How do I set the figure title and axes labels font size? To subscribe to this RSS feed, copy and paste this URL into your RSS reader. How about saving the world? Which was the first Sci-Fi story to predict obnoxious "robo calls"? How Change the vertical spacing between legend entries in Matplotlib? The heatmaps will show the mean "occupation ratio" by "day of week" (y axis) and "hour of day" (x axis), e.g. fig.add_subplot(235) is the rev2023.4.21.43403. to gridspec_kw={'width_ratios': []}. Can you create non-uniform iterable plots in matplotlib. Example 1 - Remove the frame from a plot Let's look at an example. Rather than using plt.axis('off') you should use ax.axis('off') where ax is a matplotlib.axes object. When subplots have a shared x-axis along a column, only the x tick labels of the bottom subplot are created. Making statements based on opinion; back them up with references or personal experience. Unexpected uint64 behaviour 0xFFFF'FFFF'FFFF'FFFF - 1 = 0? Copyright 20022012 John Hunter, Darren Dale, Eric Firing, Michael Droettboom and the Matplotlib development team; 20122023 The Matplotlib development team. After showing the trend lines on four subplots using this code, I realized I don't want the y axis ticks or labels, but I can't find any advice on removing them from the subplots; everything I try only works on the bottom plot. Would you ever say "eat pig" instead of "eat pork"? Is it possible to control it remotely? First, we construct a figure and an axes object: fig1 = plt.figure (facecolor='white') ax1 = plt.axes (frameon=False) Find centralized, trusted content and collaborate around the technologies you use most. Can you still use Commanders Strike if the only attack available to forego is an attack against an ally? for Nx1 or 1xM subplots, the returned object is a 1D numpy Word order in a sentence with two clauses. Defines the relative widths of the columns. Is it possible to control it remotely? In matplotlib, the location of axes (including subplots) are specified in normalized figure coordinates. By clicking Accept all cookies, you agree Stack Exchange can store cookies on your device and disclose information in accordance with our Cookie Policy. Is there a generic term for these trajectories? In short if memory is a concern use plt.close(fig) (Although it seems that there are better ways, go to the end of this comment for relevant links). Browse other questions tagged, Where developers & technologists share private knowledge with coworkers, Reach developers & technologists worldwide. How to add a legend to a scatter plot in Matplotlib ? How To Annotate Bars in Barplot with Matplotlib in Python? rev2023.4.21.43403. Can the game be left in an invalid state if all state-based actions are replaced? Working with Images in Python using Matplotlib, Python | Working with PNG Images using Matplotlib. We can turn off the axes for subplots and plots using the below methods: Method 1: Using matplotlib.axes.Axes.axis () To turn off the axes for subplots, we will matplotlib.axes.Axes.axis () method here. Plot a one variable function with different values for parameters? By clicking Post Your Answer, you agree to our terms of service, privacy policy and cookie policy. object array of Axes objects. resulting single Axes object is returned as a scalar. Convenience Syntax: Axes.remove (self) Below examples illustrate the matplotlib.axes.Axes.remove () function in matplotlib.axes: