trustworthy" method (#2118) * Adds a new parameter to control alpha levels of "trustworthy" * Fixes the formula to calculate number of boxes for "trustworthy" * update release notes * rename box_alpha to trust_alpha * improve code style * Store code examples in API docs using notebooks (#2123) * Add new infrastructure for generating docs from notebooks * Move rugplot examples into notebook * More imporvements to new notebook processing infrastructure * Add output stripping to doc notebook build * Add script for auto-generating API doc notebooks * Improve Makefile infra * Convert kdeplot API docs to notebook * Read notebook kernel from environment variable * Add pandoc to GH doc build * Consolidate workflow * Add histplot function (#2125) * Refactor the KDE plotting so the computation is easier to re-use * Add univariate histogram computation * Prototype out much of the innner histogram functionality * Add log-scaling, unsegmented hist, and other features * Add sticky edges * Further flesh out segment/fill for histogram * Improve default aesthetics * Spec out public histplot function * Add discrete mode in histplot * Copy over some supporting code from kdeplot for the time being * Add bivariate histogram computation * Add tests for histogram computation * Add some histplot tests * Cover most of histplot with tests * Code housekeeping * Simplify default linewidth scaling and other changes * Better, although still unsatisfying, default handling * Add shrink parameter * Further tweak default linewidth * Fix parsing of function docstrings * Increase allowed linewidth * Add API docs and examples for histplot * Pin more specific matplotlib version * Fix histplot kde color * Add example that uses histplot * Adapt default binwidth to the orientation of the plot * Fix example * Convert internal use of distplot to histplot * Udpdate axisgrid tests * Update histplot alpha test * PEP8 * Refactor axis units/scaling, allowing experimental support for category/datetime in distribution plots * Add tests for new axis scale/unit interaction * Bump minimal matplotlib to 2.2 for consistent category and datetime64 behavior * Prefer dropna method once we have reduced columns of plot data * Allow non-filled bar edges to be a bit thicker * Add clean rules to doc notebook subeets * Use penguins and planets in histplot docstring * Make segement default depend on presence of hue semantic * Fix awkward wording * Add 'dodge' as a multple method in histplot * Make three options for histplot appearance: bars, step, poly * Remove vestgial utility function * Introduce other elements earlier in histplot examples * Add frequency as a histogram stat * Fix test name * Reorganize DistributionPlotter methods * Modify implementation of discrete * Add prototype of bivariate histogram * Add external interface for bivariate histogram * Fix test for discrete histogram * Add test coverage for bivariate histogram * Document bivariate histplot * PEP8 * Standardize bivariate colormaps and colorbars between histplot and kdeplot * Add example that uses bivariate histogram * Change multiple regression example to use penguins * Add release notes on histplot * Add color to histplot signature * Don't follow color cycle with datetime variable when drawing filled plot * Fix hue test * Tweak some docs and comments * Revert test for unused default * Default to discrete bins for categorical variables * Work around #2135 to always use non-null data * Clean up a couple of TODO comments * Simplify example * Fix default color in histplot with datetime variable (#2136) * Fix default color in histplot with datetime variable * Fix default color in histplot with datetime variable * Improve support for datetime (and categorical) data in relational plots (#2138) * Improve support for datetime (and categorical) data in relational plots Fixes #2130 * Disable pandas unit conversion during testing * Force matplotlib date converters in test fixture * Clarified documentation of despine (#2140) * clarified documentation of despine * improved wording * Add ecdfplot function (#2141) * Add basic ecdfplot implementation * Allow user to override drawstyle * Add unit tests * Add docstring content * Add more docstring information and fix test * Add complementary ECDF * Add ecdfplot API examples * Fix step plots with y data variable * Housekeeping * Fix error message * Mention ecdfplot in release notes * MNT: fix some failures with matplotlib=3.3.0rc1 (#2144) * Avoid error on new matplotlib for equal aspect test * Avoid palplot failure on mpl3.3 * Avoid error for unnamed groups Mpl3.3 requires that removing tick labels for categorical plots is done with empty labels rather than an empty list. This is an issue with unnamed groups for categorical plots (e.g. boxplot(x=vector)). * Delete .mailmap * TST: Increase testing speed by utilizing multiple cores (#2146) * utilize multiple CPUs with pytest * cache test datasets before testing * avoid pulling qt for non-interactive tests * cleanup qtagg mentions * Dont add null columns in plot_data for unassigned semantics (#2148) * Dont assign null columns in plot_data for unassigned semantics * Fix comment wording [ci skip] * DOC: enable Sphinx rules for linking to GitHub issues, PRs and users (#2151) * add sphinx-issues extension * remove unnecessary mpl import * add links to PRs * Elaborate on how to build the docs * Improve seaborn discoverability (#2160) * update trove classifiers * Explicitly install pyqt to allow qt5agg tests Since not all matplotlib distributions specify pyqt as a dependency * Remove magic number in example script (#2165) * Fix typo (#2168) * Improve matrix functions docstrings (#2188) * fix matplotlib backends usage path * add intersphinx links * Better comply with numpydoc * Use only stdlib in get_dataset_names (#2190) * Use only stdlib in get_dataset_names * Fix import for miscplot tests * Don't test on matplotlib 3.3.1 to avoid scatter bug (#2197) xref #2194, matplotlib/matplotlib#18254 * Add displot, a figure-level distribution function (#2157) * Initial pass at prototyping new approach to figure-level functions * Very messy implementation of new figure-level distplot * Mostly functional bivariate histogram distplot, with hacks * Use utility function to share default parameters (good idea?) * Simplify some operations, add more original distplot features * Implement basic kind='kde' in new distplot * Implement basic kind=ecdf in new distplot * Implement backwards compat for ax * Minor formatting changes * Rename semantic_subsets -> iter_data * Centralize log scale logic * Minor changes to easy distplot API transition * Remove vestigial code that subset columns of plot_data * Fix semantic ordering bug * Increased hackification of the interface between VectorPlotter and FacetGrid * Handle histogram post-processing on each facet * Better (but still partial) integration between distplot and FacetGrid * More distplot deprecation/API change handling * Get tests passing * Avoid duplicate columns in the dataframe passed to FacetGrid * Enable log scaling and custom color * Attempt to ease more distplot transition w/r/t kde_kws * Abandon plan to convert distplot, introduce displot instead * Add FacetGrid parameters to displot signature * Add stopgap to get proper FacetGrid legend kind of working * Revert all distplot changes since v0.10.1 * Add deprecation notice to distplot * Revert keyword change in existing distplot docs and tests * Add minimal support for new-style API in distplot, for use in FacetGrid * Fix small issues with kde color and facet parameters * Address some TODOs * Handle a missing-data problem in hue mapping * Add categorical ordering for some diamonds fields * Add displot docstring * Change direction of distribution/axisgrid imports; fill in displot template * Add API examples for displot * Add basic infrastructure for testing displot against axes-level function * Add displot vs kdeplot tests * Add displot tests vs ecdfplot * Add rug tests and silence warnings * Test bivariate and faceted displot * Add test to cover some new core functionality * Test new utility function * Update example gallery * Improve faceted displot test * Handle stack/fill/dodge properly in faceted displot * Control range of bivariate histogram colormap with respect to axes-specific bins * Add another displot gallery example * Drop NA in bivariate histogram when determining bins * Invert y axis with categorical variables * Handle some TODOs in the code * Move location of keyword arg dict copy * Fix inverted categorical y axis on older matplotlibs * Deal with some TODOs but add note about shared categorical axes * Add new distributions tutorial * Update release notes * Handle legend kwarg in displot * Unset sticky edges on (thresholded) 2D hist * Run coverage checks across travis matrix; enhance coverage * Make a few edits to the new doc README * Fix and modernize aspects of relational