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Lasso selector #730

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Mar 17, 2012
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82 changes: 82 additions & 0 deletions 82 examples/widgets/lasso_selector_demo.py
Original file line number Diff line number Diff line change
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import numpy as np

from matplotlib.widgets import LassoSelector
from matplotlib.path import Path


class SelectFromCollection(object):
"""Select indices from a matplotlib collection using `LassoSelector`.

Selected indices are saved in the `ind` attribute. This tool highlights
selected points by fading them out (i.e., reducing their alpha values).
If your collection has alpha < 1, this tool will permanently alter them.

Note that this tool selects collection objects based on their *origins*
(i.e., `offsets`).

Parameters
----------
ax : :class:`~matplotlib.axes.Axes`
Axes to interact with.

collection : :class:`matplotlib.collections.Collection` subclass
Collection you want to select from.

alpha_other : 0 <= float <= 1
To highlight a selection, this tool sets all selected points to an
alpha value of 1 and non-selected points to `alpha_other`.
"""
def __init__(self, ax, collection, alpha_other=0.3):
self.canvas = ax.figure.canvas
self.collection = collection
self.alpha_other = alpha_other

self.xys = collection.get_offsets()
self.Npts = len(self.xys)

# Ensure that we have separate colors for each object
self.fc = collection.get_facecolors()
if len(self.fc) == 0:
raise ValueError('Collection must have a facecolor')
elif len(self.fc) == 1:
self.fc = np.tile(self.fc, self.Npts).reshape(self.Npts, -1)

self.lasso = LassoSelector(ax, onselect=self.onselect)
self.ind = []

def onselect(self, verts):
path = Path(verts)
self.ind = np.nonzero([path.contains_point(xy) for xy in self.xys])[0]
self.fc[:, -1] = self.alpha_other
self.fc[self.ind, -1] = 1
self.collection.set_facecolors(self.fc)
self.canvas.draw_idle()

def disconnect(self):
self.lasso.disconnect_events()
self.fc[:, -1] = 1
self.collection.set_facecolors(self.fc)
self.canvas.draw_idle()


if __name__ == '__main__':
import matplotlib.pyplot as plt

plt.ion()
data = np.random.rand(100, 2)

subplot_kw = dict(xlim=(0,1), ylim=(0,1), autoscale_on=False)
fig, ax = plt.subplots(subplot_kw=subplot_kw)

pts = ax.scatter(data[:, 0], data[:, 1], s=80)
selector = SelectFromCollection(ax, pts)

plt.draw()
raw_input('Press any key to accept selected points')
print "Selected points:"
print selector.xys[selector.ind]
selector.disconnect()

# Block end of script so you can check that the lasso is disconnected.
raw_input('Press any key to quit')

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