@@ -38,7 +38,8 @@ from collections.abc import Callable, Iterable, Sequence
3838from typing import Any , Literal , overload
3939import numpy as np
4040from numpy .typing import ArrayLike
41- from matplotlib .typing import ColorType , MarkerType , LegendLocType , LineStyleType
41+ from matplotlib .typing import (
42+ ColorType , DataParamType , MarkerType , LegendLocType , LineStyleType )
4243import pandas as pd
4344
4445
@@ -173,7 +174,7 @@ class Axes(_AxesBase):
173174 linestyles : LineStyleType = ...,
174175 * ,
175176 label : str = ...,
176- data = ...,
177+ data : DataParamType = ...,
177178 ** kwargs
178179 ) -> LineCollection : ...
179180 def vlines (
@@ -185,7 +186,7 @@ class Axes(_AxesBase):
185186 linestyles : LineStyleType = ...,
186187 * ,
187188 label : str = ...,
188- data = ...,
189+ data : DataParamType = ...,
189190 ** kwargs
190191 ) -> LineCollection : ...
191192 def eventplot (
@@ -199,22 +200,22 @@ class Axes(_AxesBase):
199200 colors : ColorType | Sequence [ColorType ] | None = ...,
200201 alpha : float | Sequence [float ] | None = ...,
201202 linestyles : LineStyleType | Sequence [LineStyleType ] = ...,
202- data = ...,
203+ data : DataParamType = ...,
203204 ** kwargs
204205 ) -> EventCollection : ...
205206 def plot (
206207 self ,
207208 * args : float | ArrayLike | str ,
208209 scalex : bool = ...,
209210 scaley : bool = ...,
210- data = ...,
211+ data : DataParamType = ...,
211212 ** kwargs
212213 ) -> list [Line2D ]: ...
213214 def loglog (self , * args , ** kwargs ) -> list [Line2D ]: ...
214215 def semilogx (self , * args , ** kwargs ) -> list [Line2D ]: ...
215216 def semilogy (self , * args , ** kwargs ) -> list [Line2D ]: ...
216217 def acorr (
217- self , x : ArrayLike , * , data = ..., ** kwargs
218+ self , x : ArrayLike , * , data : DataParamType = ..., ** kwargs
218219 ) -> tuple [np .ndarray , np .ndarray , LineCollection | Line2D , Line2D | None ]: ...
219220 def xcorr (
220221 self ,
@@ -225,7 +226,7 @@ class Axes(_AxesBase):
225226 detrend : Callable [[ArrayLike ], ArrayLike ] = ...,
226227 usevlines : bool = ...,
227228 maxlags : int = ...,
228- data = ...,
229+ data : DataParamType = ...,
229230 ** kwargs
230231 ) -> tuple [np .ndarray , np .ndarray , LineCollection | Line2D , Line2D | None ]: ...
231232 def step (
@@ -234,7 +235,7 @@ class Axes(_AxesBase):
234235 y : ArrayLike ,
235236 * args ,
236237 where : Literal ["pre" , "post" , "mid" ] = ...,
237- data = ...,
238+ data : DataParamType = ...,
238239 ** kwargs
239240 ) -> list [Line2D ]: ...
240241 def bar (
@@ -245,7 +246,7 @@ class Axes(_AxesBase):
245246 bottom : float | ArrayLike | None = ...,
246247 * ,
247248 align : Literal ["center" , "edge" ] = ...,
248- data = ...,
249+ data : DataParamType = ...,
249250 ** kwargs
250251 ) -> BarContainer : ...
251252 def barh (
@@ -256,7 +257,7 @@ class Axes(_AxesBase):
256257 left : float | ArrayLike | None = ...,
257258 * ,
258259 align : Literal ["center" , "edge" ] = ...,
259- data = ...,
260+ data : DataParamType = ...,
260261 ** kwargs
261262 ) -> BarContainer : ...
