Continuous colormap fill between two lines
matplotlib, python
Solution
I found a solution to this problem. It builds on the brilliant but hacky solution of @Hooked. You create a 2D grid filed from lots of small boxes. It's not the fastest solution but it should be pretty flexible (more so than solutions which apply imshow to the patches).
import numpy as np
import pylab as plt
#Plot a rectangle
def rect(ax, x, y, w, h, c,**kwargs):
#Varying only in x
if len(c.shape) is 1:
rect = plt.Rectangle((x, y), w, h, color=c, ec=c,**kwargs)
ax.add_patch(rect)
#Varying in x and y
else:
#Split into a number of bins
N = c.shape[0]
hb = h/float(N); yl = y
for i in range(N):
yl += hb
rect = plt.Rectangle((x, yl), w, hb,
color=c[i,:], ec=c[i,:],**kwargs)
ax.add_patch(rect)
#Fill a contour between two lines
def rainbow_fill_between(ax, X, Y1, Y2, colors=None,
cmap=plt.get_cmap("Reds"),**kwargs):
plt.plot(X,Y1,lw=0) # Plot so the axes scale correctly
dx = X[1]-X[0]
N = X.size
#Pad a float or int to same size as x
if (type(Y2) is float or type(Y2) is int):
Y2 = np.array([Y2]*N)
#No colors -- specify linear
if colors is None:
colors = []
for n in range(N):
colors.append(cmap(n/float(N)))
#Varying only in x
elif len(colors.shape) is 1:
colors = cmap((colors-colors.min())
/(colors.max()-colors.min()))
#Varying only in x and y
else:
cnp = np.array(colors)
colors = np.empty([colors.shape[0],colors.shape[1],4])
for i in range(colors.shape[0]):
for j in range(colors.shape[1]):
colors[i,j,:] = cmap((cnp[i,j]-cnp[:,:].min())
/(cnp[:,:].max()-cnp[:,:].min()))
colors = np.array(colors)
#Create the patch objects
for (color,x,y1,y2) in zip(colors,X,Y1,Y2):
rect(ax,x,y2,dx,y1-y2,color,**kwargs)
# Some Test data
X = np.linspace(0,10,100)
Y1 = .25*X**2 - X
Y2 = X
g = np.exp(-.3*(X-5)**2)
#Plot fill and curves changing in x only
fig, axs =plt.subplots(1,2)
colors = g
rainbow_fill_between(axs[0],X,Y1,Y2,colors=colors)
axs[0].plot(X,Y1,'k-',lw=4)
axs[0].plot(X,Y2,'k-',lw=4)
#Plot fill and curves changing in x and y
colors = np.outer(g,g)
rainbow_fill_between(axs[1],X,Y1,Y2,colors=colors)
axs[1].plot(X,Y1,'k-',lw=4)
axs[1].plot(X,Y2,'k-',lw=4)
plt.show()
The result is,
Problem
It's possible to fill between lines with a color: http://matplotlib.sourceforge.net/examples/pylab_examples/fill_between_demo.html It's also possible to use a continuous colormap for a line: http://matplotlib.sourceforge.net/examples/pylab_examples/multicolored_line.html Is it possible (and reasonably easy) to use a continuous colormap for the colored fill between two lines? For example, the color fill may change along x based on the difference between the two lines at x (or based on another set of data).