plot docs (#2200) * Fix relational colors test method Fixes #2147 * Modernize relational doc inheritence Fixes #2065, Fixes #2187 * Dedent relplot doc components * Reorganize docs to emphasize distribution module * Handle mpl33 deprecations (#2199) Co-authored-by: Maoz Gelbart <13831112+MaozGelbart@users.noreply.github.com> * Support wide data with categorical columns (#2202) * Convert relational model API examples to use notebooks (#2201) * Update scatterplot API docs to use notebook * Convert lineplot API examples to notebook * Convert relplot API examples to use notebook * Improve notebook processing, don't remove html output * Start improving lineplot API examples * Improve (?) lineplot API examples * Improve scatterplot API examples * Hide import cells in distribution plot API examples * Demo using FacetGrid in relplot docs * Fix doc bugs [ci skip] * Always set private despine variable in PairGrid (#2203) Fixes #2166 * Change dropna default to False in axisgrid.py (#2204) * Change dropna default to False in axisgrid.py * Update release notes * Improve variable assignment feedback (#2205) * Raise when semantics are set with wide-form data * Improve error messages when assigning longform data * Fix tests that trigger new errors * Avoid kde when variance is almost 0 (#2206) Fixes #2186 * Address various warnings raised within the test (#2208) * Fix log warning in comp_data test (and fix comp_data too) * Avoid numpy ragged array warning when checking flat data * Adjust code that triggers ragged array error * Address other ragged array warnings * Set xticks/yticks before setting labels * use scatterplot instead of plt.scatter (#2069) Co-authored-by: Michael Waskom * FIX: allow un-sharing categories in catplot (#2196) * add tests for 1702 * unify categories across facets only when required * document count as allowed kind parameter * Honor user order input * remove lvplot remnants * warn if different categories may share color * update release notes * don't warn if hue is provided * fix failing jointplot example * fix distplot example 6 * Scale `legend.title_fontsize` when scaling fonts (#2214) * add legend.title_fontsize to tested keys * scale also legend.title_fontsize * update release notes * Add hue as parameter in JointGrid and "hist" as a kind in jointplot (#2210) * Add 'hist' as a kind in jointplot * Accept thresh=None in kdeplot * Add provisional hue support in JointGrid/jointplot * Move plot equality assertions into _testing module * Test JointGrid with hue * Test new jointplot features * Make jointplot(kind='kde') default to unfilled densities * Dispatch tuple-ized bin parameters with histplot * Accept hue mapping parameters and pass to joint/marginal functions if possible * Use core input processing in JointGrid * Remove distplot kwargs from the marginal_kws dict and warn about them * Fix internal names for JointGrid variables * Default to densities for jointplot margins, like in pairplot * Do hue-conditional behavior correctly in wide-form mode * Add marginal_ticks as parameter of jointplot/JointGrid * Fix typo * Convert jointplot/JointGrid API examples to notebooks and update with new features * Adapt marginal ticks test to run on older matplotlibs * Convert JointGrid/jointplot docstrings to use inherited descriptions * Update distributions tutorial and fix tutorial index page * Update JointGrid-related examples * Try setting backend to Agg during doc build * Debugging doc build failure * Attempting to isolate doc failure * Don't crash doc build on bad thumbnail * Add marginal ticks example back to the repo * Undebug ci workflow * Update release notes * Fix object-typed numeric hue/size input to relational plots (#2173) * Test object-typed hue/size * Soft-convert object-typed arrays * Satisfy linter * fix a typo * Change culmen to bill in all examples using penguins (#2215) Mirrors changes in the R penguins dataset, saves characters, and it's easier to remember how to spell 'bill' * Adjust swarmplot overlap warning and avoid in examples (#2216) * Adjust swarmplot warning to 5% of points * Adjust examples that trigger swarmplot warning * Remove deprecaed JointGrid annotation code (#2217) * Add user guide documentation on plotting functions and data structures (#2218) * Add more informative error message for bad dataset name * Add narrative docs on seaborn data structures * Fix heatmap example to reflect short month names * Language tweaks * Add a tutorial chapter