Note
Go to the end to download the full example code.
Glass Symmetry from Vectors#
This example shows how to identify symmetry (in a glassy system but this could be useful other places) by looking at the angles between 3 vectors in the diffraction pattern at some radial ring in k to identify groups of 3 vectors that are subtended by the same angle.
This is a very simple example with more detailed examples to come.
import pyxem as pxm
from scipy.ndimage import gaussian_filter
import matplotlib.pyplot as plt
import numpy as np
# First we load the data and do some basic processing
s = pxm.data.pdnip_glass(allow_download=True)
s.axes_manager.signal_axes[0].offset = -23.7
s.axes_manager.signal_axes[1].offset = -19.3
s.filter(gaussian_filter, sigma=(1, 1, 0, 0), inplace=True) # only in real space
s.template_match_disk(disk_r=5, subtract_min=False, inplace=True)
vectors = s.get_diffraction_vectors(threshold_abs=0.5, min_distance=3)
# Now we can convert to polar vectors
pol = vectors.to_polar()
# This function gets the inscribed angle
# accept_threshold is the maximum difference between the two angles subtended by the 3 vectors
ins = pol.get_angles(min_angle=0.05, min_k=0.3, accept_threshold=0.1)
flat_vect = ins.flatten_diffraction_vectors()
fig, axs = plt.subplots()
axs.hist(flat_vect.ivec["delta phi"].data, bins=60, range=(0, 2 * np.pi / 3))
axs.set_xlabel("delta phi")
axs.set_xticks(
[0, np.pi / 5, np.pi / 4, 2 * np.pi / 5, np.pi / 2, np.pi / 3, 3 * np.pi / 5]
)
axs.set_xticklabels(
[
0,
r"$\frac{\pi}{5}$",
r"$\frac{\pi}{4}$",
r"$\frac{2\pi}{5}$",
r"$\frac{\pi}{2}$",
r"$\frac{\pi}{3}$",
r"$\frac{3\pi}{5}$",
]
)
0%| | 0.00/305M [00:00<?, ?B/s]
0%| | 14.3k/305M [00:00<37:04, 137kB/s]
0%| | 39.9k/305M [00:00<25:13, 201kB/s]
0%| | 110k/305M [00:00<12:13, 415kB/s]
0%| | 245k/305M [00:00<06:37, 765kB/s]
0%| | 520k/305M [00:00<03:30, 1.44MB/s]
0%|▏ | 1.04M/305M [00:00<01:53, 2.67MB/s]
1%|▏ | 1.98M/305M [00:00<01:04, 4.73MB/s]
1%|▎ | 2.91M/305M [00:00<00:56, 5.37MB/s]
1%|▌ | 4.49M/305M [00:00<00:36, 8.15MB/s]
2%|▋ | 5.34M/305M [00:01<00:36, 8.19MB/s]
2%|▊ | 6.47M/305M [00:01<00:42, 6.94MB/s]
3%|█ | 8.06M/305M [00:01<00:33, 8.94MB/s]
3%|█▏ | 9.07M/305M [00:01<00:32, 9.14MB/s]
3%|█▎ | 10.2M/305M [00:01<00:38, 7.63MB/s]
4%|█▍ | 11.8M/305M [00:01<00:31, 9.40MB/s]
4%|█▌ | 12.9M/305M [00:01<00:30, 9.52MB/s]
5%|█▋ | 13.9M/305M [00:02<00:30, 9.62MB/s]
5%|█▊ | 14.9M/305M [00:02<00:29, 9.72MB/s]
5%|█▉ | 16.0M/305M [00:02<00:29, 9.86MB/s]
6%|██▏ | 17.1M/305M [00:02<00:28, 10.0MB/s]
6%|██▎ | 18.1M/305M [00:02<00:36, 7.88MB/s]
6%|██▍ | 19.8M/305M [00:02<00:29, 9.75MB/s]
7%|██▌ | 20.8M/305M [00:02<00:29, 9.71MB/s]
7%|██▋ | 21.9M/305M [00:02<00:29, 9.69MB/s]
8%|██▊ | 22.9M/305M [00:03<00:35, 7.85MB/s]
8%|██▉ | 23.8M/305M [00:03<00:35, 7.95MB/s]
8%|███ | 24.6M/305M [00:03<00:34, 8.01MB/s]
8%|███▏ | 25.5M/305M [00:03<00:34, 8.03MB/s]
9%|███▎ | 26.3M/305M [00:03<00:34, 8.03MB/s]
9%|███▍ | 27.1M/305M [00:03<00:34, 8.01MB/s]
9%|███▍ | 28.0M/305M [00:03<00:34, 7.97MB/s]
9%|███▌ | 28.8M/305M [00:03<00:34, 7.94MB/s]
10%|███▋ | 29.6M/305M [00:03<00:34, 7.90MB/s]
10%|███▊ | 30.4M/305M [00:03<00:34, 7.86MB/s]
10%|███▉ | 31.2M/305M [00:04<00:46, 5.94MB/s]
11%|████ | 32.5M/305M [00:04<00:35, 7.77MB/s]
11%|████▏ | 33.4M/305M [00:04<00:35, 7.56MB/s]
11%|████▎ | 34.2M/305M [00:04<00:36, 7.31MB/s]
11%|████▎ | 35.0M/305M [00:04<00:42, 6.29MB/s]
12%|████▍ | 35.7M/305M [00:04<00:42, 6.33MB/s]
12%|████▌ | 36.3M/305M [00:04<00:42, 6.35MB/s]
12%|████▌ | 37.0M/305M [00:05<00:42, 6.36MB/s]
12%|████▋ | 37.7M/305M [00:05<00:42, 6.33MB/s]
13%|████▊ | 38.3M/305M [00:05<00:42, 6.30MB/s]
13%|████▊ | 39.0M/305M [00:05<00:42, 6.26MB/s]
13%|████▉ | 39.6M/305M [00:05<00:42, 6.21MB/s]
13%|█████ | 40.2M/305M [00:05<00:42, 6.17MB/s]
13%|█████ | 40.8M/305M [00:05<00:43, 6.13MB/s]
14%|█████▏ | 41.4M/305M [00:05<00:42, 6.14MB/s]
14%|█████▎ | 42.1M/305M [00:05<00:42, 6.24MB/s]
14%|█████▎ | 42.8M/305M [00:05<00:41, 6.30MB/s]
14%|█████▍ | 43.5M/305M [00:06<00:40, 6.39MB/s]
14%|█████▌ | 44.2M/305M [00:06<00:40, 6.46MB/s]
15%|█████▌ | 44.9M/305M [00:06<00:39, 6.51MB/s]
15%|█████▋ | 45.5M/305M [00:06<00:39, 6.54MB/s]
15%|█████▊ | 46.2M/305M [00:06<00:39, 6.56MB/s]
15%|█████▊ | 46.9M/305M [00:06<00:38, 6.63MB/s]
16%|█████▉ | 47.6M/305M [00:06<00:38, 6.67MB/s]
16%|██████ | 48.3M/305M [00:06<00:38, 6.70MB/s]
16%|██████ | 49.0M/305M [00:06<00:38, 6.72MB/s]
16%|██████▏ | 49.7M/305M [00:07<00:37, 6.73MB/s]
17%|██████▎ | 50.4M/305M [00:07<00:37, 6.75MB/s]
17%|██████▍ | 51.2M/305M [00:07<00:37, 6.80MB/s]
17%|██████▍ | 51.9M/305M [00:07<00:37, 6.79MB/s]
17%|██████▌ | 52.6M/305M [00:07<00:36, 6.83MB/s]
17%|██████▋ | 53.3M/305M [00:07<00:36, 6.86MB/s]
18%|██████▋ | 54.0M/305M [00:07<00:36, 6.84MB/s]
18%|██████▊ | 54.7M/305M [00:07<00:36, 6.87MB/s]
18%|██████▉ | 55.4M/305M [00:07<00:36, 6.89MB/s]
18%|███████ | 56.2M/305M [00:07<00:36, 6.90MB/s]
19%|███████ | 56.9M/305M [00:08<00:35, 6.92MB/s]
19%|███████▏ | 57.6M/305M [00:08<00:35, 6.92MB/s]
19%|███████▎ | 58.3M/305M [00:08<00:35, 6.93MB/s]
19%|███████▎ | 59.1M/305M [00:08<00:35, 6.97MB/s]
20%|███████▍ | 59.8M/305M [00:08<00:35, 6.96MB/s]
20%|███████▌ | 60.5M/305M [00:08<00:35, 6.95MB/s]
20%|███████▋ | 61.3M/305M [00:08<00:34, 7.00MB/s]
20%|███████▋ | 62.0M/305M [00:08<00:34, 6.97MB/s]
21%|███████▊ | 62.7M/305M [00:08<00:34, 7.01MB/s]
21%|███████▉ | 63.4M/305M [00:08<00:34, 6.99MB/s]
21%|████████ | 64.2M/305M [00:09<00:34, 7.02MB/s]
21%|████████ | 64.9M/305M [00:09<00:34, 7.00MB/s]
