@@ -27,7 +27,7 @@ converter with the `matplotlib.units` module::
2727 from pandas.tseries import converter as pdtc
2828 pdtc.register()
2929
30- If you only want to use the `pandas ` converter for `datetime64 ` values ::
30+ If you only want to use the `pandas ` converter for `numpy. datetime64 ` values ::
3131
3232 from pandas.tseries import converter as pdtc
3333 import matplotlib.units as munits
@@ -48,7 +48,7 @@ recursively search the artist for any artists it may contain that meet
4848some criteria (e.g., match all :class: `~matplotlib.lines.Line2D `
4949instances or match some arbitrary filter function). For example, the
5050following snippet finds every object in the figure which has a
51- `set_color ` property and makes the object blue::
51+ `` set_color ` ` property and makes the object blue::
5252
5353 def myfunc(x):
5454 return hasattr(x, 'set_color')
@@ -246,8 +246,8 @@ over so that the tick labels fit in the figure:
246246Configure the tick widths
247247-------------------------
248248
249- Wherever possible, it is recommended to use the :meth: `~Axes.tick_params ` or
250- :meth: `~Axis.set_tick_params ` methods to modify tick properties::
249+ Wherever possible, it is recommended to use the :meth: `~.axes. Axes.tick_params `
250+ or :meth: `~.axis. Axis.set_tick_params ` methods to modify tick properties::
251251
252252 import matplotlib.pyplot as plt
253253
@@ -648,7 +648,7 @@ In general, the simplest solution when using Matplotlib in a web server is
648648to completely avoid using pyplot (pyplot maintains references to the opened
649649figures to make `~.matplotlib.pyplot.show ` work, but this will cause memory
650650leaks unless the figures are properly closed). Since Matplotlib 3.1, one
651- can directly create figures using the `Figure ` constructor and save them to
651+ can directly create figures using the `. Figure ` constructor and save them to
652652in-memory buffers. The following example uses Flask _, but other frameworks
653653work similarly::
654654
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