@@ -37,7 +37,8 @@ from collections.abc import Callable, Iterable, Sequence
3737from typing import Any , Literal , overload
3838import numpy as np
3939from numpy .typing import ArrayLike
40- from matplotlib .typing import ColorType , MarkerType , LegendLocType , LineStyleType
40+ from matplotlib .typing import (
41+ ColorType , DataParamType , MarkerType , LegendLocType , LineStyleType )
4142import pandas as pd
4243
4344
@@ -172,7 +173,7 @@ class Axes(_AxesBase):
172173 linestyles : LineStyleType = ...,
173174 * ,
174175 label : str = ...,
175- data = ...,
176+ data : DataParamType = ...,
176177 ** kwargs
177178 ) -> LineCollection : ...
178179 def vlines (
@@ -184,7 +185,7 @@ class Axes(_AxesBase):
184185 linestyles : LineStyleType = ...,
185186 * ,
186187 label : str = ...,
187- data = ...,
188+ data : DataParamType = ...,
188189 ** kwargs
189190 ) -> LineCollection : ...
190191 def eventplot (
@@ -198,22 +199,22 @@ class Axes(_AxesBase):
198199 colors : ColorType | Sequence [ColorType ] | None = ...,
199200 alpha : float | Sequence [float ] | None = ...,
200201 linestyles : LineStyleType | Sequence [LineStyleType ] = ...,
201- data = ...,
202+ data : DataParamType = ...,
202203 ** kwargs
203204 ) -> EventCollection : ...
204205 def plot (
205206 self ,
206207 * args : float | ArrayLike | str ,
207208 scalex : bool = ...,
208209 scaley : bool = ...,
209- data = ...,
210+ data : DataParamType = ...,
210211 ** kwargs
211212 ) -> list [Line2D ]: ...
212213 def loglog (self , * args , ** kwargs ) -> list [Line2D ]: ...
213214 def semilogx (self , * args , ** kwargs ) -> list [Line2D ]: ...
214215 def semilogy (self , * args , ** kwargs ) -> list [Line2D ]: ...
215216 def acorr (
216- self , x : ArrayLike , * , data = ..., ** kwargs
217+ self , x : ArrayLike , * , data : DataParamType = ..., ** kwargs
217218 ) -> tuple [np .ndarray , np .ndarray , LineCollection | Line2D , Line2D | None ]: ...
218219 def xcorr (
219220 self ,
@@ -224,7 +225,7 @@ class Axes(_AxesBase):
224225 detrend : Callable [[ArrayLike ], ArrayLike ] = ...,
225226 usevlines : bool = ...,
226227 maxlags : int = ...,
227- data = ...,
228+ data : DataParamType = ...,
228229 ** kwargs
229230 ) -> tuple [np .ndarray , np .ndarray , LineCollection | Line2D , Line2D | None ]: ...
230231 def step (
@@ -233,7 +234,7 @@ class Axes(_AxesBase):
233234 y : ArrayLike ,
234235 * args ,
235236 where : Literal ["pre" , "post" , "mid" ] = ...,
236- data = ...,
237+ data : DataParamType = ...,
237238 ** kwargs
238239 ) -> list [Line2D ]: ...
239240 def bar (
@@ -244,7 +245,7 @@ class Axes(_AxesBase):
244245 bottom : float | ArrayLike | None = ...,
245246 * ,
246247 align : Literal ["center" , "edge" ] = ...,
247- data = ...,
248+ data : DataParamType = ...,
248249 ** kwargs
249250 ) -> BarContainer : ...
250251 def barh (
@@ -255,7 +256,7 @@ class Axes(_AxesBase):
255256 left : float | ArrayLike | None = ...,
256257 * ,
257258 align : Literal ["center" , "edge" ] = ...,
258- data = ...,
259+ data : DataParamType = ...,
259260 ** kwargs
260261 ) -> BarContainer : ...
