[Numpy-discussion] Rasterizing points onto an array
Thomas Robitaille
thomas.robitaille@gmail....
Sun May 31 19:39:06 CDT 2009
Hi,
I have a set of n points with real coordinates between 0 and 1, given
by two numpy arrays x and y, with a value at each point represented by
a third array z. I am trying to then rasterize the points onto a grid
of size npix*npix. So I can start by converting x and y to integer
pixel coordinates ix and iy. But my question is, is there an efficient
way to add z[i] to the pixel given by (xi[i],yi[i])? Below is what I
am doing at the moment, but the for loop becomes very inefficient for
large n. I would imagine that there is a way to do this without using
a loop?
---
import numpy as np
n = 10000000
x = np.random.random(n)
y = np.random.random(n)
z = np.random.random(n)
npix = 100
ix = np.array(x*float(npix),int)
iy = np.array(y*float(npix),int)
image = np.zeros((npix,npix))
for i in range(len(ix)):
image[ix[i],iy[i]] = image[ix[i],iy[i]] + z[i]
---
Thanks for any advice,
Thomas
More information about the Numpy-discussion
mailing list