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Plot y versus x as lines and/or markers.
Call signatures:
The coordinates of the points or line nodes are given by x, y.
The optional parameter fmt is a convenient way for defining basicformatting like color, marker and linestyle. It's a shortcut stringnotation described in the Notes section below.
You can use Line2D
properties as keyword arguments for morecontrol on the appearance. Line properties and fmt can be mixed.The following two calls yield identical results:
When conflicting with fmt, keyword arguments take precedence.
Plotting labelled data
There's a convenient way for plotting objects with labelled data (i.e.data that can be accessed by index obj['y']
). Instead of givingthe data in x and y, you can provide the object in the dataparameter and just give the labels for x and y:
All indexable objects are supported. This could e.g. be a dict
, apandas.DataFrame
or a structured numpy array.
Plotting multiple sets of data
There are various ways to plot multiple sets of data.
The most straight forward way is just to call
plot
multiple times.Example:If x and/or y are 2D arrays a separate data set will be drawnfor every column. If both x and y are 2D, they must have thesame shape. If only one of them is 2D with shape (N, m) the othermust have length N and will be used for every data set m.
Example:
is equivalent to:
The third way is to specify multiple sets of [x], y, [fmt]groups:
In this case, any additional keyword argument applies to alldatasets. Also this syntax cannot be combined with the dataparameter.
By default, each line is assigned a different style specified by a'style cycle'. The fmt and line property parameters are onlynecessary if you want explicit deviations from these defaults.Alternatively, you can also change the style cycle usingrcParams['axes.prop_cycle']
(default: cycler('color',['#1f77b4','#ff7f0e','#2ca02c','#d62728','#9467bd','#8c564b','#e377c2','#7f7f7f','#bcbd22','#17becf'])
).
Parameters: |
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Returns: |
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Other Parameters: |
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See also
Devdocs Download
scatter
- XY scatter plot with markers of varying size and/or color ( sometimes also called bubble chart).
Notes
Format Strings
A format string consists of a part for color, marker and line:
Devdocs Desktop
Each of them is optional. If not provided, the value from the stylecycle is used. Exception: If line
is given, but no marker
,the data will be a line without markers.
Other combinations such as [color][marker][line]
are alsosupported, but note that their parsing may be ambiguous.
Markers
character | description |
---|---|
'.' | point marker |
',' | pixel marker |
'o' | circle marker |
'v' | triangle_down marker |
'^' | triangle_up marker |
'<' | triangle_left marker |
'>' | triangle_right marker |
'1' | tri_down marker |
'2' | tri_up marker |
'3' | tri_left marker |
'4' | tri_right marker |
'8' | octagon marker |
's' | square marker |
'p' | pentagon marker |
'P' | plus (filled) marker |
'*' | star marker |
'h' | hexagon1 marker |
'H' | hexagon2 marker |
'+' | plus marker |
'x' | x marker |
'X' | x (filled) marker |
'D' | diamond marker |
'd' | thin_diamond marker |
'|' | vline marker |
'_' | hline marker |
Line Styles
character | description |
---|---|
'-' | solid line style |
'--' | dashed line style |
'-.' | dash-dot line style |
':' | dotted line style |
Example format strings:
Colors
The supported color abbreviations are the single letter codes
character | color |
---|---|
'b' | blue |
'g' | green |
'r' | red |
'c' | cyan |
'm' | magenta |
'y' | yellow |
'k' | black |
'w' | white |
and the 'CN'
colors that index into the default property cycle.
If the color is the only part of the format string, you canadditionally use any matplotlib.colors
spec, e.g. full names('green'
) or hex strings ('#008000'
).