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Adding line markers when using LineCollection

I'm using LineCollection in matplotlib to plot a large number of lines quickly and with different colors. However, I can't find any way to set a line marker for the lines, even after looking at the LineCollection documentation. Is there any way to have line markers when using LineCollection?

Note: Using pyplot.plot() is not an option as it's too slow for my use case, which is plotting about 200k lines.

Illustrated example: enter image description here

Code used to generate example (original source):

import matplotlib.pyplot as plt
from matplotlib.collections import LineCollection

lines = [[(0, 1), (1, 1)], [(2, 3), (3, 3)], [(1, 2), (1, 3)]]

lc = LineCollection(lines, colors=['r', 'g', 'b'])
fig = plt.figure()

ax1 = fig.add_subplot(1, 2, 1)
ax1.add_collection(lc)
ax1.autoscale()
ax1.set_title('Current')

# Doesn't seem to do anything
for l in ax1.lines:
    l.set_marker('o')

ax2 = fig.add_subplot(1, 2, 2)
ax2.plot([0, 1], [1, 1], 'ro-')
ax2.plot([2, 3], [3, 3], 'go-')
ax2.plot([1, 1], [2, 3], 'bo-')
ax2.set_title('Goal')

plt.show()
like image 722
paep3nguin Avatar asked Feb 16 '17 08:02

paep3nguin


1 Answers

I don't think you can add markers to a LineCollection. However, using ax.scatter to plot your markers on top of your LineCollection would probably be quicker than using ax.plot

For example, something like:

import matplotlib.pyplot as plt
from matplotlib.collections import LineCollection

lines = [[(0, 1), (1, 1)], [(2, 3), (3, 3)], [(1, 2), (1, 3)]]
colors = ['r', 'g', 'b']

lc = LineCollection(lines, colors=['r', 'g', 'b'])
fig = plt.figure()

ax1 = fig.add_subplot(1, 1, 1)
ax1.add_collection(lc)
ax1.autoscale()

x = [i[0] for j in lines for i in j]
y = [i[1] for j in lines for i in j]
c = [col for col in colors for _ in (0, 1)]

ax1.scatter(x, y, c=c)

plt.show()

enter image description here

like image 127
tmdavison Avatar answered Oct 16 '22 22:10

tmdavison