forked from matplotlib/matplotlib
-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathlasso_demo.py
More file actions
98 lines (75 loc) · 2.74 KB
/
lasso_demo.py
File metadata and controls
98 lines (75 loc) · 2.74 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
"""
==========
Lasso Demo
==========
Show how to use a lasso to select a set of points and get the indices
of the selected points. A callback is used to change the color of the
selected points
This is currently a proof-of-concept implementation (though it is
usable as is). There will be some refinement of the API.
.. note::
This example exercises the interactive capabilities of Matplotlib, and this
will not appear in the static documentation. Please run this code on your
machine to see the interactivity.
You can copy and paste individual parts, or download the entire example
using the link at the bottom of the page.
"""
from matplotlib import colors as mcolors, path
from matplotlib.collections import RegularPolyCollection
import matplotlib.pyplot as plt
from matplotlib.widgets import Lasso
import numpy as np
class Datum:
colorin = mcolors.to_rgba("red")
colorout = mcolors.to_rgba("blue")
def __init__(self, x, y, include=False):
self.x = x
self.y = y
if include:
self.color = self.colorin
else:
self.color = self.colorout
class LassoManager:
def __init__(self, ax, data):
self.axes = ax
self.canvas = ax.figure.canvas
self.data = data
self.Nxy = len(data)
facecolors = [d.color for d in data]
self.xys = [(d.x, d.y) for d in data]
self.collection = RegularPolyCollection(
6, sizes=(100,),
facecolors=facecolors,
offsets=self.xys,
offset_transform=ax.transData)
ax.add_collection(self.collection)
self.cid = self.canvas.mpl_connect('button_press_event', self.on_press)
def callback(self, verts):
facecolors = self.collection.get_facecolors()
p = path.Path(verts)
ind = p.contains_points(self.xys)
for i in range(len(self.xys)):
if ind[i]:
facecolors[i] = Datum.colorin
else:
facecolors[i] = Datum.colorout
self.canvas.draw_idle()
self.canvas.widgetlock.release(self.lasso)
del self.lasso
def on_press(self, event):
if self.canvas.widgetlock.locked():
return
if event.inaxes is None:
return
self.lasso = Lasso(event.inaxes,
(event.xdata, event.ydata),
self.callback)
# acquire a lock on the widget drawing
self.canvas.widgetlock(self.lasso)
if __name__ == '__main__':
np.random.seed(19680801)
data = [Datum(*xy) for xy in np.random.rand(100, 2)]
ax = plt.axes(xlim=(0, 1), ylim=(0, 1), autoscale_on=False)
ax.set_title('Lasso points using left mouse button')
lman = LassoManager(ax, data)
plt.show()