262263 def bar_label (
@@ -275,7 +276,7 @@ class Axes(_AxesBase):
275276 yrange : tuple [float , float ],
276277 align : Literal ["bottom" , "center" , "top" ] = ...,
277278 * ,
278- data = ...,
279+ data : DataParamType = ...,
279280 ** kwargs
280281 ) -> PolyCollection : ...
281282 def grouped_bar (
@@ -300,7 +301,7 @@ class Axes(_AxesBase):
300301 bottom : float = ...,
301302 label : str | None = ...,
302303 orientation : Literal ["vertical" , "horizontal" ] = ...,
303- data = ...,
304+ data : DataParamType = ...,
304305 ) -> StemContainer : ...
305306
306307 # TODO: data kwarg preprocessor?
@@ -327,7 +328,7 @@ class Axes(_AxesBase):
327328 rotatelabels : bool = ...,
328329 normalize : bool = ...,
329330 hatch : str | Sequence [str ] | None = ...,
330- data = ...,
331+ data : DataParamType = ...,
331332 ) -> PieContainer : ...
332333 def pie_label (
333334 self ,
@@ -359,7 +360,7 @@ class Axes(_AxesBase):
359360 xuplims : bool | ArrayLike = ...,
360361 errorevery : int | tuple [int , int ] = ...,
361362 capthick : float | None = ...,
362- data = ...,
363+ data : DataParamType = ...,
363364 ** kwargs
364365 ) -> ErrorbarContainer : ...
365366 def boxplot (
@@ -394,7 +395,7 @@ class Axes(_AxesBase):
394395 zorder : float | None = ...,
395396 capwidths : float | ArrayLike | None = ...,
396397 label : Sequence [str ] | None = ...,
397- data = ...,
398+ data : DataParamType = ...,
398399 ) -> dict [str , Any ]: ...
399400 def bxp (
400401 self ,
@@ -439,7 +440,7 @@ class Axes(_AxesBase):
439440 edgecolors : Literal ["face" , "none" ] | ColorType | Sequence [ColorType ] | None = ...,
440441 colorizer : Colorizer | None = ...,
441442 plotnonfinite : bool = ...,
442- data = ...,
443+ data : DataParamType = ...,
443444 ** kwargs
444445 ) -> PathCollection : ...
445446 def hexbin (
@@ -464,7 +465,7 @@ class Axes(_AxesBase):
464465 mincnt : int | None = ...,
465466 marginals : bool = ...,
466467 colorizer : Colorizer | None = ...,
467- data = ...,
468+ data : DataParamType = ...,
468469 ** kwargs
469470 ) -> PolyCollection : ...
470471 def arrow (
@@ -473,9 +474,9 @@ class Axes(_AxesBase):
473474 def quiverkey (
474475 self , Q : Quiver , X : float , Y : float , U : float , label : str , ** kwargs
475476 ) -> QuiverKey : ...
476- def quiver (self , * args , data = ..., ** kwargs ) -> Quiver : ...
477- def barbs (self , * args , data = ..., ** kwargs ) -> Barbs : ...
478- def fill (self , * args , data = ..., ** kwargs ) -> list [Polygon ]: ...
477+ def quiver (self , * args , data : DataParamType = ..., ** kwargs ) -> Quiver : ...
478+ def barbs (self , * args , data : DataParamType = ..., ** kwargs ) -> Barbs : ...
479+ def fill (self , * args , data : DataParamType = ..., ** kwargs ) -> list [Polygon ]: ...
479480 def fill_between (
480481 self ,
481482 x : ArrayLike ,
@@ -485,7 +486,7 @@ class Axes(_AxesBase):
485486 interpolate : bool = ...,
486487 step : Literal ["pre" , "post" , "mid" ] | None = ...,
487488 * ,
488- data = ...,
489+ data : DataParamType = ...,
489490 ** kwargs
490491 ) -> FillBetweenPolyCollection : ...
