@@ -499,7 +499,7 @@ def axhline(self, y=0, xmin=0, xmax=1, **kwargs):
499499
500500 Returns
501501 -------
502- :class:`~matplotlib.lines.Line2D`
502+ line : :class:`~matplotlib.lines.Line2D`
503503
504504 Other Parameters
505505 ----------------
@@ -569,7 +569,7 @@ def axvline(self, x=0, ymin=0, ymax=1, **kwargs):
569569
570570 Returns
571571 -------
572- :class:`~matplotlib.lines.Line2D`
572+ line : :class:`~matplotlib.lines.Line2D`
573573
574574 Other Parameters
575575 ----------------
@@ -964,8 +964,9 @@ def eventplot(self, positions, orientation='horizontal', lineoffsets=1,
964964 Returns
965965 -------
966966
967- A list of :class:`matplotlib.collections.EventCollection` objects that
968- were added.
967+ list : A list of :class:`~.collections.EventCollection` objects.
968+ Contains the :class:`~.collections.EventCollection` that
969+ were added.
969970
970971 Notes
971972 -----
@@ -1849,7 +1850,7 @@ def bar(self, x, height, width=0.8, bottom=None, *, align="center",
18491850
18501851 Returns
18511852 -------
1852- `.BarContainer`
1853+ container : `.BarContainer`
18531854 Container with all the bars and optionally errorbars.
18541855
18551856 Other Parameters
@@ -1873,9 +1874,13 @@ def bar(self, x, height, width=0.8, bottom=None, *, align="center",
18731874
18741875 - scalar: symmetric +/- values for all bars
18751876 - shape(N,): symmetric +/- values for each bar
1876- - shape(2,N): separate + and - values for each bar
1877+ - shape(2,N): Separate - and + values for each bar. First row
1878+ contains the lower errors, the second row contains the
1879+ upper errors.
1880+ - *None*: No errorbar. (Default)
18771881
1878- Default: None
1882+ See :ref:`sphx_glr_gallery_statistics_errorbar_features.py`
1883+ for an example on the usage of ``xerr`` and ``yerr``.
18791884
18801885 ecolor : scalar or array-like, optional, default: 'black'
18811886 The line color of the errorbars.
@@ -2124,7 +2129,7 @@ def barh(self, y, width, height=0.8, left=None, *, align="center",
21242129
21252130 Returns
21262131 -------
2127- `.BarContainer`
2132+ container : `.BarContainer`
21282133 Container with all the bars and optionally errorbars.
21292134
21302135 Other Parameters
@@ -2148,9 +2153,13 @@ def barh(self, y, width, height=0.8, left=None, *, align="center",
21482153
21492154 - scalar: symmetric +/- values for all bars
21502155 - shape(N,): symmetric +/- values for each bar
2151- - shape(2,N): separate + and - values for each bar
2156+ - shape(2,N): Separate - and + values for each bar. First row
2157+ contains the lower errors, the second row contains the
2158+ upper errors.
2159+ - *None*: No errorbar. (default)
21522160
2153- Default: None
2161+ See :ref:`sphx_glr_gallery_statistics_errorbar_features.py`
2162+ for an example on the usage of ``xerr`` and ``yerr``.
21542163
21552164 ecolor : scalar or array-like, optional, default: 'black'
21562165 The line color of the errorbars.
@@ -2235,7 +2244,7 @@ def broken_barh(self, xranges, yrange, **kwargs):
22352244
22362245 Returns
22372246 -------
2238- : class:`matplotlib .collections.BrokenBarHCollection`
2247+ collection : A : class:`~ .collections.BrokenBarHCollection`
22392248
22402249 Notes
22412250 -----
@@ -2327,8 +2336,8 @@ def stem(self, *args, linefmt=None, markerfmt=None, basefmt=None,
23272336
23282337 Returns
23292338 -------
2330- :class:`~matplotlib.container.StemContainer`
2331- The stemcontainer may be treated like a tuple
2339+ container : :class:`~matplotlib.container.StemContainer`
2340+ The container may be treated like a tuple
23322341 (*markerline*, *stemlines*, *baseline*)
23332342
23342343
@@ -2671,9 +2680,14 @@ def errorbar(self, x, y, yerr=None, xerr=None,
26712680
26722681 - scalar: Symmetric +/- values for all data points.
26732682 - shape(N,): Symmetric +/-values for each data point.
2674- - shape(2,N): Separate + and - values for each data point.
2683+ - shape(2,N): Separate - and + values for each bar. First row
2684+ contains the lower errors, the second row contains the
2685+ upper errors.
26752686 - *None*: No errorbar.
26762687
2688+ See :ref:`sphx_glr_gallery_statistics_errorbar_features.py`
2689+ for an example on the usage of ``xerr`` and ``yerr``.
2690+
26772691 fmt : plot format string, optional, default: ''
26782692 The format for the data points / data lines. See `.plot` for
26792693 details.
@@ -2719,7 +2733,7 @@ def errorbar(self, x, y, yerr=None, xerr=None,
27192733
27202734 Returns
27212735 -------
2722- :class:`~.container.ErrorbarContainer`
2736+ container : :class:`~.container.ErrorbarContainer`
27232737 The container contains:
27242738
27252739 - plotline: :class:`~matplotlib.lines.Line2D` instance of
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