Example 1: # Implementation of matplotlib function import matplotlib.pyplot as plt fig, axs = plt.subplots () Common xlabel/ylabel for matplotlib subplots. Connect and share knowledge within a single location that is structured and easy to search. rev2023.4.21.43403. To turn off the axes for subplots, we will matplotlib.axes.Axes.axis() method here. if there are no more than 9 subplots. Site design / logo 2023 Stack Exchange Inc; user contributions licensed under CC BY-SA. Plot a one variable function with different values for parameters? Embedded hyperlinks in a thesis or research paper, Have the y axis labels (DoW) only once per row (leftmost plot), Have the colormap legend only on the rightmost plot in each row (or leave it out completely, the colors are pretty self-explainatory), remove the "empty plots" in the last row because of an odd total number. Why is it shorter than a normal address? This call is equivalent to plt.clf() only if fig is the current figure. rev2023.4.21.43403. The argument can either be a number or name given to a window when it was created using figure(number_or_name) or it can be a figure instance fig obtained, i.e., usingfig = figure(). Copyright 20022012 John Hunter, Darren Dale, Eric Firing, Michael Droettboom and the Matplotlib development team; 20122023 The Matplotlib development team. A minor scale definition: am I missing something? If not given, all columns will have the same width. Creating multiple subplots using ``plt.subplots``, Demo of the histogram function's different ``histtype`` settings, bool or {'none', 'all', 'row', 'col'}, default: False, # using the variable ax for single a Axes, # using the variable axs for multiple Axes, # using tuple unpacking for multiple Axes, # Create just a figure and only one subplot, # Create two subplots and unpack the output array immediately, # Create four polar axes and access them through the returned array, # Share a X axis with each column of subplots, # Share a Y axis with each row of subplots, # Share both X and Y axes with all subplots, # Create figure number 10 with a single subplot, matplotlib.animation.ImageMagickFileWriter, matplotlib.artist.Artist.format_cursor_data, matplotlib.artist.Artist.set_sketch_params, matplotlib.artist.Artist.get_sketch_params, matplotlib.artist.Artist.set_path_effects, matplotlib.artist.Artist.get_path_effects, matplotlib.artist.Artist.get_window_extent, matplotlib.artist.Artist.get_transformed_clip_path_and_affine, matplotlib.artist.Artist.is_transform_set, matplotlib.axes.Axes.get_legend_handles_labels, matplotlib.axes.Axes.get_xmajorticklabels, matplotlib.axes.Axes.get_xminorticklabels, matplotlib.axes.Axes.get_ymajorticklabels, matplotlib.axes.Axes.get_yminorticklabels, matplotlib.axes.Axes.get_rasterization_zorder, matplotlib.axes.Axes.set_rasterization_zorder, matplotlib.axes.Axes.get_xaxis_text1_transform, matplotlib.axes.Axes.get_xaxis_text2_transform, matplotlib.axes.Axes.get_yaxis_text1_transform, matplotlib.axes.Axes.get_yaxis_text2_transform, matplotlib.axes.Axes.get_default_bbox_extra_artists, matplotlib.axes.Axes.get_transformed_clip_path_and_affine, matplotlib.axis.Axis.remove_overlapping_locs, matplotlib.axis.Axis.get_remove_overlapping_locs, matplotlib.axis.Axis.set_remove_overlapping_locs, matplotlib.axis.Axis.get_ticklabel_extents, matplotlib.axis.YAxis.set_offset_position, matplotlib.axis.Axis.limit_range_for_scale, matplotlib.axis.Axis