261262 def bar_label (
@@ -274,7 +275,7 @@ class Axes(_AxesBase):
274275 yrange : tuple [float , float ],
275276 align : Literal ["bottom" , "center" , "top" ] = ...,
276277 * ,
277- data = ...,
278+ data : DataParamType = ...,
278279 ** kwargs
279280 ) -> PolyCollection : ...
280281 def grouped_bar (
@@ -299,7 +300,7 @@ class Axes(_AxesBase):
299300 bottom : float = ...,
300301 label : str | None = ...,
301302 orientation : Literal ["vertical" , "horizontal" ] = ...,
302- data = ...,
303+ data : DataParamType = ...,
303304 ) -> StemContainer : ...
304305
305306 # TODO: data kwarg preprocessor?
@@ -324,7 +325,7 @@ class Axes(_AxesBase):
324325 rotatelabels : bool = ...,
325326 normalize : bool = ...,
326327 hatch : str | Sequence [str ] | None = ...,
327- data = ...,
328+ data : DataParamType = ...,
328329 ) -> PieContainer : ...
329330 def pie_label (
330331 self ,
@@ -356,7 +357,7 @@ class Axes(_AxesBase):
356357 xuplims : bool | ArrayLike = ...,
357358 errorevery : int | tuple [int , int ] = ...,
358359 capthick : float | None = ...,
359- data = ...,
360+ data : DataParamType = ...,
360361 ** kwargs
361362 ) -> ErrorbarContainer : ...
362363 def boxplot (
@@ -391,7 +392,7 @@ class Axes(_AxesBase):
391392 zorder : float | None = ...,
392393 capwidths : float | ArrayLike | None = ...,
393394 label : Sequence [str ] | None = ...,
394- data = ...,
395+ data : DataParamType = ...,
395396 ) -> dict [str , Any ]: ...
396397 def bxp (
397398 self ,
@@ -436,7 +437,7 @@ class Axes(_AxesBase):
436437 edgecolors : Literal ["face" , "none" ] | ColorType | Sequence [ColorType ] | None = ...,
437438 colorizer : Colorizer | None = ...,
438439 plotnonfinite : bool = ...,
439- data = ...,
440+ data : DataParamType = ...,
440441 ** kwargs
441442 ) -> PathCollection : ...
442443 def hexbin (
@@ -461,7 +462,7 @@ class Axes(_AxesBase):
461462 mincnt : int | None = ...,
462463 marginals : bool = ...,
463464 colorizer : Colorizer | None = ...,
464- data = ...,
465+ data : DataParamType = ...,
465466 ** kwargs
466467 ) -> PolyCollection : ...
467468 def arrow (
@@ -470,9 +471,9 @@ class Axes(_AxesBase):
470471 def quiverkey (
471472 self , Q : Quiver , X : float , Y : float , U : float , label : str , ** kwargs
472473 ) -> QuiverKey : ...
473- def quiver (self , * args , data = ..., ** kwargs ) -> Quiver : ...
474- def barbs (self , * args , data = ..., ** kwargs ) -> Barbs : ...
475- def fill (self , * args , data = ..., ** kwargs ) -> list [Polygon ]: ...
474+ def quiver (self , * args , data : DataParamType = ..., ** kwargs ) -> Quiver : ...
475+ def barbs (self , * args , data : DataParamType = ..., ** kwargs ) -> Barbs : ...
476+ def fill (self , * args , data : DataParamType = ..., ** kwargs ) -> list [Polygon ]: ...
476477 def fill_between (
477478 self ,
478479 x : ArrayLike ,
@@ -482,7 +483,7 @@ class Axes(_AxesBase):
482483 interpolate : bool = ...,
483484 step : Literal ["pre" , "post" , "mid" ] | None = ...,
484485 * ,
485- data = ...,
486+ data : DataParamType = ...,
486487 ** kwargs
487488 ) -> FillBetweenPolyCollection : ...