22%|████████▏ | 65.6M/305M [00:09<00:34, 7.02MB/s]
22%|████████▎ | 66.4M/305M [00:09<00:33, 7.04MB/s]
22%|████████▎ | 67.1M/305M [00:09<00:33, 7.01MB/s]
22%|████████▍ | 67.8M/305M [00:09<00:33, 7.04MB/s]
23%|████████▌ | 68.5M/305M [00:09<00:33, 7.05MB/s]
23%|████████▋ | 69.3M/305M [00:09<00:33, 7.01MB/s]
23%|████████▋ | 70.0M/305M [00:09<00:33, 7.04MB/s]
23%|████████▊ | 70.7M/305M [00:10<00:33, 7.01MB/s]
23%|████████▉ | 71.5M/305M [00:10<00:33, 7.03MB/s]
24%|█████████ | 72.2M/305M [00:10<00:32, 7.05MB/s]
24%|█████████ | 72.9M/305M [00:10<00:33, 7.00MB/s]
24%|█████████▏ | 73.6M/305M [00:10<00:32, 7.03MB/s]
24%|█████████▎ | 74.4M/305M [00:10<00:32, 7.00MB/s]
25%|█████████▎ | 75.1M/305M [00:10<00:32, 7.03MB/s]
25%|█████████▍ | 75.8M/305M [00:10<00:32, 7.00MB/s]
25%|█████████▌ | 76.6M/305M [00:10<00:32, 7.02MB/s]
25%|█████████▋ | 77.3M/305M [00:10<00:32, 7.04MB/s]
26%|█████████▋ | 78.0M/305M [00:11<00:32, 7.01MB/s]
26%|█████████▊ | 78.7M/305M [00:11<00:32, 7.03MB/s]
26%|█████████▉ | 79.5M/305M [00:11<00:32, 7.01MB/s]
26%|██████████ | 80.2M/305M [00:11<00:31, 7.02MB/s]
27%|██████████ | 80.9M/305M [00:11<00:31, 7.04MB/s]
27%|██████████▏ | 81.7M/305M [00:11<00:31, 7.01MB/s]
27%|██████████▎ | 82.4M/305M [00:11<00:31, 7.03MB/s]
27%|██████████▎ | 83.1M/305M [00:11<00:31, 7.05MB/s]
28%|██████████▍ | 83.9M/305M [00:11<00:31, 7.02MB/s]
28%|██████████▌ | 84.6M/305M [00:11<00:31, 7.03MB/s]
28%|██████████▋ | 85.3M/305M [00:12<00:31, 7.05MB/s]
28%|██████████▋ | 86.1M/305M [00:12<00:30, 7.06MB/s]
28%|██████████▊ | 86.8M/305M [00:12<00:30, 7.03MB/s]
29%|██████████▉ | 87.5M/305M [00:12<00:30, 7.04MB/s]
29%|███████████ | 88.2M/305M [00:12<00:30, 7.06MB/s]
29%|███████████ | 89.0M/305M [00:12<00:30, 7.07MB/s]
29%|███████████▏ | 89.7M/305M [00:12<00:30, 7.07MB/s]
30%|███████████▎ | 90.5M/305M [00:12<00:30, 7.08MB/s]
30%|███████████▍ | 91.2M/305M [00:12<00:30, 7.08MB/s]
30%|███████████▍ | 91.9M/305M [00:13<00:30, 7.08MB/s]
30%|███████████▌ | 92.7M/305M [00:13<00:29, 7.09MB/s]
31%|███████████▋ | 93.4M/305M [00:13<00:29, 7.13MB/s]
31%|███████████▋ | 94.2M/305M [00:13<00:29, 7.12MB/s]
31%|███████████▊ | 94.9M/305M [00:13<00:29, 7.16MB/s]
31%|███████████▉ | 95.6M/305M [00:13<00:29, 7.14MB/s]
32%|████████████ | 96.4M/305M [00:13<00:29, 7.17MB/s]
32%|████████████ | 97.1M/305M [00:13<00:28, 7.19MB/s]
32%|████████████▏ | 97.9M/305M [00:13<00:28, 7.16MB/s]
32%|████████████▎ | 98.6M/305M [00:13<00:28, 7.24MB/s]
33%|████████████▍ | 99.4M/305M [00:14<00:28, 7.24MB/s]
33%|████████████▊ | 100M/305M [00:14<00:28, 7.23MB/s]
33%|████████████▉ | 101M/305M [00:14<00:27, 7.30MB/s]
33%|█████████████ | 102M/305M [00:14<00:27, 7.27MB/s]
34%|█████████████ | 102M/305M [00:14<00:27, 7.31MB/s]
34%|█████████████▏ | 103M/305M [00:14<00:27, 7.34MB/s]
34%|█████████████▎ | 104M/305M [00:14<00:27, 7.41MB/s]
34%|█████████████▍ | 105M/305M [00:14<00:26, 7.40MB/s]
35%|█████████████▌ | 106M/305M [00:14<00:26, 7.45MB/s]
35%|█████████████▌ | 106M/305M [00:15<00:26, 7.43MB/s]
35%|█████████████▋ | 107M/305M [00:15<00:26, 7.47MB/s]
35%|█████████████▊ | 108M/305M [00:15<00:26, 7.55MB/s]
36%|█████████████▉ | 109M/305M [00:15<00:25, 7.61MB/s]
36%|██████████████ | 110M/305M [00:15<00:25, 7.64MB/s]
36%|██████████████ | 110M/305M [00:15<00:25, 7.66MB/s]
36%|██████████████▏ | 111M/305M [00:15<00:25, 7.69MB/s]
37%|██████████████▎ | 112M/305M [00:15<00:24, 7.72MB/s]
37%|██████████████▍ | 113M/305M [00:15<00:24, 7.77MB/s]
37%|██████████████▌ | 114M/305M [00:15<00:24, 7.78MB/s]
38%|██████████████▋ | 114M/305M [00:16<00:24, 7.86MB/s]
38%|██████████████▊ | 115M/305M [00:16<00:23, 7.94MB/s]
38%|██████████████▊ | 116M/305M [00:16<00:23, 8.00MB/s]
38%|██████████████▉ | 117M/305M [00:16<00:23, 8.02MB/s]
39%|███████████████ | 118M/305M [00:16<00:23, 8.11MB/s]
39%|███████████████▏ | 119M/305M [00:16<00:22, 8.13MB/s]
39%|███████████████▎ | 120M/305M [00:16<00:22, 8.20MB/s]
40%|███████████████▍ | 120M/305M [00:16<00:22, 8.30MB/s]
40%|███████████████▌ | 121M/305M [00:16<00:21, 8.36MB/s]
40%|███████████████▋ | 122M/305M [00:16<00:21, 8.40MB/s]
40%|███████████████▊ | 123M/305M [00:17<00:21, 8.48MB/s]
41%|███████████████▊ | 124M/305M [00:17<00:21, 8.54MB/s]
41%|███████████████▉ | 125M/305M [00:17<00:20, 8.59MB/s]
41%|████████████████ | 126M/305M [00:17<00:20, 8.70MB/s]
42%|████████████████▏ | 127M/305M [00:17<00:20, 8.83MB/s]
42%|████████████████▎ | 128M/305M [00:17<00:19, 8.87MB/s]
42%|████████████████▍ | 129M/305M [00:17<00:19, 8.95MB/s]
43%|████████████████▌ | 130M/305M [00:17<00:19, 9.06MB/s]
43%|████████████████▋ | 131M/305M [00:17<00:19, 9.13MB/s]
43%|████████████████▊ | 132M/305M [00:18<00:18, 9.17MB/s]
44%|████████████████▉ | 133M/305M [00:18<00:18, 9.25MB/s]
44%|█████████████████ | 134M/305M [00:18<00:18, 9.35MB/s]
44%|█████████████████▏ | 135M/305M [00:18<00:17, 9.48MB/s]
44%|█████████████████▎ | 136M/305M [00:18<00:17, 9.59MB/s]
45%|█████████████████▍ | 137M/305M [00:18<00:17, 9.70MB/s]
45%|█████████████████▌ | 138M/305M [00:18<00:17, 9.81MB/s]
46%|█████████████████▊ | 139M/305M [00:18<00:16, 9.90MB/s]
46%|█████████████████▉ | 140M/305M [00:18<00:16, 10.0MB/s]
46%|██████████████████ | 141M/305M [00:18<00:16, 10.2MB/s]
47%|██████████████████▏ | 142M/305M [00:19<00:15, 10.3MB/s]
47%|██████████████████▎ | 143M/305M [00:19<00:15, 10.4MB/s]
47%|██████████████████▍ | 144M/305M [00:19<00:15, 10.5MB/s]
48%|██████████████████▌ | 145M/305M [00:19<00:14, 10.6MB/s]
48%|██████████████████▋ | 146M/305M [00:19<00:14, 10.8MB/s]