giving an overview to seaborn plotting functions * Add a schematic figure of long-frm vs wide-form data * Add new basic user guide chapters to tutorial homepage * Remove figure-level/axes-level and data structure discussion from introduction * Convert main scatterplot matrix example to penguins * Fix typos * Tweak gallery examples * Set penguins sex to title case on load * Tweak thumbnail * Point to new docs in release notes * Make note section highlighting lighter * Use decreasing values for categorical size mapping (#2221) Fixes #2122 * Use core axis labeling method in relational plots (#2222) * Add a rich HTML representation of color palette objects (#2225) * Add rich html_repr to color palette object * Update palettes tutorial and notebook * Reverse direction of default distributions sequential colormap (#2224) * Reduce surprise about relational plot legends (#2229) * Fix unknown palette error * Select better brief ticks Larger maximum number of ticks and no ticks outside the range of the data * Add 'auto' legend mode in relational plots * Use 'auto' when relational legend is 'True' * Only use dummy-artist 'subtitles' with multiple semantic variables * Add clarity about numeric semantic mapping in scatterplot/lineplot docstrings * Update release notes * Update relplot legend tests * Update legend locator test * Add utility function to make subtitles look more like titles * Delint * Old matplotlib compat * Try testing on latest matplotlib * Test legendd=True * Don't try to set attributes on removed axes (#2233) Fixes #2228 * Delegate hue in PairGrid to plotting functions (#2234) * Add provisional support for delegating hue in PairGrid * Use histplot on pairplot diagonal * Update Pairgrid tests * Return self from map_diag * Improve test coverage * Convert PairGrid docstring to notebook and update * Fix test * Improve support for legends and markers with new plots * Make color/label injection optional * Update markers test * More flexibility in PairGrid * Convert pairplot API examples to notebook * Add public access to Grid legend object * Fix iterative plot_bivariate and improve test coverage * Don't cast diagonal data to array (fixes #1663) * replace numpy aliases with builtin types (#2236) * Add new palette functionality and new colormaps (#2237) * Add flare and crest colormaps * Fix internal link * Tweak some examples to use new colormaps * Add as_cmap option to color_palette * Get color palette object through color_palette * Fix typo * Get cmap object in kdeplot from internal lookup * Test new functionality * Fix logic of _d colormaps and allow _r_d * Change sep default to 1 in diverging palette * Pre-release docs enhancements (#2239) * Add colormap html repr to matplotlib colormaps in palette tutorial * Organize v0.11 release notes by module * More release note improvements * Execute all notebooks with python 3.8 and latest libraries * Fix regression in palettes image * Add late-breaking pairgrid enhancements to release notes * Tweak gallery thumbnails * Mention new colormaps in release notes * Cover new color palette functionality in the release notes * Reorganize homepage thumbnails * Rewrite color palettes tutorial * Simplify notebook cleaning code * Improve palette docstrings * More color theory background in palette tutorial * More color variation on homepage * PMention new palette tutorial in release notes * Don't copy docstring source files into built site * Add release note category badges * Improve grouped barplot example * Improve links * Convert and update FacetGrid docstring * Update tutorials * Tweaks * More tweaks * Add references to seaborn objects used in gallery scripts * Add proper logos to docs (#2245) * Add proper logos to docs * Add logo to README * Left-align logo [ci skip] * Fix discrete string-specified light/dark palettes (#2247) * DOC: minor fixes (#2242) * Fix broken link * tweak * prefer :doc: over :ref: * fix broken link * fix comma * Better documentation of FacetGrid's access to underlying matplotlib objects (#2248) * Document FacetGrid axes_dict Correct axes_dict example * Further clarify FacetGrid's public access to underlying matplotlib objects Co-authored-by: Maoz Gelbart <13831112+MaozGelbart@users.noreply.github.com> * Pre-release docs updates (#2250) * Language tweaks in intro * Add background back to cubehelix palette example * Add an example of making a heatmap using a scatterplot * Fix cropping fof function overview schematic * Tweak violinplot example * Add a new histogram example and tweak another one * Reorganize example gallery * Downsize images a bit * Tweak some text in various notebooks * Improve installation page * Improvements and streamlining of the introduction page * Add axis label kwargs in FacetGrid.set_axis_labels * Tweaking a bit further * Mention docs updates in the release notes * Streamline color theory examples * Tweak lineplot example colors * Clarify long/wide data * Tweak logo * Remove whitebg svg logos * Various tweaks * Fix typo * Add link to seaborn discourse channel * Add set_theme() to replace set() (#2253) * Add set_theme function and change set to an alias * Add test * Change set -> set_theme everywhere * Update aesthetics tutorial * Update API page and release notes * Expose set_theme as public API * Fix bivariate histogram color in displot (#2255) * Fix bivariate histogram color in displot * Fix univariate kdeplot color in displot * Convert coor attribute to rgba in artist tetsts * Improve PairGrid tight_layout (#2256) - Track the layout_pad parameter and use whenever tight_layout is called - Call tight_layout at the end of pairplot * Small formatting fixes in release notes * Fix tutorial links in displot docstring * Add new Zenodo DOIs * Update internal version to 0.12.0.dev0 * Add links to archived versions of docs * Pass `col_order` and `row_order` to FacetGrid in displot (#2262) Co-authored-by: badge * Fix PairGrid with non-square grid and non-marginal diagonal axes (#2270) * Fix PairGrid with non-square grid and non-marginal diagonal axes Fixes #2260 * Add #2262 to release notes * TST: fix colors and paths comparison in relational tests (#2281) * test correct collection * use matplotlib's same_color * compare paths arrays lengths * Fix: use linewidth when plotting boxes and medians (#2287) * throw a meaningful error message in lmplot in case kwarg is missing (#2302) * Fix: do not annotate clustermap w/ annot=False (#2323) Co-authored-by: criddell * Fix `adjust_subtitles` when `legend_out=False`. (#2304) * Test adjust_subtitles and legend_out interactions * Fix adjust_subtitles when legend_out is False * Remove redundant smoke tests * Force doc CI to use Python 3.8 (#2335) Relevant matplotlib issue https://github.com/matplotlib/matplotlib/issues/18718 * Error if row/col colors are indexed but data isn't (#2313) * Test pandas row/col colors against nonindexed data * Error if col/row colors are pandas but data isn't * Improve matrix docstrings * Reformat code block * Use numpy array directly * Format single backticks as literal code block * Fix jointplot reference syntax in distributions tutorial. (#2359) * Fix jointplot reference syntax in distributions tutorial. * Fix rST syntax for hue (add space around ``code``). * better checks for `sharey` and `sharex` in `axesgrid.py` (#2347) * bugfix issue 2346 * fix * MAINT: Drop nose and test on python==3.9 (#2328) * MAINT: Migrate nose to pytest * MAINT: Migrate nose to pytest * MAINT: Migrate nose to pytest * MAINT: Migrate nose to pytest * MAINT: Migrate nose to pytest * MAINT: Migrate nose to pytest * Modernize some tests * MAINT: Migrate nose to pytest * Drop nose dependency * Improve skip parameter name * Test on python3.9 * Declare python==3.9 support * TST: FIX: Consider array length in artist arrays comparison (#2363) * Add artists length comparison * Fix jointplot tests * Fix displot tests * Fix pairgrid (#2368) * Add failing test for #2307 * Fix PairGrid hue mapping logic Fixes #2307 * Fix faceted bivariate KDE normalization (#2378) Fixes #2377 * Fix NA propagation in lineplot (#2273) * Use nanpercentile in ci function Fixes #2272 * Drop NA inside lineplot Narrowly fixes #2272 But would like a broader solution here that also addresses #1552 * Add a test to catch NA propagation * FIX: Infer categorical dtypes before boolean resolution (#2379) * Add test for #2317 * Improve variable_type docstring * Give precedence to categorical dtype inference * Run tests on github actions (#2383) * Assorted fixes for small problems (#2382) * Fix color_palette docstring (fixes #2372) * Disable jitter in dotplot example (fixes #2366) * Raise early in jointplot when selected kind does not support hue (fixes #2326) * Add weights to ecdfplot docstring (fixes #2348) * Fix corner PairGrid without marginal diagonal (fixes #2354) * Use math.isclose for zero variance check See https://github.com/numpy/numpy/issues/10161 Fixes #2294 * Raise informative error when PairGrid has no rows/columns (Fixes #2311) * Use same y axis scaling for diag_kind='hist' and diag_kind='auto' resolving to hist (fixes #2314) * Handle list/array boolean check * Update release notes * Fix error with no marginal plots where density axis would be shared * Slight rearrangement of PairGrid variable processing * Add/restore functionality to long-form data processing (#2386) * Add/restore functionality to long-form data processing * Add tests for restored functionality * Update release notes * Require strings to access index fields * Allow clustermap row/col colors to be categorical (#2389) * Test for categorical row/col_colors input * Allow categorical row/col_colors input * Remove unreachable code At this stage colors is not a pandas object * Remove unused variables * Reduce usage of global matplotlib state in axisgrid objects (#2388) * Reduce usage of global matplotlib state in axisgrid objects * Improve test coverage and legac compat in JointGrid * Update release notes * Always cast func.__module__ to str for safety * Docs tidying for v0.11.1 release (#2393) * Update doc dependencies * Suppress function signatures on main API page * Add conf params for compatability with newer doc theme * Fix typos and formatting * Prepare release notes for release * Simplify CI build matrix * Fix PF reference in release notes * Fix API page sphinx * Try building docs in parallel * Fix API docs sphinx * Reduce doc CI parallelization (#2394) Can't parallelize over notebooks/html steps without breaking things * Add v0.11.1 Zenodo badge * Corrects typo in the diverging palette doc sub-section title (#2397) * Corrects typo in the doc. * Fixes the length of the underline * Raise minimal supported Python to 3.7 and bump requirements (#2396) * Raise minimal officially supported Python to 3.7 Following NEP29 and upstream libraries * Make minor bumps to minimally supported library dependencies Otherwise I couldn't get the pinned libraries installed on Python 3.7 * Change pip requirements style in CI * Remove code that special-cases now unsupported scipy * Fix KDE weights test * Adapt test that fails on pinned matplotlib * Remove compatability for no-longer-supported dependency versions * Update release notes * Make scipy an optional dependency (#2398) * Vendor reduced version of scipy's KDE, adapt existing KDE code * Adapt violinplot and stripplot to not require scipy * Remove vendored kde docstring examples * Fix missing import * Remove more unhelpful doctests * Note that cumulative kdeplot requres scipy * Make scipy optional in matrix module * Replace scipy iqr calls and adapt old distplot code * Standardize flag for scipy availability * Define extra dependencies in setup file * Rework CI workflow for new dependency strategy * Pass extras_require to setuptools * Remove previously deprecated utility functions * Remove scipy from categorical tests * Remove scipy from regression module * Remove scipy from categorical * Remove scipy from distribution tests * Protect scipy-using code in matrix tests * Remove scipy from distributions tests (again) * Fix docs about scipy requirements * Update installing docs * Update release notes * Cover some missing-scipy-triggered errors in tests * Update README and Remove requirements file * Use modern canonical way of drawing the figure (#2399) Closes #2343 * Add a note about getting offline docs access through the website repo * Revert change to forced draw command (#2408) The change in #2399 inadvertantly broke seaborn on the macosx mpl backend. See https://github.com/matplotlib/matplotlib/issues/19197 This PR reverts that change until the issue can be sorted out. * Increase errorbar flexibility (#2407) * Add EstimateAggregator and related functions * Add tests for EstimateAggregator object * Rework lineplot to use new aggregator object * Test warning/redirection of old ci= arg * Update errorbar param in lineplot docs and tutorial * Add errorbar param to lineplot docstring * Remove now-unused lineplot-specific aggregation method * Add release notes stub * Add text for tutorial chapter on error bars * Fix lineplot on log scaled axis * Let log_scaled default to False for unattached plotters * Handle named functions and nans better in bootstrap function * Generalize ci deprecation and increase docstring salience * Simplify code * Refactor tests and bump minimal pandas (#2412) * Move long-form variable assignment tests to core