/
perturbation_boxes.py
58 lines (50 loc) · 1.66 KB
/
perturbation_boxes.py
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
import numpy as np
import plotly.graph_objects as go
np.random.seed(1)
x = np.random.normal(3, .7, 50)
y = np.random.normal(3, .7, 50)
z = np.random.normal(3, .7, 50)
def get_box(xi, yi, zi):
return go.Mesh3d(
# 8 vertices of a cube
x=[xi-e, xi-e, xi+e, xi+e, xi-e, xi-e, xi+e, xi+e],
y=[yi-e, yi+e, yi+e, yi-e, yi-e, yi+e, yi+e, yi-e],
z=[zi-e, zi-e, zi-e, zi-e, zi+e, zi+e, zi+e, zi+e],
color='rgb(120, 184, 120)',
i=[7, 0, 0, 0, 4, 4, 6, 6, 4, 0, 3, 2],
j=[3, 4, 1, 2, 5, 6, 5, 2, 0, 1, 6, 3],
k=[0, 7, 2, 3, 6, 7, 1, 1, 5, 5, 7, 6],
opacity=0.3,
)
def get_box_boarder(xi, yi, zi):
return go.Scatter3d(
x=[xi-e, xi+e, xi+e, xi-e, xi-e, xi-e, xi+e, xi+e, xi-e, xi-e, xi+e, xi+e, xi+e, xi+e, xi-e, xi-e],
y=[yi-e, yi-e, yi+e, yi+e, yi-e, yi-e, yi-e, yi+e, yi+e, yi-e, yi-e, yi-e, yi+e, yi+e, yi+e, yi+e],
z=[zi-e, zi-e, zi-e, zi-e, zi-e, zi+e, zi+e, zi+e, zi+e, zi+e, zi+e, zi-e, zi-e, zi+e, zi+e, zi-e],
mode='lines',
line=dict(color='rgb(50, 50, 50)', width=2)
)
e = 0.2
boxes = [get_box(xi, yi, zi) for xi, yi, zi in zip(x, y, z)]
boarders = [get_box_boarder(xi, yi, zi) for xi, yi, zi in zip(x, y, z)]
scatter = go.Scatter3d(
x=x, y=y, z=z,
mode='markers',
marker=dict(
size=10,
color='rgb(50, 50, 50)',
)
)
fig = go.Figure(data=[scatter, *boxes, *boarders])
fig.update_layout(
scene=dict(
xaxis_title="",
yaxis_title="",
zaxis_title=""
),
template='simple_white',
scene_xaxis_showticklabels=False,
scene_yaxis_showticklabels=False,
scene_zaxis_showticklabels=False,
)
fig.show()