48%|██████████████████▉ | 148M/305M [00:19<00:14, 10.9MB/s]
49%|███████████████████ | 149M/305M [00:19<00:14, 11.0MB/s]
49%|███████████████████▏ | 150M/305M [00:19<00:13, 11.2MB/s]
50%|███████████████████▎ | 151M/305M [00:19<00:16, 9.34MB/s]
50%|███████████████████▍ | 152M/305M [00:20<00:16, 9.31MB/s]
50%|███████████████████▋ | 154M/305M [00:20<00:14, 10.4MB/s]
51%|███████████████████▊ | 155M/305M [00:20<00:15, 9.85MB/s]
51%|███████████████████▉ | 156M/305M [00:20<00:16, 9.01MB/s]
51%|████████████████████ | 157M/305M [00:20<00:16, 8.93MB/s]
52%|████████████████████▏ | 158M/305M [00:20<00:16, 8.87MB/s]
52%|████████████████████▎ | 159M/305M [00:20<00:16, 8.86MB/s]
52%|████████████████████▍ | 159M/305M [00:20<00:16, 8.93MB/s]
53%|████████████████████▌ | 160M/305M [00:20<00:16, 8.98MB/s]
53%|████████████████████▋ | 161M/305M [00:21<00:15, 9.08MB/s]
53%|████████████████████▊ | 162M/305M [00:21<00:15, 9.15MB/s]
54%|████████████████████▉ | 163M/305M [00:21<00:15, 9.28MB/s]
54%|█████████████████████ | 164M/305M [00:21<00:15, 9.34MB/s]
54%|█████████████████████▏ | 165M/305M [00:21<00:14, 9.46MB/s]
55%|█████████████████████▎ | 166M/305M [00:21<00:14, 9.51MB/s]
55%|█████████████████████▍ | 167M/305M [00:21<00:14, 9.63MB/s]
55%|█████████████████████▌ | 168M/305M [00:21<00:14, 9.72MB/s]
56%|█████████████████████▋ | 169M/305M [00:21<00:13, 9.78MB/s]
56%|█████████████████████▊ | 170M/305M [00:22<00:13, 9.87MB/s]
56%|█████████████████████▉ | 171M/305M [00:22<00:13, 9.93MB/s]
57%|██████████████████████ | 173M/305M [00:22<00:13, 10.0MB/s]
57%|██████████████████████▏ | 174M/305M [00:22<00:12, 10.1MB/s]
57%|██████████████████████▎ | 175M/305M [00:22<00:12, 10.2MB/s]
58%|██████████████████████▌ | 176M/305M [00:22<00:12, 10.2MB/s]
58%|██████████████████████▋ | 177M/305M [00:22<00:12, 10.3MB/s]
58%|██████████████████████▊ | 178M/305M [00:22<00:12, 10.4MB/s]
59%|██████████████████████▉ | 179M/305M [00:22<00:12, 10.4MB/s]
59%|███████████████████████ | 180M/305M [00:22<00:11, 10.5MB/s]
60%|███████████████████████▏ | 181M/305M [00:23<00:11, 10.5MB/s]
60%|███████████████████████▎ | 182M/305M [00:23<00:11, 10.6MB/s]
60%|███████████████████████▍ | 184M/305M [00:23<00:11, 10.7MB/s]
61%|███████████████████████▋ | 185M/305M [00:23<00:11, 10.8MB/s]
61%|███████████████████████▊ | 186M/305M [00:23<00:10, 10.8MB/s]
61%|███████████████████████▉ | 187M/305M [00:23<00:10, 10.9MB/s]
62%|████████████████████████ | 188M/305M [00:23<00:10, 10.9MB/s]
62%|████████████████████████▏ | 189M/305M [00:23<00:10, 11.0MB/s]
63%|████████████████████████▍ | 190M/305M [00:23<00:10, 11.0MB/s]
63%|████████████████████████▌ | 192M/305M [00:23<00:10, 11.1MB/s]
63%|████████████████████████▋ | 193M/305M [00:24<00:10, 11.1MB/s]
64%|████████████████████████▊ | 194M/305M [00:24<00:09, 11.2MB/s]
64%|████████████████████████▉ | 195M/305M [00:24<00:09, 11.2MB/s]
64%|█████████████████████████▏ | 196M/305M [00:24<00:09, 11.2MB/s]
65%|█████████████████████████▎ | 197M/305M [00:24<00:09, 11.3MB/s]
65%|█████████████████████████▍ | 199M/305M [00:24<00:09, 11.3MB/s]
66%|█████████████████████████▌ | 200M/305M [00:24<00:09, 11.3MB/s]
66%|█████████████████████████▋ | 201M/305M [00:24<00:09, 11.4MB/s]
66%|█████████████████████████▉ | 202M/305M [00:24<00:09, 11.4MB/s]
67%|██████████████████████████ | 203M/305M [00:25<00:08, 11.4MB/s]
67%|██████████████████████████▏ | 205M/305M [00:25<00:08, 11.5MB/s]
68%|██████████████████████████▎ | 206M/305M [00:25<00:08, 11.5MB/s]
68%|██████████████████████████▍ | 207M/305M [00:25<00:08, 11.5MB/s]
68%|██████████████████████████▋ | 208M/305M [00:25<00:08, 11.5MB/s]
69%|██████████████████████████▊ | 209M/305M [00:25<00:08, 11.6MB/s]
69%|██████████████████████████▉ | 211M/305M [00:25<00:08, 11.6MB/s]
70%|███████████████████████████ | 212M/305M [00:25<00:07, 11.6MB/s]
70%|███████████████████████████▎ | 213M/305M [00:25<00:07, 11.6MB/s]
70%|███████████████████████████▍ | 214M/305M [00:25<00:07, 11.6MB/s]
71%|███████████████████████████▌ | 215M/305M [00:26<00:07, 11.7MB/s]
71%|███████████████████████████▋ | 217M/305M [00:26<00:07, 11.7MB/s]
72%|███████████████████████████▉ | 218M/305M [00:26<00:07, 11.7MB/s]
72%|████████████████████████████ | 219M/305M [00:26<00:07, 11.7MB/s]
72%|████████████████████████████▏ | 220M/305M [00:26<00:07, 11.7MB/s]
73%|████████████████████████████▎ | 222M/305M [00:26<00:07, 11.7MB/s]
73%|████████████████████████████▌ | 223M/305M [00:26<00:06, 11.7MB/s]
74%|████████████████████████████▋ | 224M/305M [00:26<00:06, 11.7MB/s]
74%|████████████████████████████▊ | 225M/305M [00:26<00:06, 11.8MB/s]
74%|████████████████████████████▉ | 226M/305M [00:26<00:06, 11.8MB/s]
75%|█████████████████████████████▏ | 228M/305M [00:27<00:06, 11.8MB/s]
75%|█████████████████████████████▎ | 229M/305M [00:27<00:06, 11.8MB/s]
76%|█████████████████████████████▍ | 230M/305M [00:27<00:06, 11.8MB/s]
76%|█████████████████████████████▌ | 231M/305M [00:27<00:06, 11.8MB/s]
76%|█████████████████████████████▊ | 233M/305M [00:27<00:06, 11.7MB/s]
77%|█████████████████████████████▉ | 234M/305M [00:27<00:06, 11.7MB/s]
77%|██████████████████████████████ | 235M/305M [00:27<00:05, 11.7MB/s]
78%|██████████████████████████████▏ | 236M/305M [00:27<00:05, 11.8MB/s]
78%|██████████████████████████████▍ | 237M/305M [00:27<00:05, 11.8MB/s]
78%|██████████████████████████████▌ | 239M/305M [00:28<00:05, 11.7MB/s]
79%|██████████████████████████████▋ | 240M/305M [00:28<00:05, 11.7MB/s]
79%|██████████████████████████████▊ | 241M/305M [00:28<00:05, 11.7MB/s]