test class * Lift minimum pandas to 0.24 * Modernize some pandas type conversions * Update .values -> .to_numpy() in tests * Improve NA robustness in VectorPlotter.comp_data (#2417) * Improve NA robustness in VectorPlotter.comp_data * Adjust datetime test to account for archaic matplotlib limitation * Update release notes * Abstract logic of forcing figure draw with matplotlib backcompat (#2426) See https://github.com/matplotlib/matplotlib/issues/19197 for context Fixes #2343 * boxplot whis keyword docstring clarification (#2427) * whis keyword docstring change * Tweak language Co-authored-by: Michael Waskom * Restrict comparison values for variable type strings (#2436) This should avoid subtle bugs that could crop up when comparing against the wrong form (e.g. "category" instead of "categorical"). There might be a built-in way to do this, but I couldn't find it... * support Float64Dtype in boxenplot, related to #2434 (#2435) * Fix typo (#2431) * Modernize categorical plotting and refactor stripplot (#2413) * Proof of principle refactored stripplot passing all tests * Improve handling of categorical dates * Improve automatic categorical orientation with dates * Add more continuous datetime variable to long_df fixture * Begin updating stripplot tests * Update more stripplot tests * Add test for single strip, with hue * Fix infer_orient argcheck * Add tests for flat and wide data in stripplot * Refactor hue backcompat into a plotter class method, make optional * Enable new default coloring rules in stripplot * Update catplot to use new stripplot function * Update assert_plots_equal to test all collections * Clean up some comments * Remove old stripplot code * Fix typo * Add explicit categorical order to VectorPlotter._attach * Modify the implementation of categorical data handling to permit unshared facets * Improve integration of axis converters with unshared facet grids * Fix ordering by category dtype * Fix catplot point sizes * Add (un)fixed_scale * Fix plot equality assertion * Disable tests that hit matplotlib bug due to incomplete implemenation * Improve test coverage * Move forced/ordered categorical scaling logic to core * Add core-level tets for scale method(s) * Reduce use of special attributes, add formatter and hue_norm * Update stripplot API examples * Re-enable kwarg deprecation warning * Fix log scaled stripplot * Fixed log-scaled categorical axis * Don't jitter single strips * Improve swarmplot algorithm (#2443) * WIP making swarmplot dynamically update the swarm * Move beeswarm algorithm into distinct class * Remove old swarm algorithm methods * Update beeswarm algorithm to use pointwise sizes * Force figure draw in swarmplot tests to activate swarm algorithm * Use exact original value axis data * Update swarmplot tests and release notes * Fix tets * Refactor swarmplot (#2447) * Refactor swarmplot to match new stripplot (copying too much code) * Refactor some shared components of swarm and strip plot * Add dropna logic to iter_data * Don't try to swarm empty collection * Fix rst syntax * Improve droopna logic and copy dataframe to avoid warnings * Fix bug with jitter on empty category * Remove original swarmplot code * Transition catplot with kind='swarm' to new code * Add more swarmplot tests * Fix small test issues * Mark a puzzling pinned test failure as xfail * Delay log scale query in beeswarm until draw time * Fix single point jitter * Added control over the swarmplot warning with warn_thresh * Update datalim and force autoscale at draw-time * Update swarmplot API examples * Refactor common parts of strip and swarm plot tests * Always update datalim while swarming * Move bug report text from website into contributing file * Generalize getting default color from color cycle (#2449) * Clean up auto-gray code * Add initial versiono of default_color function * Reenable swarmplot mandaatory kwarg warning deprecator * Expand flexibility of supported scatter coloring kwarg * Change logic of scatter-based coloring to post-proccess mpl object * Test default and specified colors * Rework how shared strip/swarm tests work * Test user-supplied color array with swarm/strip plot * Address failures on pinned tests * Use centralized default_color function in scatterplot * Use default_color function in lineplot * Use general default color function for kdeplot, rugplot, and ecdfplot * Use default_color function in histplot * Get default color after attaching axes * Mark