@@ -358,7 +358,6 @@ def legend(self, *args, **kwargs):
358358
359359 Parameters
360360 ----------
361-
362361 handles : sequence of `.Artist`, optional
363362 A list of Artists (lines, patches) to be added to the legend.
364363 Use this together with *labels*, if you need full control on what
@@ -376,7 +375,6 @@ def legend(self, *args, **kwargs):
376375
377376 Other Parameters
378377 ----------------
379-
380378 %(_legend_kw_doc)s
381379
382380 Returns
@@ -385,13 +383,11 @@ def legend(self, *args, **kwargs):
385383
386384 Notes
387385 -----
388-
389386 Not all kinds of artist are supported by the legend command. See
390387 :doc:`/tutorials/intermediate/legend_guide` for details.
391388
392389 Examples
393390 --------
394-
395391 .. plot:: gallery/text_labels_and_annotations/legend.py
396392 """
397393 handles , labels , extra_args , kwargs = mlegend ._parse_legend_args (
@@ -414,12 +410,10 @@ def inset_axes(self, bounds, *, transform=None, zorder=5,
414410
415411 Warnings
416412 --------
417-
418413 This method is experimental as of 3.0, and the API may change.
419414
420415 Parameters
421416 ----------
422-
423417 bounds : [x0, y0, width, height]
424418 Lower-left corner of inset axes, and its width and height.
425419
@@ -438,13 +432,11 @@ def inset_axes(self, bounds, *, transform=None, zorder=5,
438432
439433 Returns
440434 -------
441-
442435 Axes
443436 The created `.axes.Axes` instance.
444437
445438 Examples
446439 --------
447-
448440 This example makes two inset axes, the first is in axes-relative
449441 coordinates, and the second in data-coordinates::
450442
@@ -485,13 +477,11 @@ def indicate_inset(self, bounds, inset_ax=None, *, transform=None,
485477
486478 Warnings
487479 --------
488-
489480 This method is experimental as of 3.0, and the API may change.
490481
491482
492483 Parameters
493484 ----------
494-
495485 bounds : [x0, y0, width, height]
496486 Lower-left corner of rectangle to be marked, and its width
497487 and height.
@@ -525,7 +515,6 @@ def indicate_inset(self, bounds, inset_ax=None, *, transform=None,
525515
526516 Returns
527517 -------
528-
529518 rectangle_patch : `.Patches.Rectangle`
530519 Rectangle artist.
531520
@@ -588,12 +577,10 @@ def indicate_inset_zoom(self, inset_ax, **kwargs):
588577
589578 Warnings
590579 --------
591-
592580 This method is experimental as of 3.0, and the API may change.
593581
594582 Parameters
595583 ----------
596-
597584 inset_ax : `.Axes`
598585 Inset axes to draw connecting lines to. Two lines are
599586 drawn connecting the indicator box to the inset axes on corners
@@ -604,7 +591,6 @@ def indicate_inset_zoom(self, inset_ax, **kwargs):
604591
605592 Returns
606593 -------
607-
608594 rectangle_patch : `.Patches.Rectangle`
609595 Rectangle artist.
610596
@@ -635,7 +621,6 @@ def secondary_xaxis(self, location, *, functions=None, **kwargs):
635621
636622 Examples
637623 --------
638-
639624 The main axis shows frequency, and the secondary axis shows period.
640625
641626 .. plot::
@@ -671,7 +656,6 @@ def secondary_yaxis(self, location, *, functions=None, **kwargs):
671656
672657 Examples
673658 --------
674-
675659 Add a secondary axes that converts from radians to degrees
676660
677661 .. plot::
@@ -827,7 +811,6 @@ def axhline(self, y=0, xmin=0, xmax=1, **kwargs):
827811
828812 Examples
829813 --------
830-
831814 * draw a thick red hline at 'y' = 0 that spans the xrange::
832815
833816 >>> axhline(linewidth=4, color='r')
@@ -1272,22 +1255,19 @@ def eventplot(self, positions, orientation='horizontal', lineoffsets=1,
12721255
12731256 Returns
12741257 -------
1275-
12761258 list : A list of :class:`~.collections.EventCollection` objects.
12771259 Contains the :class:`~.collections.EventCollection` that
12781260 were added.
12791261
12801262 Notes
12811263 -----
1282-
12831264 For *linelengths*, *linewidths*, *colors*, and *linestyles*, if only
12841265 a single value is given, that value is applied to all lines. If an
12851266 array-like is given, it must have the same length as *positions*, and
12861267 each value will be applied to the corresponding row of the array.
12871268
12881269 Examples
12891270 --------
1290-
12911271 .. plot:: gallery/lines_bars_and_markers/eventplot_demo.py
12921272 """
12931273 self ._process_unit_info (xdata = positions ,
@@ -2738,7 +2718,6 @@ def stem(self, *args, linefmt=None, markerfmt=None, basefmt=None, bottom=0,
27382718
27392719 Notes
27402720 -----
2741-
27422721 .. seealso::
27432722 The MATLAB function
27442723 `stem <http://www.mathworks.com/help/techdoc/ref/stem.html>`_
@@ -3787,7 +3766,6 @@ def bxp(self, bxpstats, positions=None, widths=None, vert=True,
37873766
37883767 Parameters
37893768 ----------
3790-
37913769 bxpstats : list of dicts
37923770 A list of dictionaries containing stats for each boxplot.
37933771 Required keys are:
@@ -3913,7 +3891,6 @@ def bxp(self, bxpstats, positions=None, widths=None, vert=True,
39133891
39143892 Examples
39153893 --------
3916-
39173894 .. plot:: gallery/statistics/bxp.py
39183895
39193896 """
@@ -4397,7 +4374,6 @@ def scatter(self, x, y, s=None, c=None, marker=None, cmap=None, norm=None,
43974374
43984375 Notes
43994376 -----
4400-
44014377 * The `.plot` function will be faster for scatterplots where markers
44024378 don't vary in size or color.
44034379
@@ -5821,7 +5797,6 @@ def pcolor(self, *args, alpha=None, norm=None, cmap=None, vmin=None,
58215797
58225798 Notes
58235799 -----
5824-
58255800 **Masked arrays**
58265801
58275802 *X*, *Y* and *C* may be masked arrays. If either ``C[i, j]``, or one
@@ -6058,7 +6033,6 @@ def pcolormesh(self, *args, alpha=None, norm=None, cmap=None, vmin=None,
60586033
60596034 Notes
60606035 -----
6061-
60626036 **Masked arrays**
60636037
60646038 *C* may be a masked array. If ``C[i, j]`` is masked, the corresponding
@@ -7919,7 +7893,6 @@ def violinplot(self, dataset, positions=None, vert=True, widths=0.5,
79197893
79207894 Returns
79217895 -------
7922-
79237896 result : dict
79247897 A dictionary mapping each component of the violinplot to a
79257898 list of the corresponding collection instances created. The
@@ -7972,7 +7945,6 @@ def violin(self, vpstats, positions=None, vert=True, widths=0.5,
79727945
79737946 Parameters
79747947 ----------
7975-
79767948 vpstats : list of dicts
79777949 A list of dictionaries containing stats for each violin plot.
79787950 Required keys are:
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