80%|███████████████████████████████ | 242M/305M [00:28<00:05, 11.8MB/s]
80%|███████████████████████████████▏ | 244M/305M [00:28<00:05, 11.8MB/s]
80%|███████████████████████████████▎ | 245M/305M [00:28<00:05, 11.8MB/s]
81%|███████████████████████████████▍ | 246M/305M [00:28<00:04, 11.7MB/s]
81%|███████████████████████████████▋ | 247M/305M [00:28<00:04, 11.8MB/s]
82%|███████████████████████████████▊ | 248M/305M [00:28<00:04, 11.8MB/s]
82%|███████████████████████████████▉ | 250M/305M [00:28<00:04, 11.8MB/s]
82%|████████████████████████████████ | 251M/305M [00:29<00:04, 11.8MB/s]
83%|████████████████████████████████▎ | 252M/305M [00:29<00:04, 11.8MB/s]
83%|████████████████████████████████▍ | 253M/305M [00:29<00:04, 11.8MB/s]
84%|████████████████████████████████▌ | 255M/305M [00:29<00:04, 11.8MB/s]
84%|████████████████████████████████▋ | 256M/305M [00:29<00:04, 11.8MB/s]
84%|████████████████████████████████▉ | 257M/305M [00:29<00:04, 11.7MB/s]
85%|█████████████████████████████████ | 258M/305M [00:29<00:03, 11.8MB/s]
85%|█████████████████████████████████▏ | 259M/305M [00:29<00:03, 11.8MB/s]
86%|█████████████████████████████████▍ | 261M/305M [00:29<00:03, 11.8MB/s]
86%|█████████████████████████████████▌ | 262M/305M [00:30<00:03, 11.8MB/s]
86%|█████████████████████████████████▋ | 263M/305M [00:30<00:03, 11.8MB/s]
87%|█████████████████████████████████▊ | 264M/305M [00:30<00:03, 11.8MB/s]
87%|██████████████████████████████████ | 266M/305M [00:30<00:03, 11.8MB/s]
88%|██████████████████████████████████▏ | 267M/305M [00:30<00:03, 11.8MB/s]
88%|██████████████████████████████████▎ | 268M/305M [00:30<00:03, 11.8MB/s]
88%|██████████████████████████████████▍ | 269M/305M [00:30<00:02, 11.8MB/s]
89%|██████████████████████████████████▋ | 270M/305M [00:30<00:02, 11.7MB/s]
89%|██████████████████████████████████▊ | 272M/305M [00:30<00:02, 11.8MB/s]
90%|██████████████████████████████████▉ | 273M/305M [00:30<00:02, 11.8MB/s]
90%|███████████████████████████████████ | 274M/305M [00:31<00:02, 11.9MB/s]
90%|███████████████████████████████████▎ | 275M/305M [00:31<00:02, 11.8MB/s]
91%|███████████████████████████████████▍ | 277M/305M [00:31<00:02, 9.83MB/s]
91%|███████████████████████████████████▋ | 278M/305M [00:31<00:02, 11.8MB/s]
92%|███████████████████████████████████▊ | 280M/305M [00:31<00:02, 10.3MB/s]
92%|███████████████████████████████████▉ | 281M/305M [00:31<00:02, 10.2MB/s]
93%|████████████████████████████████████ | 282M/305M [00:31<00:02, 10.1MB/s]
93%|████████████████████████████████████▏ | 283M/305M [00:31<00:02, 9.58MB/s]
93%|████████████████████████████████████▎ | 284M/305M [00:32<00:02, 9.24MB/s]
93%|████████████████████████████████████▍ | 285M/305M [00:32<00:02, 9.21MB/s]
94%|████████████████████████████████████▌ | 286M/305M [00:32<00:02, 9.23MB/s]
94%|████████████████████████████████████▋ | 287M/305M [00:32<00:01, 9.28MB/s]
94%|████████████████████████████████████▊ | 288M/305M [00:32<00:01, 9.33MB/s]
95%|████████████████████████████████████▉ | 289M/305M [00:32<00:01, 9.39MB/s]
95%|█████████████████████████████████████ | 290M/305M [00:32<00:01, 9.50MB/s]
95%|█████████████████████████████████████▏ | 291M/305M [00:32<00:01, 9.57MB/s]
96%|█████████████████████████████████████▎ | 292M/305M [00:32<00:01, 9.64MB/s]
96%|█████████████████████████████████████▍ | 293M/305M [00:32<00:01, 9.76MB/s]
96%|█████████████████████████████████████▌ | 294M/305M [00:33<00:01, 9.82MB/s]
97%|█████████████████████████████████████▋ | 295M/305M [00:33<00:00, 9.90MB/s]
97%|█████████████████████████████████████▉ | 296M/305M [00:33<00:00, 9.98MB/s]
97%|██████████████████████████████████████ | 297M/305M [00:33<00:00, 10.1MB/s]
98%|██████████████████████████████████████▏| 298M/305M [00:33<00:00, 10.2MB/s]
98%|██████████████████████████████████████▎| 299M/305M [00:33<00:00, 10.2MB/s]
99%|██████████████████████████████████████▍| 300M/305M [00:33<00:00, 10.3MB/s]
99%|██████████████████████████████████████▌| 301M/305M [00:33<00:00, 10.4MB/s]
99%|██████████████████████████████████████▋| 302M/305M [00:33<00:00, 10.5MB/s]
100%|██████████████████████████████████████▊| 304M/305M [00:34<00:00, 10.5MB/s]
0%| | 0.00/305M [00:00<?, ?B/s]
100%|████████████████████████████████████████| 305M/305M [00:00<00:00, 678GB/s]
[ ] | 0% Completed | 136.47 us
[ ] | 0% Completed | 100.82 ms
[ ] | 0% Completed | 201.31 ms
[ ] | 0% Completed | 301.74 ms
[ ] | 0% Completed | 402.10 ms
[ ] | 0% Completed | 502.49 ms
[ ] | 0% Completed | 602.82 ms
[ ] | 0% Completed | 703.16 ms
[ ] | 0% Completed | 803.57 ms
[ ] | 0% Completed | 903.96 ms
[ ] | 0% Completed | 1.00 s
[ ] | 0% Completed | 1.10 s
[ ] | 0% Completed | 1.21 s
[ ] | 0% Completed | 1.31 s
[ ] | 0% Completed | 1.41 s
[ ] | 0% Completed | 1.51 s
[ ] | 0% Completed | 1.61 s
[ ] | 0% Completed | 1.71 s
[ ] | 0% Completed | 1.81 s
[ ] | 0% Completed | 1.91 s
[ ] | 0% Completed | 2.01 s
[ ] | 0% Completed | 2.11 s
[ ] | 0% Completed | 2.21 s
[ ] | 0% Completed | 2.31 s
[ ] | 0% Completed | 2.41 s
[ ] | 0% Completed | 2.51 s
[ ] | 0% Completed | 2.61 s
[ ] | 0% Completed | 2.71 s
[ ] | 0% Completed | 2.81 s
[ ] | 0% Completed | 2.91 s
[ ] | 0% Completed | 3.01 s
[##### ] | 12% Completed | 3.11 s
[##### ] | 12% Completed | 3.21 s
[##### ] | 12% Completed | 3.31 s
[##### ] | 12% Completed | 3.41 s
[##### ] | 12% Completed | 3.51 s
[##### ] | 12% Completed | 3.61 s
[##### ] | 12% Completed | 3.72 s
[##### ] | 12% Completed | 3.82 s
