How to map number to color using matplotlib's colormap?
Solution 1:
It's as simple as cm.hot(0.3)
:
import matplotlib.cm as cm
print(cm.hot(0.3))
(0.8240081481370484, 0.0, 0.0, 1.0)
If you also want to have the normalizer, use
import matplotlib as mpl
import matplotlib.cm as cm
norm = mpl.colors.Normalize(vmin=-20, vmax=10)
cmap = cm.hot
x = 0.3
m = cm.ScalarMappable(norm=norm, cmap=cmap)
print(m.to_rgba(x))
(1.0, 0.8225486412996345, 0.0, 1.0)
Solution 2:
You can get a color from a colormap by supplying an argument between 0 and 1, e.g. cm.autumn(0.5)
.
If there is a normalization instance in the game, use the return of the Normalization instead:
import matplotlib.cm as cm
from matplotlib.colors import Normalize
cmap = cm.autumn
norm = Normalize(vmin=-20, vmax=10)
print cmap(norm(5))
Solution 3:
Number value to colormap color
import matplotlib.cm as cm
import matplotlib as matplotlib
def color_map_color(value, cmap_name='Wistia', vmin=0, vmax=1):
# norm = plt.Normalize(vmin, vmax)
norm = matplotlib.colors.Normalize(vmin=vmin, vmax=vmax)
cmap = cm.get_cmap(cmap_name) # PiYG
rgb = cmap(norm(abs(value)))[:3] # will return rgba, we take only first 3 so we get rgb
color = matplotlib.colors.rgb2hex(rgb)
return color