kdeplot datetime autoscale test as xfail due to matplotlib bug * Fix logic of color tests * Workaround empty fill_between datetime autoscale bug Fixes #2133 on newer matplotlibs * More backcompat and edge casing * Add color tests for distribution module * Fix bar hist legend artists * Mute color with hue warning for now * Update README CI status badge to reflect GitHub Actions status Closes #2453 * Handle deprecation of ci=None in lineplot (#2457) Fixes #2441 * Fix rugplot with datetime data (#2458) Fixes #2451 * Set alpha properly on unfilled hist/kde plots (#2460) * Set alpha properly on unfilled hist/kde plots Fixes #2450 * Fix typo in kdeplot docstring * Generalize color comparison * Add percent-based normalization in histplot (#2461) * Add percent-based normalization in histplot * Test bivariate normalization * Fix multiple resolution when hue variable has no name (#2462) * Fix multiple resolution when hue variable has no name Fixes #2452 (cherry picked from commit 008f7e0e030681f8047c7d628e6bb3fc3d23e6ff) * Remove unused kwarg * Don't try to resolve multiples if there aren't any * Simplify logic that ignored multiple when no hue was assigned * Fix typo and remove outdated comment * Fix faceted bivariate histogram normalization at displot (#2468) Fixes #2465 * Update release notes * Don't fail when docstrings have been stripped by -OO mode (#2473) * Don't fail when docstrings have been stripped by -OO mode Fixes #2470 * Fix comment * Clarify language * Fix typo * Fix histplot shrink with non-discrete bins (#2477) The code for shifting the shrunken bars assumed that discrete binning was in effect. This is probably the only situation where shrinking really makes sense, but there was no prevention or warning of getting an innacurate result when using it with continuous bins. Fixes #2476 * Update dates * update matplotlib canonical... (#2482) .. this will help with inter sphinx warnings. * Don't pass a set to ListedColormap in clustermap (#2490) * Don't pass a set object to ListedColormap Addresses the issue in https://github.com/matplotlib/matplotlib/issues/19544 * Handle multiple LineCollection color kwargs * Test side colors size homogeneity test * Fix log scaling in distribution plots (#2504) * Improve log_scale parameter documentation Partly addresses #2454 * Fix log-scaled ecdf plots (fixes #2502) * Fix log-scaled rug plot * Fix histplot auto line width with log scale or categorical y axis (#2522) * Fix histplot auto linewidth on log scaled axis Fixes #2513 * Fix auto linewidth for categorical histograms on the y axis Fixes #2523 * Add JOSS paper to docs/README (#2546) * Update docs/readme with links to joss paper * Remove Zenodo DOIs * Mention JOSS paper in v0.12 release notes * DOC: Clarify how to derive dodge parameter value for aligning pointplot in stripplot (#2548) * DOC: clarify how to derive value for dodge param * DOC: fix typo develpoment -> development * DOC: misc fixes. (#2558) Typos, non-existing parameters, and the fact that space before colon in parameters is necessary for numpydoc to correctly parse the name and type * Reduce redundant computation in distplot linewidth (#2559) Co-authored-by: Michael Waskom Co-authored-by: Michael Waskom Co-authored-by: Jan Pipek Co-authored-by: Todd Co-authored-by: Christopher Whelan Co-authored-by: Maoz Gelbart <13831112+MaozGelbart@users.noreply.github.com> Co-authored-by: Iqrar Agalosi Nureyza Co-authored-by: Sebastian Pipping Co-authored-by: bennguvaye Co-authored-by: Ivan Gonzalez Co-authored-by: Lukas <36054362+lukasberbuer@users.noreply.github.com> Co-authored-by: danyal-s Co-authored-by: Paul Rougieux Co-authored-by: Roman Werpachowski <61159095+romanwerpachowski@users.noreply.github.com> Co-authored-by: Emilio Dorigatti Co-authored-by: Daniel Bauer Co-authored-by: Tomas Ojea Co-authored-by: Matthew Badger Co-authored-by: badge Co-authored-by: Clément Robert Co-authored-by: Cameron Riddell <31414128+CRiddler@users.noreply.github.com> Co-authored-by: criddell Co-authored-by: Bradley Dice Co-authored-by: Aaron Spring Co-authored-by: Robin Scheibler Co-authored-by: joooeey Co-authored-by: André F. Rendeiro Co-authored-by: Ondrej Zacha Co-authored-by: Marçal Gabaldà Co-authored-by: Jody Klymak Co-authored-by: Stefan Appelhoff Co-authored-by: Matthias Bussonnier Co-authored-by: Isaac Virshup

Update README status badge to reflect github actions build status #2453

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