488489 def fill_betweenx (
@@ -494,7 +495,7 @@ class Axes(_AxesBase):
494495 step : Literal ["pre" , "post" , "mid" ] | None = ...,
495496 interpolate : bool = ...,
496497 * ,
497- data = ...,
498+ data : DataParamType = ...,
498499 ** kwargs
499500 ) -> FillBetweenPolyCollection : ...
500501 def imshow (
@@ -516,7 +517,7 @@ class Axes(_AxesBase):
516517 filterrad : float = ...,
517518 resample : bool | None = ...,
518519 url : str | None = ...,
519- data = ...,
520+ data : DataParamType = ...,
520521 ** kwargs
521522 ) -> AxesImage : ...
522523 def pcolor (
@@ -529,7 +530,7 @@ class Axes(_AxesBase):
529530 vmin : float | None = ...,
530531 vmax : float | None = ...,
531532 colorizer : Colorizer | None = ...,
532- data = ...,
533+ data : DataParamType = ...,
533534 ** kwargs
534535 ) -> Collection : ...
535536 def pcolormesh (
@@ -543,7 +544,7 @@ class Axes(_AxesBase):
543544 colorizer : Colorizer | None = ...,
544545 shading : Literal ["flat" , "nearest" , "gouraud" , "auto" ] | None = ...,
545546 antialiased : bool = ...,
546- data = ...,
547+ data : DataParamType = ...,
547548 ** kwargs
548549 ) -> QuadMesh : ...
549550 def pcolorfast (
@@ -555,11 +556,11 @@ class Axes(_AxesBase):
555556 vmin : float | None = ...,
556557 vmax : float | None = ...,
557558 colorizer : Colorizer | None = ...,
558- data = ...,
559+ data : DataParamType = ...,
559560 ** kwargs
560561 ) -> AxesImage | PcolorImage | QuadMesh : ...
561- def contour (self , * args , data = ..., ** kwargs ) -> QuadContourSet : ...
562- def contourf (self , * args , data = ..., ** kwargs ) -> QuadContourSet : ...
562+ def contour (self , * args , data : DataParamType = ..., ** kwargs ) -> QuadContourSet : ...
563+ def contourf (self , * args , data : DataParamType = ..., ** kwargs ) -> QuadContourSet : ...
563564 def clabel (
564565 self , CS : ContourSet , levels : ArrayLike | None = ..., ** kwargs
565566 ) -> list [Text ]: ...
@@ -581,7 +582,7 @@ class Axes(_AxesBase):
581582 color : ColorType | Sequence [ColorType ] | None = ...,
582583 label : str | Sequence [str ] | None = ...,
583584 stacked : bool = ...,
584- data = ...,
585+ data : DataParamType = ...,
585586 ** kwargs
586587 ) -> tuple [
587588 np .ndarray | list [np .ndarray ],
@@ -596,7 +597,7 @@ class Axes(_AxesBase):
596597 orientation : Literal ["vertical" , "horizontal" ] = ...,
597598 baseline : float | ArrayLike | None = ...,
598599 fill : bool = ...,
599- data = ...,
600+ data : DataParamType = ...,
600601 ** kwargs
601602 ) -> StepPatch : ...
602603 def hist2d (
@@ -614,7 +615,7 @@ class Axes(_AxesBase):
614615 weights : ArrayLike | None = ...,
615616 cmin : float | None = ...,
616617 cmax : float | None = ...,
617- data = ...,
618+ data : DataParamType = ...,
618619 ** kwargs
619620 ) -> tuple [np .ndarray , np .ndarray , np .ndarray , QuadMesh ]: ...
620621 def ecdf (
@@ -625,7 +626,7 @@ class Axes(_AxesBase):
625626 complementary : bool = ...,
626627 orientation : Literal ["vertical" , "horizontal" ]= ...,
627628 compress : bool = ...,
628- data = ...,
629+ data : DataParamType = ...,
629630 ** kwargs
630631 ) -> Line2D : ...