[##### ] | 12% Completed | 3.92 s
[##### ] | 12% Completed | 4.02 s
[##### ] | 12% Completed | 4.12 s
[##### ] | 12% Completed | 4.22 s
[##### ] | 12% Completed | 4.32 s
[##### ] | 12% Completed | 4.42 s
[##### ] | 12% Completed | 4.52 s
[##### ] | 12% Completed | 4.62 s
[##### ] | 12% Completed | 4.72 s
[##### ] | 12% Completed | 4.82 s
[##### ] | 12% Completed | 4.92 s
[##### ] | 12% Completed | 5.02 s
[##### ] | 12% Completed | 5.12 s
[##### ] | 12% Completed | 5.22 s
[##### ] | 12% Completed | 5.32 s
[##### ] | 12% Completed | 5.42 s
[##### ] | 12% Completed | 5.52 s
[##### ] | 12% Completed | 5.62 s
[##### ] | 12% Completed | 5.72 s
[##### ] | 12% Completed | 5.82 s
[##### ] | 12% Completed | 5.92 s
[##### ] | 12% Completed | 6.02 s
[########## ] | 25% Completed | 6.13 s
[########## ] | 25% Completed | 6.23 s
[########## ] | 25% Completed | 6.33 s
[########## ] | 25% Completed | 6.43 s
[########## ] | 25% Completed | 6.53 s
[########## ] | 25% Completed | 6.63 s
[########## ] | 25% Completed | 6.73 s
[########## ] | 25% Completed | 6.83 s
[########## ] | 25% Completed | 6.93 s
[########## ] | 25% Completed | 7.03 s
[########## ] | 25% Completed | 7.13 s
[########## ] | 25% Completed | 7.23 s
[########## ] | 25% Completed | 7.33 s
[########## ] | 25% Completed | 7.43 s
[########## ] | 25% Completed | 7.53 s
[########## ] | 25% Completed | 7.63 s
[########## ] | 25% Completed | 7.73 s
[########## ] | 25% Completed | 7.83 s
[########## ] | 25% Completed | 7.93 s
[########## ] | 25% Completed | 8.03 s
[########## ] | 25% Completed | 8.13 s
[########## ] | 25% Completed | 8.23 s
[########## ] | 25% Completed | 8.33 s
[########## ] | 25% Completed | 8.44 s
[########## ] | 25% Completed | 8.54 s
[########## ] | 25% Completed | 8.64 s
[########## ] | 25% Completed | 8.74 s
[########## ] | 25% Completed | 8.84 s
[########## ] | 25% Completed | 8.94 s
[########## ] | 25% Completed | 9.04 s
[############ ] | 31% Completed | 9.14 s
[############### ] | 37% Completed | 9.24 s
[############### ] | 37% Completed | 9.34 s
[############### ] | 37% Completed | 9.44 s
[############### ] | 37% Completed | 9.54 s
[############### ] | 37% Completed | 9.64 s
[############### ] | 37% Completed | 9.74 s
[############### ] | 37% Completed | 9.84 s
[############### ] | 37% Completed | 9.94 s
[############### ] | 37% Completed | 10.04 s
[############### ] | 37% Completed | 10.14 s
[############### ] | 37% Completed | 10.24 s
[############### ] | 37% Completed | 10.34 s
[############### ] | 37% Completed | 10.44 s
[############### ] | 37% Completed | 10.54 s
[############### ] | 37% Completed | 10.64 s
[############### ] | 37% Completed | 10.74 s
[############### ] | 37% Completed | 10.84 s
[############### ] | 37% Completed | 10.95 s
[############### ] | 37% Completed | 11.05 s
[############### ] | 37% Completed | 11.15 s
[############### ] | 37% Completed | 11.25 s
[############### ] | 37% Completed | 11.35 s
[############### ] | 37% Completed | 11.45 s
[############### ] | 37% Completed | 11.55 s
[############### ] | 37% Completed | 11.65 s
[############### ] | 37% Completed | 11.75 s
[############### ] | 37% Completed | 11.85 s
[############### ] | 37% Completed | 11.95 s
[############### ] | 37% Completed | 12.05 s
[############### ] | 37% Completed | 12.15 s
[#################### ] | 50% Completed | 12.25 s
[#################### ] | 50% Completed | 12.35 s
[#################### ] | 50% Completed | 12.45 s
[#################### ] | 50% Completed | 12.55 s
[#################### ] | 50% Completed | 12.65 s
[#################### ] | 50% Completed | 12.75 s
[#################### ] | 50% Completed | 12.85 s
[#################### ] | 50% Completed | 12.95 s
[#################### ] | 50% Completed | 13.05 s
[#################### ] | 50% Completed | 13.15 s
[#################### ] | 50% Completed | 13.26 s
[#################### ] | 50% Completed | 13.36 s
[#################### ] | 50% Completed | 13.46 s
[#################### ] | 50% Completed | 13.56 s
[#################### ] | 50% Completed | 13.66 s
[#################### ] | 50% Completed | 13.76 s
[#################### ] | 50% Completed | 13.86 s
[#################### ] | 50% Completed | 13.96 s
[#################### ] | 50% Completed | 14.06 s
[#################### ] | 50% Completed | 14.16 s
[#################### ] | 50% Completed | 14.26 s
[#################### ] | 50% Completed | 14.36 s
[#################### ] | 50% Completed | 14.46 s
[#################### ] | 50% Completed | 14.56 s
[#################### ] | 50% Completed | 14.66 s
[#################### ] | 50% Completed | 14.76 s
[#################### ] | 50% Completed | 14.86 s
[#################### ] | 50% Completed | 14.96 s
[#################### ] | 50% Completed | 15.06 s
[#################### ] | 50% Completed | 15.16 s
[######################### ] | 62% Completed | 15.26 s
[######################### ] | 62% Completed | 15.36 s
[######################### ] | 62% Completed | 15.46 s
[######################### ] | 62% Completed | 15.56 s
[######################### ] | 62% Completed | 15.67 s
[######################### ] | 62% Completed | 15.77 s
[######################### ] | 62% Completed | 15.87 s
[######################### ] | 62% Completed | 15.97 s
[######################### ] | 62% Completed | 16.07 s
[######################### ] | 62% Completed | 16.17 s
[######################### ] | 62% Completed | 16.27 s
[######################### ] | 62% Completed | 16.37 s