.set_default_intervals, matplotlib.colors.LinearSegmentedColormap, matplotlib.colors.get_named_colors_mapping, matplotlib.gridspec.GridSpecFromSubplotSpec, matplotlib.pyplot.install_repl_displayhook, matplotlib.pyplot.uninstall_repl_displayhook, matplotlib.pyplot.get_current_fig_manager, mpl_toolkits.mplot3d.axes3d.Axes3D.scatter, mpl_toolkits.mplot3d.axes3d.Axes3D.plot_surface, mpl_toolkits.mplot3d.axes3d.Axes3D.plot_wireframe, mpl_toolkits.mplot3d.axes3d.Axes3D.plot_trisurf, mpl_toolkits.mplot3d.axes3d.Axes3D.clabel, mpl_toolkits.mplot3d.axes3d.Axes3D.contour, mpl_toolkits.mplot3d.axes3d.Axes3D.tricontour, mpl_toolkits.mplot3d.axes3d.Axes3D.contourf, mpl_toolkits.mplot3d.axes3d.Axes3D.tricontourf, mpl_toolkits.mplot3d.axes3d.Axes3D.quiver, mpl_toolkits.mplot3d.axes3d.Axes3D.voxels, mpl_toolkits.mplot3d.axes3d.Axes3D.errorbar, mpl_toolkits.mplot3d.axes3d.Axes3D.text2D, mpl_toolkits.mplot3d.axes3d.Axes3D.set_axis_off, mpl_toolkits.mplot3d.axes3d.Axes3D.set_axis_on, mpl_toolkits.mplot3d.axes3d.Axes3D.get_frame_on, mpl_toolkits.mplot3d.axes3d.Axes3D.set_frame_on, mpl_toolkits.mplot3d.axes3d.Axes3D.get_zaxis, mpl_toolkits.mplot3d.axes3d.Axes3D.get_xlim, mpl_toolkits.mplot3d.axes3d.Axes3D.get_ylim, mpl_toolkits.mplot3d.axes3d.Axes3D.get_zlim, mpl_toolkits.mplot3d.axes3d.Axes3D.set_zlim, mpl_toolkits.mplot3d.axes3d.Axes3D.get_w_lims, mpl_toolkits.mplot3d.axes3d.Axes3D.invert_zaxis, mpl_toolkits.mplot3d.axes3d.Axes3D.zaxis_inverted, mpl_toolkits.mplot3d.axes3d.Axes3D.get_zbound, mpl_toolkits.mplot3d.axes3d.Axes3D.set_zbound, mpl_toolkits.mplot3d.axes3d.Axes3D.set_zlabel, mpl_toolkits.mplot3d.axes3d.Axes3D.get_zlabel, mpl_toolkits.mplot3d.axes3d.Axes3D.set_title, mpl_toolkits.mplot3d.axes3d.Axes3D.set_xscale, mpl_toolkits.mplot3d.axes3d.Axes3D.set_yscale, mpl_toolkits.mplot3d.axes3d.Axes3D.set_zscale, mpl_toolkits.mplot3d.axes3d.Axes3D.get_zscale, mpl_toolkits.mplot3d.axes3d.Axes3D.set_zmargin, mpl_toolkits.mplot3d.axes3d.Axes3D.margins, mpl_toolkits.mplot3d.axes3d.Axes3D.autoscale, mpl_toolkits.mplot3d.axes3d.Axes3D.autoscale_view, mpl_toolkits.mplot3d.axes3d.Axes3D.set_autoscalez_on, mpl_toolkits.mplot3d.axes3d.Axes3D.get_autoscalez_on, mpl_toolkits.mplot3d.axes3d.Axes3D.auto_scale_xyz, mpl_toolkits.mplot3d.axes3d.Axes3D.set_aspect, mpl_toolkits.mplot3d.axes3d.Axes3D.set_box_aspect, mpl_toolkits.mplot3d.axes3d.Axes3D.apply_aspect, mpl_toolkits.mplot3d.axes3d.Axes3D.tick_params, mpl_toolkits.mplot3d.axes3d.Axes3D.set_zticks, mpl_toolkits.mplot3d.axes3d.Axes3D.get_zticks, mpl_toolkits.mplot3d.axes3d.Axes3D.set_zticklabels, mpl_toolkits.mplot3d.axes3d.Axes3D.get_zticklines, mpl_toolkits.mplot3d.axes3d.Axes3D.get_zgridlines, mpl_toolkits.mplot3d.axes3d.Axes3D.get_zminorticklabels, mpl_toolkits.mplot3d.axes3d.Axes3D.get_zmajorticklabels, mpl_toolkits.mplot3d.axes3d.Axes3D.zaxis_date, mpl_toolkits.mplot3d.axes3d.Axes3D.convert_zunits, mpl_toolkits.mplot3d.axes3d.Axes3D.add_collection3d, mpl_toolkits.mplot3d.axes3d.Axes3D.sharez, mpl_toolkits.mplot3d.axes3d.Axes3D.can_zoom, mpl_toolkits.mplot3d.axes3d.Axes3D.can_pan, mpl_toolkits.mplot3d.axes3d.Axes3D.disable_mouse_rotation, mpl_toolkits.mplot3d.axes3d.Axes3D.mouse_init, mpl_toolkits.mplot3d.axes3d.Axes3D.drag_pan, mpl_toolkits.mplot3d.axes3d.Axes3D.format_zdata, mpl_toolkits.mplot3d.axes3d.Axes3D.format_coord, mpl_toolkits.mplot3d.axes3d.Axes3D.view_init, mpl_toolkits.mplot3d.axes3d.Axes3D.set_proj_type, mpl_toolkits.mplot3d.axes3d.Axes3D