631632 def psd (
@@ -644,7 +645,7 @@ class Axes(_AxesBase):
644645 sides : Literal ["default" , "onesided" , "twosided" ] | None = ...,
645646 scale_by_freq : bool | None = ...,
646647 return_line : bool | None = ...,
647- data = ...,
648+ data : DataParamType = ...,
648649 ** kwargs
649650 ) -> tuple [np .ndarray , np .ndarray ] | tuple [np .ndarray , np .ndarray , Line2D ]: ...
650651 def csd (
@@ -664,7 +665,7 @@ class Axes(_AxesBase):
664665 sides : Literal ["default" , "onesided" , "twosided" ] | None = ...,
665666 scale_by_freq : bool | None = ...,
666667 return_line : bool | None = ...,
667- data = ...,
668+ data : DataParamType = ...,
668669 ** kwargs
669670 ) -> tuple [np .ndarray , np .ndarray ] | tuple [np .ndarray , np .ndarray , Line2D ]: ...
670671 def magnitude_spectrum (
@@ -677,7 +678,7 @@ class Axes(_AxesBase):
677678 pad_to : int | None = ...,
678679 sides : Literal ["default" , "onesided" , "twosided" ] | None = ...,
679680 scale : Literal ["default" , "linear" , "dB" ] | None = ...,
680- data = ...,
681+ data : DataParamType = ...,
681682 ** kwargs
682683 ) -> tuple [np .ndarray , np .ndarray , Line2D ]: ...
683684 def angle_spectrum (
@@ -689,7 +690,7 @@ class Axes(_AxesBase):
689690 window : Callable [[ArrayLike ], ArrayLike ] | ArrayLike | None = ...,
690691 pad_to : int | None = ...,
691692 sides : Literal ["default" , "onesided" , "twosided" ] | None = ...,
692- data = ...,
693+ data : DataParamType = ...,
693694 ** kwargs
694695 ) -> tuple [np .ndarray , np .ndarray , Line2D ]: ...
695696 def phase_spectrum (
@@ -701,7 +702,7 @@ class Axes(_AxesBase):
701702 window : Callable [[ArrayLike ], ArrayLike ] | ArrayLike | None = ...,
702703 pad_to : int | None = ...,
703704 sides : Literal ["default" , "onesided" , "twosided" ] | None = ...,
704- data = ...,
705+ data : DataParamType = ...,
705706 ** kwargs
706707 ) -> tuple [np .ndarray , np .ndarray , Line2D ]: ...
707708 def cohere (
@@ -719,7 +720,7 @@ class Axes(_AxesBase):
719720 pad_to : int | None = ...,
720721 sides : Literal ["default" , "onesided" , "twosided" ] = ...,
721722 scale_by_freq : bool | None = ...,
722- data = ...,
723+ data : DataParamType = ...,
723724 ** kwargs
724725 ) -> tuple [np .ndarray , np .ndarray ]: ...
725726 def specgram (
@@ -743,7 +744,7 @@ class Axes(_AxesBase):
743744 scale : Literal ["default" , "linear" , "dB" ] | None = ...,
744745 vmin : float | None = ...,
745746 vmax : float | None = ...,
746- data = ...,
747+ data : DataParamType = ...,
747748 ** kwargs
748749 ) -> tuple [np .ndarray , np .ndarray , np .ndarray , AxesImage ]: ...
749750 def spy (
@@ -778,7 +779,7 @@ class Axes(_AxesBase):
778779 side : Literal ["both" , "low" , "high" ] = ...,
779780 facecolor : Sequence [ColorType ] | ColorType | None = ...,
780781 linecolor : Sequence [ColorType ] | ColorType | None = ...,
781- data = ...,
782+ data : DataParamType = ...,
782783 ) -> dict [str , Collection ]: ...
783784 def violin (
784785 self ,
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