[######################### ] | 62% Completed | 16.47 s
[######################### ] | 62% Completed | 16.57 s
[######################### ] | 62% Completed | 16.67 s
[######################### ] | 62% Completed | 16.77 s
[######################### ] | 62% Completed | 16.87 s
[######################### ] | 62% Completed | 16.97 s
[######################### ] | 62% Completed | 17.07 s
[######################### ] | 62% Completed | 17.17 s
[######################### ] | 62% Completed | 17.27 s
[######################### ] | 62% Completed | 17.37 s
[######################### ] | 62% Completed | 17.47 s
[######################### ] | 62% Completed | 17.57 s
[######################### ] | 62% Completed | 17.67 s
[######################### ] | 62% Completed | 17.77 s
[######################### ] | 62% Completed | 17.87 s
[######################### ] | 62% Completed | 17.97 s
[######################### ] | 62% Completed | 18.08 s
[######################### ] | 62% Completed | 18.18 s
[######################### ] | 62% Completed | 18.28 s
[############################## ] | 75% Completed | 18.38 s
[############################## ] | 75% Completed | 18.48 s
[############################## ] | 75% Completed | 18.58 s
[############################## ] | 75% Completed | 18.68 s
[############################## ] | 75% Completed | 18.78 s
[############################## ] | 75% Completed | 18.88 s
[############################## ] | 75% Completed | 18.98 s
[############################## ] | 75% Completed | 19.08 s
[############################## ] | 75% Completed | 19.18 s
[############################## ] | 75% Completed | 19.28 s
[############################## ] | 75% Completed | 19.38 s
[############################## ] | 75% Completed | 19.48 s
[############################## ] | 75% Completed | 19.58 s
[############################## ] | 75% Completed | 19.68 s
[############################## ] | 75% Completed | 19.78 s
[############################## ] | 75% Completed | 19.88 s
[############################## ] | 75% Completed | 19.98 s
[############################## ] | 75% Completed | 20.08 s
[############################## ] | 75% Completed | 20.18 s
[############################## ] | 75% Completed | 20.28 s
[############################## ] | 75% Completed | 20.38 s
[############################## ] | 75% Completed | 20.48 s
[############################## ] | 75% Completed | 20.59 s
[############################## ] | 75% Completed | 20.69 s
[############################## ] | 75% Completed | 20.79 s
[############################## ] | 75% Completed | 20.89 s
[############################## ] | 75% Completed | 20.99 s
[############################## ] | 75% Completed | 21.09 s
[############################## ] | 75% Completed | 21.19 s
[############################## ] | 75% Completed | 21.29 s
[################################### ] | 87% Completed | 21.39 s
[################################### ] | 87% Completed | 21.49 s
[################################### ] | 87% Completed | 21.59 s
[################################### ] | 87% Completed | 21.69 s
[################################### ] | 87% Completed | 21.79 s
[################################### ] | 87% Completed | 21.89 s
[################################### ] | 87% Completed | 21.99 s
[################################### ] | 87% Completed | 22.09 s
[################################### ] | 87% Completed | 22.19 s
[################################### ] | 87% Completed | 22.29 s
[################################### ] | 87% Completed | 22.39 s
[################################### ] | 87% Completed | 22.49 s
[################################### ] | 87% Completed | 22.59 s
[################################### ] | 87% Completed | 22.69 s
[################################### ] | 87% Completed | 22.79 s
[################################### ] | 87% Completed | 22.89 s
[################################### ] | 87% Completed | 23.00 s
[################################### ] | 87% Completed | 23.10 s
[################################### ] | 87% Completed | 23.20 s
[################################### ] | 87% Completed | 23.30 s
[################################### ] | 87% Completed | 23.40 s
[################################### ] | 87% Completed | 23.50 s
[################################### ] | 87% Completed | 23.60 s
[################################### ] | 87% Completed | 23.70 s
[################################### ] | 87% Completed | 23.80 s
[################################### ] | 87% Completed | 23.90 s
[################################### ] | 87% Completed | 24.00 s
[################################### ] | 87% Completed | 24.10 s
[################################### ] | 87% Completed | 24.20 s
[################################### ] | 87% Completed | 24.30 s
[##################################### ] | 93% Completed | 24.40 s
[########################################] | 100% Completed | 24.50 s
[ ] | 0% Completed | 137.98 us
[ ] | 0% Completed | 100.64 ms
[ ] | 0% Completed | 200.98 ms
[ ] | 0% Completed | 301.30 ms
[ ] | 0% Completed | 402.12 ms
[ ] | 0% Completed | 502.74 ms
[ ] | 0% Completed | 603.03 ms
[ ] | 0% Completed | 703.34 ms
[ ] | 0% Completed | 803.68 ms
[ ] | 0% Completed | 904.02 ms
[ ] | 0% Completed | 1.00 s
[ ] | 0% Completed | 1.11 s
[ ] | 0% Completed | 1.21 s
[ ] | 0% Completed | 1.31 s
[ ] | 0% Completed | 1.41 s
[ ] | 0% Completed | 1.51 s
[ ] | 0% Completed | 1.61 s