491492 def fill_betweenx (
@@ -497,7 +498,7 @@ class Axes(_AxesBase):
497498 step : Literal ["pre" , "post" , "mid" ] | None = ...,
498499 interpolate : bool = ...,
499500 * ,
500- data = ...,
501+ data : DataParamType = ...,
501502 ** kwargs
502503 ) -> FillBetweenPolyCollection : ...
503504 def imshow (
@@ -519,7 +520,7 @@ class Axes(_AxesBase):
519520 filterrad : float = ...,
520521 resample : bool | None = ...,
521522 url : str | None = ...,
522- data = ...,
523+ data : DataParamType = ...,
523524 ** kwargs
524525 ) -> AxesImage : ...
525526 def pcolor (
@@ -532,7 +533,7 @@ class Axes(_AxesBase):
532533 vmin : float | None = ...,
533534 vmax : float | None = ...,
534535 colorizer : Colorizer | None = ...,
535- data = ...,
536+ data : DataParamType = ...,
536537 ** kwargs
537538 ) -> Collection : ...
538539 def pcolormesh (
@@ -546,7 +547,7 @@ class Axes(_AxesBase):
546547 colorizer : Colorizer | None = ...,
547548 shading : Literal ["flat" , "nearest" , "gouraud" , "auto" ] | None = ...,
548549 antialiased : bool = ...,
549- data = ...,
550+ data : DataParamType = ...,
550551 ** kwargs
551552 ) -> QuadMesh : ...
552553 def pcolorfast (
@@ -558,11 +559,11 @@ class Axes(_AxesBase):
558559 vmin : float | None = ...,
559560 vmax : float | None = ...,
560561 colorizer : Colorizer | None = ...,
561- data = ...,
562+ data : DataParamType = ...,
562563 ** kwargs
563564 ) -> AxesImage | PcolorImage | QuadMesh : ...
564- def contour (self , * args , data = ..., ** kwargs ) -> QuadContourSet : ...
565- def contourf (self , * args , data = ..., ** kwargs ) -> QuadContourSet : ...
565+ def contour (self , * args , data : DataParamType = ..., ** kwargs ) -> QuadContourSet : ...
566+ def contourf (self , * args , data : DataParamType = ..., ** kwargs ) -> QuadContourSet : ...
566567 def clabel (
567568 self , CS : ContourSet , levels : ArrayLike | None = ..., ** kwargs
568569 ) -> list [Text ]: ...
@@ -584,7 +585,7 @@ class Axes(_AxesBase):
584585 color : ColorType | Sequence [ColorType ] | None = ...,
585586 label : str | Sequence [str ] | None = ...,
586587 stacked : bool = ...,
587- data = ...,
588+ data : DataParamType = ...,
588589 ** kwargs
589590 ) -> tuple [
590591 np .ndarray | list [np .ndarray ],
@@ -599,7 +600,7 @@ class Axes(_AxesBase):
599600 orientation : Literal ["vertical" , "horizontal" ] = ...,
600601 baseline : float | ArrayLike | None = ...,
601602 fill : bool = ...,
602- data = ...,
603+ data : DataParamType = ...,
603604 ** kwargs
604605 ) -> StepPatch : ...
605606 def hist2d (
@@ -617,7 +618,7 @@ class Axes(_AxesBase):
617618 weights : ArrayLike | None = ...,
618619 cmin : float | None = ...,
619620 cmax : float | None = ...,
620- data = ...,
621+ data : DataParamType = ...,
621622 ** kwargs
622623 ) -> tuple [np .ndarray , np .ndarray , np .ndarray , QuadMesh ]: ...
623624 def ecdf (
@@ -628,7 +629,7 @@ class Axes(_AxesBase):
628629 complementary : bool = ...,
629630 orientation : Literal ["vertical" , "horizontal" ]= ...,
630631 compress : bool = ...,
631- data = ...,
632+ data : DataParamType = ...,
632633 ** kwargs
633634 ) -> Line2D : ...
