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author | Alex Auvolat <alex.auvolat@ens.fr> | 2015-04-24 13:45:39 -0400 |
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committer | Alex Auvolat <alex.auvolat@ens.fr> | 2015-04-24 13:45:39 -0400 |
commit | 8d4621c30a4926a3393733175390bea3d3c138a0 (patch) | |
tree | 8a00343f6c2dc994b00ba3c9621457ef8d0ae06d /alex/plots.py | |
parent | f34ecb21c0ec362b560c2fe1c3afacc1e6dad998 (diff) | |
download | taxi-8d4621c30a4926a3393733175390bea3d3c138a0.tar.gz taxi-8d4621c30a4926a3393733175390bea3d3c138a0.zip |
Add histogram producing script.
Diffstat (limited to 'alex/plots.py')
-rw-r--r-- | alex/plots.py | 29 |
1 files changed, 29 insertions, 0 deletions
diff --git a/alex/plots.py b/alex/plots.py new file mode 100644 index 0000000..e405480 --- /dev/null +++ b/alex/plots.py @@ -0,0 +1,29 @@ +import matplotlib.pyplot as plt +import numpy +import cPickle +import scipy + +print "Loading data..." +with open("train_normal.pkl") as f: normal = cPickle.load(f) + +print "Extracting x and y" +xes = [c[0] for l in normal for c in l[-1]] +yes = [c[1] for l in normal for c in l[-1]] + +xrg = [-8.75, -8.55] +yrg = [41.05, 41.25] + +print "Doing 1d histogram" +#plt.clf(); plt.hist(xes, bins=1000, range=xrg); plt.savefig("xhist.pdf") +#plt.clf(); plt.hist(yes, bins=1000, range=yrg); plt.savefig("yhist.pdf") + +print "Doing 2d histogram" +#plt.clf(); plt.hist2d(xes, yes, bins=500, range=[xrg, yrg]); plt.savefig("xymap.pdf") + +hist, xx, yy = numpy.histogram2d(xes, yes, bins=2000, range=[xrg, yrg]) + +import ipdb; ipdb.set_trace() + +plt.clf(); plt.imshow(numpy.log(hist)); plt.savefig("xyhmap.pdf") + +scipy.misc.imsave("xymap.png", numpy.log(hist)) |