.get_proj, mpl_toolkits.mplot3d.axes3d.Axes3D.set_top_view, mpl_toolkits.mplot3d.axes3d.Axes3D.get_tightbbox, mpl_toolkits.mplot3d.axes3d.Axes3D.set_zlim3d, mpl_toolkits.mplot3d.axes3d.Axes3D.stem3D, mpl_toolkits.mplot3d.axes3d.Axes3D.text3D, mpl_toolkits.mplot3d.axes3d.Axes3D.tunit_cube, mpl_toolkits.mplot3d.axes3d.Axes3D.tunit_edges, mpl_toolkits.mplot3d.axes3d.Axes3D.unit_cube, mpl_toolkits.mplot3d.axes3d.Axes3D.w_xaxis, mpl_toolkits.mplot3d.axes3d.Axes3D.w_yaxis, mpl_toolkits.mplot3d.axes3d.Axes3D.w_zaxis, mpl_toolkits.mplot3d.axes3d.Axes3D.get_axis_position, mpl_toolkits.mplot3d.axes3d.Axes3D.add_contour_set, mpl_toolkits.mplot3d.axes3d.Axes3D.add_contourf_set, mpl_toolkits.mplot3d.axes3d.Axes3D.update_datalim, mpl_toolkits.mplot3d.axes3d.get_test_data, mpl_toolkits.mplot3d.art3d.Line3DCollection, mpl_toolkits.mplot3d.art3d.Patch3DCollection, mpl_toolkits.mplot3d.art3d.Path3DCollection, mpl_toolkits.mplot3d.art3d.Poly3DCollection, mpl_toolkits.mplot3d.art3d.get_dir_vector, mpl_toolkits.mplot3d.art3d.line_collection_2d_to_3d, mpl_toolkits.mplot3d.art3d.patch_2d_to_3d, mpl_toolkits.mplot3d.art3d.patch_collection_2d_to_3d, mpl_toolkits.mplot3d.art3d.pathpatch_2d_to_3d, mpl_toolkits.mplot3d.art3d.poly_collection_2d_to_3d, mpl_toolkits.mplot3d.proj3d.inv_transform, mpl_toolkits.mplot3d.proj3d.persp_transformation, mpl_toolkits.mplot3d.proj3d.proj_trans_points, mpl_toolkits.mplot3d.proj3d.proj_transform, mpl_toolkits.mplot3d.proj3d.proj_transform_clip, mpl_toolkits.mplot3d.proj3d.view_transformation, mpl_toolkits.mplot3d.proj3d.world_transformation, mpl_toolkits.axes_grid1.anchored_artists.AnchoredAuxTransformBox, mpl_toolkits.axes_grid1.anchored_artists.AnchoredDirectionArrows, mpl_toolkits.axes_grid1.anchored_artists.AnchoredDrawingArea, mpl_toolkits.axes_grid1.anchored_artists.AnchoredEllipse, mpl_toolkits.axes_grid1.anchored_artists.AnchoredSizeBar, mpl_toolkits.axes_grid1.axes_divider.AxesDivider, mpl_toolkits.axes_grid1.axes_divider.AxesLocator, mpl_toolkits.axes_grid1.axes_divider.Divider, mpl_toolkits.axes_grid1.axes_divider.HBoxDivider, mpl_toolkits.axes_grid1.axes_divider.SubplotDivider, mpl_toolkits.axes_grid1.axes_divider.VBoxDivider, mpl_toolkits.axes_grid1.axes_divider.make_axes_area_auto_adjustable, mpl_toolkits.axes_grid1.axes_divider.make_axes_locatable, mpl_toolkits.axes_grid1.axes_grid.AxesGrid, mpl_toolkits.axes_grid1.axes_grid.CbarAxesBase, mpl_toolkits.axes_grid1.axes_grid.ImageGrid, mpl_toolkits.axes_grid1.axes_rgb.make_rgb_axes, mpl_toolkits.axes_grid1.axes_size.AddList, mpl_toolkits.axes_grid1.axes_size.Fraction, mpl_toolkits.axes_grid1.axes_size.GetExtentHelper, mpl_toolkits.axes_grid1.axes_size.MaxExtent, mpl_toolkits.axes_grid1.axes_size.MaxHeight, mpl_toolkits.axes_grid1.axes_size.MaxWidth, mpl_toolkits.axes_grid1.axes_size.Scalable, mpl_toolkits.axes_grid1.axes_size.SizeFromFunc, mpl_toolkits.axes_grid1.axes_size.from_any, mpl_toolkits.axes_grid1.inset_locator.AnchoredLocatorBase, mpl_toolkits.axes_grid1.inset_locator.AnchoredSizeLocator, mpl_toolkits.axes_grid1.inset_locator.AnchoredZoomLocator, mpl_toolkits.axes_grid1.inset_locator.BboxConnector, mpl_toolkits.axes_grid1.inset_locator.BboxConnectorPatch, mpl_toolkits.axes_grid1.inset_locator.BboxPatch, mpl_toolkits.axes_grid1.inset_locator.InsetPosition, mpl_toolkits.axes_grid1.inset_locator.inset_axes, mpl_toolkits.axes_grid1.inset_locator.mark_inset, mpl_toolkits.axes_grid1.inset_locator.zoomed_inset_axes, mpl_toolkits.axes_grid1.mpl_axes.SimpleAxisArtist, mpl_toolkits.axes_grid1.mpl_axes.SimpleChainedObjects, mpl_toolkits.axes_grid1.parasite_axes.HostAxes, mpl_toolkits.axes_grid1.parasite_axes.HostAxesBase, mpl_toolkits.axes_grid1.parasite_axes.ParasiteAxes, mpl_toolkits.axes_grid1.parasite_axes.ParasiteAxesBase, mpl_toolkits.axes_grid1.parasite_axes.SubplotHost, mpl_toolkits.axes_grid1.parasite_axes.host_axes, mpl_toolkits.axes_grid1.parasite_axes.host_axes_class_factory, mpl_toolkits.axes_grid1.parasite_axes.host_subplot, mpl_toolkits.axes_grid1.parasite_axes.host_subplot_class_factory, mpl_toolkits.axes_grid1.parasite_axes.parasite_axes_class_factory, mpl_toolkits.axisartist.angle_helper.ExtremeFinderCycle, mpl_toolkits.axisartist.angle_helper.FormatterDMS, mpl_toolkits.axisartist.angle_helper.FormatterHMS, mpl_toolkits.axisartist.angle_helper.LocatorBase, mpl_toolkits.axisartist.angle_helper.LocatorD, mpl_toolkits.axisartist.angle_helper.LocatorDM, mpl_toolkits.axisartist.angle_helper.LocatorDMS, mpl_toolkits.axisartist.angle_helper.LocatorH, mpl_toolkits.axisartist.angle_helper.LocatorHM, mpl_toolkits.axisartist.angle_helper.LocatorHMS, mpl_toolkits.axisartist.angle_helper.select_step, mpl_toolkits.axisartist.angle_helper.select_step24, mpl_toolkits.axisartist.angle_helper.select_step360, mpl_toolkits.axisartist.angle_helper.select_step_degree, mpl_toolkits.axisartist.angle_helper.select_step_hour, mpl_toolkits.axisartist.angle_helper.select_step_sub, mpl_toolkits.axisartist.axes_grid.AxesGrid, mpl_toolkits.axisartist.axes_grid.ImageGrid, mpl_toolkits.axisartist.axis_artist.AttributeCopier, mpl_toolkits.axisartist.axis_artist.AxisArtist, mpl_toolkits.axisartist.axis_artist.AxisLabel, mpl_toolkits.axisartist.axis_artist.GridlinesCollection, mpl_toolkits.axisartist.axis_artist.LabelBase, mpl_toolkits.axisartist.axis_artist.TickLabels, mpl_toolkits.axisartist.axis_artist.Ticks, mpl_toolkits.axisartist.axisline_style.AxislineStyle, mpl_toolkits.axisartist.axislines.AxesZero, mpl_toolkits.axisartist.axislines.AxisArtistHelper, mpl_toolkits.axisartist.axislines.AxisArtistHelperRectlinear, mpl_toolkits.axisartist.axislines.GridHelperBase, mpl_toolkits.axisartist.axislines.GridHelperRectlinear, mpl_toolkits.axisartist.axislines.Subplot, mpl_toolkits.axisartist.axislines.SubplotZero, mpl_toolkits.axisartist.floating_axes.ExtremeFinderFixed, mpl_toolkits.axisartist.floating_axes.FixedAxisArtistHelper, mpl_toolkits.axisartist.floating_axes.FloatingAxes, mpl_toolkits.axisartist.floating_axes.FloatingAxesBase, mpl_toolkits.axisartist.floating_axes.FloatingAxisArtistHelper, mpl_toolkits.axisartist.floating_axes.FloatingSubplot, mpl_toolkits.axisartist.floating_axes.GridHelperCurveLinear, mpl_toolkits.axisartist.floating_axes.floatingaxes_class_factory, mpl_toolkits.axisartist.grid_finder.DictFormatter, mpl_toolkits.axisartist.grid_finder.ExtremeFinderSimple, mpl_toolkits.axisartist.grid_finder.FixedLocator, mpl_toolkits.axisartist.grid_finder.FormatterPrettyPrint, mpl_toolkits.axisartist.grid_finder.GridFinder, mpl_toolkits.axisartist.grid_finder.MaxNLocator, mpl_toolkits.axisartist.grid_helper_curvelinear, mpl_toolkits.axisartist.grid_helper_curvelinear.FixedAxisArtistHelper, mpl_toolkits.axisartist.grid_helper_curvelinear.FloatingAxisArtistHelper, mpl_toolkits.axisartist.grid_helper_curvelinear.GridHelperCurveLinear. marc bendavid married, sarah doherty internet interceptors,