634635 def psd (
@@ -647,7 +648,7 @@ class Axes(_AxesBase):
647648 sides : Literal ["default" , "onesided" , "twosided" ] | None = ...,
648649 scale_by_freq : bool | None = ...,
649650 return_line : bool | None = ...,
650- data = ...,
651+ data : DataParamType = ...,
651652 ** kwargs
652653 ) -> tuple [np .ndarray , np .ndarray ] | tuple [np .ndarray , np .ndarray , Line2D ]: ...
653654 def csd (
@@ -667,7 +668,7 @@ class Axes(_AxesBase):
667668 sides : Literal ["default" , "onesided" , "twosided" ] | None = ...,
668669 scale_by_freq : bool | None = ...,
669670 return_line : bool | None = ...,
670- data = ...,
671+ data : DataParamType = ...,
671672 ** kwargs
672673 ) -> tuple [np .ndarray , np .ndarray ] | tuple [np .ndarray , np .ndarray , Line2D ]: ...
673674 def magnitude_spectrum (
@@ -680,7 +681,7 @@ class Axes(_AxesBase):
680681 pad_to : int | None = ...,
681682 sides : Literal ["default" , "onesided" , "twosided" ] | None = ...,
682683 scale : Literal ["default" , "linear" , "dB" ] | None = ...,
683- data = ...,
684+ data : DataParamType = ...,
684685 ** kwargs
685686 ) -> tuple [np .ndarray , np .ndarray , Line2D ]: ...
686687 def angle_spectrum (
@@ -692,7 +693,7 @@ class Axes(_AxesBase):
692693 window : Callable [[ArrayLike ], ArrayLike ] | ArrayLike | None = ...,
693694 pad_to : int | None = ...,
694695 sides : Literal ["default" , "onesided" , "twosided" ] | None = ...,
695- data = ...,
696+ data : DataParamType = ...,
696697 ** kwargs
697698 ) -> tuple [np .ndarray , np .ndarray , Line2D ]: ...
698699 def phase_spectrum (
@@ -704,7 +705,7 @@ class Axes(_AxesBase):
704705 window : Callable [[ArrayLike ], ArrayLike ] | ArrayLike | None = ...,
705706 pad_to : int | None = ...,
706707 sides : Literal ["default" , "onesided" , "twosided" ] | None = ...,
707- data = ...,
708+ data : DataParamType = ...,
708709 ** kwargs
709710 ) -> tuple [np .ndarray , np .ndarray , Line2D ]: ...
710711 def cohere (
@@ -722,7 +723,7 @@ class Axes(_AxesBase):
722723 pad_to : int | None = ...,
723724 sides : Literal ["default" , "onesided" , "twosided" ] = ...,
724725 scale_by_freq : bool | None = ...,
725- data = ...,
726+ data : DataParamType = ...,
726727 ** kwargs
727728 ) -> tuple [np .ndarray , np .ndarray ]: ...
728729 def specgram (
@@ -746,7 +747,7 @@ class Axes(_AxesBase):
746747 scale : Literal ["default" , "linear" , "dB" ] | None = ...,
747748 vmin : float | None = ...,
748749 vmax : float | None = ...,
749- data = ...,
750+ data : DataParamType = ...,
750751 ** kwargs
751752 ) -> tuple [np .ndarray , np .ndarray , np .ndarray , AxesImage ]: ...
752753 def spy (
@@ -781,7 +782,7 @@ class Axes(_AxesBase):
781782 side : Literal ["both" , "low" , "high" ] = ...,
782783 facecolor : Sequence [ColorType ] | ColorType | None = ...,
783784 linecolor : Sequence [ColorType ] | ColorType | None = ...,
784- data = ...,
785+ data : DataParamType = ...,
785786 ) -> dict [str , Collection ]: ...
786787 def violin (
787788 self ,
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