For a visual representation of the Matplotlib colormaps, see:
matplotlib.colors
¶A module for converting numbers or color arguments to RGB or RGBA
RGB and RGBA are sequences of, respectively, 3 or 4 floats in the range 0-1.
This module includes functions and classes for color specification conversions, and for mapping numbers to colors in a 1-D array of colors called a colormap.
Mapping data onto colors using a colormap typically involves two steps:
a data array is first mapped onto the range 0-1 using a subclass of
Normalize
, then this number is mapped to a color using
a subclass of Colormap
. Two are provided here:
LinearSegmentedColormap
, which uses piecewise-linear interpolation
to define colormaps, and ListedColormap
, which makes a colormap
from a list of colors.
See also
Creating Colormaps in Matplotlib for examples of how to make colormaps and
Choosing Colormaps in Matplotlib for a list of built-in colormaps.
Colormap Normalization for more details about data normalization
More colormaps are available at palettable
The module also provides functions for checking whether an object can be
interpreted as a color (is_color_like()
), for converting such an object
to an RGBA tuple (to_rgba()
) or to an HTML-like hex string in the
#rrggbb
format (to_hex()
), and a sequence of colors to an (n, 4)
RGBA array (to_rgba_array()
). Caching is used for efficiency.
Matplotlib recognizes the following formats to specify a color:
[0, 1]
(e.g., (0.1, 0.2, 0.5)
or (0.1, 0.2, 0.5, 0.3)
);'#0F0F0F'
or '#0F0F0F0F'
);[0, 1]
inclusive for gray
level (e.g., '0.5'
);{'b', 'g', 'r', 'c', 'm', 'y', 'k', 'w'}
;'xkcd:'
(e.g., 'xkcd:sky blue'
);{'tab:blue', 'tab:orange', 'tab:green',
'tab:red', 'tab:purple', 'tab:brown', 'tab:pink',
'tab:gray', 'tab:olive', 'tab:cyan'}
which are the Tableau Colors from the
'T10' categorical palette (which is the default color cycle);'C'
followed by a single digit, which is an index
into the default property cycle (matplotlib.rcParams['axes.prop_cycle']
);
the indexing occurs at artist creation time and defaults to black if the
cycle does not include color.All string specifications of color, other than "CN", are case-insensitive.
BoundaryNorm (boundaries, ncolors[, clip]) |
Generate a colormap index based on discrete intervals. |
Colormap (name[, N]) |
Baseclass for all scalar to RGBA mappings. |
LightSource ([azdeg, altdeg, hsv_min_val, ...]) |
Create a light source coming from the specified azimuth and elevation. |
LinearSegmentedColormap (name, segmentdata[, ...]) |
Colormap objects based on lookup tables using linear segments. |
ListedColormap (colors[, name, N]) |
Colormap object generated from a list of colors. |
LogNorm ([vmin, vmax, clip]) |
Normalize a given value to the 0-1 range on a log scale |
NoNorm ([vmin, vmax, clip]) |
Dummy replacement for Normalize, for the case where we want to use indices directly in a ScalarMappable . |
Normalize ([vmin, vmax, clip]) |
A class which, when called, can normalize data into the [0.0, 1.0] interval. |
PowerNorm (gamma[, vmin, vmax, clip]) |
Linearly map a given value to the 0-1 range and then apply a power-law normalization over that range. |
SymLogNorm (linthresh[, linscale, vmin, ...]) |
The symmetrical logarithmic scale is logarithmic in both the positive and negative directions from the origin. |
from_levels_and_colors (levels, colors[, extend]) |
A helper routine to generate a cmap and a norm instance which behave similar to contourf's levels and colors arguments. |
hsv_to_rgb (hsv) |
convert hsv values in a numpy array to rgb values all values assumed to be in range [0, 1] |
rgb_to_hsv (arr) |
convert float rgb values (in the range [0, 1]), in a numpy array to hsv values. |
to_hex (c[, keep_alpha]) |
Convert c to a hex color. |
to_rgb (c) |
Convert c to an RGB color, silently dropping the alpha channel. |
to_rgba (c[, alpha]) |
Convert c to an RGBA color. |
to_rgba_array (c[, alpha]) |
Convert c to a (n, 4) array of RGBA colors. |
is_color_like (c) |
Return whether c can be interpreted as an RGB(A) color. |
makeMappingArray (N, data[, gamma]) |
Create an N -element 1-d lookup table |
get_named_colors_mapping () |
Return the global mapping of names to named colors. |