[ ] | 0% Completed | 1.71 s
[ ] | 0% Completed | 1.81 s
[ ] | 0% Completed | 1.91 s
[ ] | 0% Completed | 2.01 s
[ ] | 0% Completed | 2.11 s
[ ] | 0% Completed | 2.21 s
[ ] | 0% Completed | 2.31 s
[ ] | 0% Completed | 2.41 s
[ ] | 0% Completed | 2.51 s
[ ] | 0% Completed | 2.61 s
[ ] | 0% Completed | 2.71 s
[ ] | 0% Completed | 2.81 s
[ ] | 0% Completed | 2.91 s
[## ] | 6% Completed | 3.01 s
[##### ] | 12% Completed | 3.11 s
[##### ] | 12% Completed | 3.21 s
[##### ] | 12% Completed | 3.31 s
[##### ] | 12% Completed | 3.42 s
[##### ] | 12% Completed | 3.52 s
[##### ] | 12% Completed | 3.62 s
[##### ] | 12% Completed | 3.72 s
[##### ] | 12% Completed | 3.82 s
[##### ] | 12% Completed | 3.92 s
[##### ] | 12% Completed | 4.02 s
[##### ] | 12% Completed | 4.12 s
[##### ] | 12% Completed | 4.22 s
[##### ] | 12% Completed | 4.32 s
[##### ] | 12% Completed | 4.42 s
[##### ] | 12% Completed | 4.52 s
[##### ] | 12% Completed | 4.62 s
[##### ] | 12% Completed | 4.72 s
[##### ] | 12% Completed | 4.82 s
[##### ] | 12% Completed | 4.92 s
[##### ] | 12% Completed | 5.02 s
[##### ] | 12% Completed | 5.12 s
[##### ] | 12% Completed | 5.22 s
[##### ] | 12% Completed | 5.32 s
[##### ] | 12% Completed | 5.42 s
[##### ] | 12% Completed | 5.52 s
[##### ] | 12% Completed | 5.62 s
[##### ] | 12% Completed | 5.72 s
[##### ] | 12% Completed | 5.82 s
[##### ] | 12% Completed | 5.93 s
[####### ] | 18% Completed | 6.03 s
[########## ] | 25% Completed | 6.13 s
[########## ] | 25% Completed | 6.23 s
[########## ] | 25% Completed | 6.33 s
[########## ] | 25% Completed | 6.43 s
[########## ] | 25% Completed | 6.53 s
[########## ] | 25% Completed | 6.63 s
[########## ] | 25% Completed | 6.73 s
[########## ] | 25% Completed | 6.83 s
[########## ] | 25% Completed | 6.93 s
[########## ] | 25% Completed | 7.03 s
[########## ] | 25% Completed | 7.13 s
[########## ] | 25% Completed | 7.23 s
[########## ] | 25% Completed | 7.33 s
[########## ] | 25% Completed | 7.43 s
[########## ] | 25% Completed | 7.53 s
[########## ] | 25% Completed | 7.63 s
[########## ] | 25% Completed | 7.73 s
[########## ] | 25% Completed | 7.83 s
[########## ] | 25% Completed | 7.93 s
[########## ] | 25% Completed | 8.03 s
[########## ] | 25% Completed | 8.14 s
[########## ] | 25% Completed | 8.24 s
[########## ] | 25% Completed | 8.34 s
[########## ] | 25% Completed | 8.44 s
[########## ] | 25% Completed | 8.54 s
[########## ] | 25% Completed | 8.64 s
[########## ] | 25% Completed | 8.74 s
[########## ] | 25% Completed | 8.84 s
[########## ] | 25% Completed | 8.94 s
[############ ] | 31% Completed | 9.04 s
[############### ] | 37% Completed | 9.14 s
[############### ] | 37% Completed | 9.24 s
[############### ] | 37% Completed | 9.34 s
[############### ] | 37% Completed | 9.44 s
[############### ] | 37% Completed | 9.54 s
[############### ] | 37% Completed | 9.64 s
[############### ] | 37% Completed | 9.74 s
[############### ] | 37% Completed | 9.84 s
[############### ] | 37% Completed | 9.94 s
[############### ] | 37% Completed | 10.04 s
[############### ] | 37% Completed | 10.14 s
[############### ] | 37% Completed | 10.25 s
[############### ] | 37% Completed | 10.35 s
[############### ] | 37% Completed | 10.45 s
[############### ] | 37% Completed | 10.55 s
[############### ] | 37% Completed | 10.65 s
[############### ] | 37% Completed | 10.75 s
[############### ] | 37% Completed | 10.85 s
[############### ] | 37% Completed | 10.95 s
[############### ] | 37% Completed | 11.05 s
[############### ] | 37% Completed | 11.15 s
[############### ] | 37% Completed | 11.25 s
[############### ] | 37% Completed | 11.35 s
[############### ] | 37% Completed | 11.45 s
[############### ] | 37% Completed | 11.55 s
[############### ] | 37% Completed | 11.65 s
[############### ] | 37% Completed | 11.75 s
[############### ] | 37% Completed | 11.85 s
[############### ] | 37% Completed | 11.95 s
[#################### ] | 50% Completed | 12.05 s
[#################### ] | 50% Completed | 12.16 s
[#################### ] | 50% Completed | 12.26 s
[#################### ] | 50% Completed | 12.36 s
[#################### ] | 50% Completed | 12.46 s
[#################### ] | 50% Completed | 12.56 s
[#################### ] | 50% Completed | 12.66 s
[#################### ] | 50% Completed | 12.76 s
[#################### ] | 50% Completed | 12.86 s
[#################### ] | 50% Completed | 12.96 s
[#################### ] | 50% Completed | 13.06 s
[#################### ] | 50% Completed | 13.16 s
[#################### ] | 50% Completed | 13.26 s
[#################### ] | 50% Completed | 13.36 s
[#################### ] | 50% Completed | 13.46 s
[#################### ] | 50% Completed | 13.56 s
[#################### ] | 50% Completed | 13.66 s
[#################### ] | 50% Completed | 13.76 s
[#################### ] | 50% Completed | 13.86 s
[#################### ] | 50% Completed | 13.96 s
[#################### ] | 50% Completed | 14.06 s
[#################### ] | 50% Completed | 14.16 s
[#################### ] | 50% Completed | 14.27 s
[#################### ] | 50% Completed | 14.37 s
[#################### ] | 50% Completed | 14.47 s
[#################### ] | 50% Completed | 14.57 s
[#################### ] | 50% Completed | 14.67 s
[#################### ] | 50% Completed | 14.77 s
[#################### ] | 50% Completed | 14.87 s
[#################### ] | 50% Completed | 14.97 s
[######################### ] | 62% Completed | 15.07 s
[######################### ] | 62% Completed | 15.17 s
[######################### ] | 62% Completed | 15.27 s
[######################### ] | 62% Completed | 15.37 s
[######################### ] | 62% Completed | 15.47 s
[######################### ] | 62% Completed | 15.57 s
[######################### ] | 62% Completed | 15.67 s
[######################### ] | 62% Completed | 15.77 s
[######################### ] | 62% Completed | 15.87 s
[######################### ] | 62% Completed | 15.97 s
[######################### ] | 62% Completed | 16.07 s
[######################### ] | 62% Completed | 16.17 s
[######################### ] | 62% Completed | 16.28 s
[######################### ] | 62% Completed | 16.38 s
[######################### ] | 62% Completed | 16.48 s
[######################### ] | 62% Completed | 16.58 s
[######################### ] | 62% Completed | 16.68 s
[######################### ] | 62% Completed | 16.78 s
[######################### ] | 62% Completed | 16.88 s
[######################### ] | 62% Completed | 16.98 s
[######################### ] | 62% Completed | 17.08 s
[######################### ] | 62% Completed | 17.18 s
[######################### ] | 62% Completed | 17.28 s
[######################### ] | 62% Completed | 17.38 s
[######################### ] | 62% Completed | 17.48 s
[######################### ] | 62% Completed | 17.58 s
[######################### ] | 62% Completed | 17.68 s
[######################### ] | 62% Completed | 17.78 s
[######################### ] | 62% Completed | 17.88 s
[######################### ] | 62% Completed | 17.98 s
[########################### ] | 68% Completed | 18.09 s
[############################## ] | 75% Completed | 18.19 s
[############################## ] | 75% Completed | 18.29 s
[############################## ] | 75% Completed | 18.39 s
[############################## ] | 75% Completed | 18.49 s
[############################## ] | 75% Completed | 18.59 s
[############################## ] | 75% Completed | 18.69 s
[############################## ] | 75% Completed | 18.79 s
[############################## ] | 75% Completed | 18.89 s
[############################## ] | 75% Completed | 18.99 s
[############################## ] | 75% Completed | 19.09 s
[############################## ] | 75% Completed | 19.19 s
[############################## ] | 75% Completed | 19.29 s
[############################## ] | 75% Completed | 19.39 s
[############################## ] | 75% Completed | 19.49 s
[############################## ] | 75% Completed | 19.59 s
[############################## ] | 75% Completed | 19.69 s
[############################## ] | 75% Completed | 19.79 s
[############################## ] | 75% Completed | 19.89 s
[############################## ] | 75% Completed | 19.99 s
[############################## ] | 75% Completed | 20.09 s
[############################## ] | 75% Completed | 20.20 s
[############################## ] | 75% Completed | 20.30 s
[############################## ] | 75% Completed | 20.40 s
[############################## ] | 75% Completed | 20.50 s
[############################## ] | 75% Completed | 20.60 s
[############################## ] | 75% Completed | 20.70 s
[############################## ] | 75% Completed | 20.80 s
[############################## ] | 75% Completed | 20.90 s
[############################## ] | 75% Completed | 21.00 s
[############################## ] | 75% Completed | 21.10 s
[################################ ] | 81% Completed | 21.20 s
[################################### ] | 87% Completed | 21.30 s
[################################### ] | 87% Completed | 21.40 s
[################################### ] | 87% Completed | 21.50 s
[################################### ] | 87% Completed | 21.60 s
[################################### ] | 87% Completed | 21.70 s
[################################### ] | 87% Completed | 21.80 s
[################################### ] | 87% Completed | 21.90 s
[################################### ] | 87% Completed | 22.00 s
[################################### ] | 87% Completed | 22.10 s
[################################### ] | 87% Completed | 22.20 s
[################################### ] | 87% Completed | 22.31 s
[################################### ] | 87% Completed | 22.41 s
[################################### ] | 87% Completed | 22.51 s
[################################### ] | 87% Completed | 22.61 s
[################################### ] | 87% Completed | 22.71 s
[################################### ] | 87% Completed | 22.81 s
[################################### ] | 87% Completed | 22.91 s
[################################### ] | 87% Completed | 23.01 s
[################################### ] | 87% Completed | 23.11 s
[################################### ] | 87% Completed | 23.21 s
[################################### ] | 87% Completed | 23.31 s
[################################### ] | 87% Completed | 23.41 s
[################################### ] | 87% Completed | 23.51 s
[################################### ] | 87% Completed | 23.61 s
[################################### ] | 87% Completed | 23.71 s
[################################### ] | 87% Completed | 23.81 s
[################################### ] | 87% Completed | 23.91 s
[################################### ] | 87% Completed | 24.01 s
[################################### ] | 87% Completed | 24.11 s
[################################### ] | 87% Completed | 24.21 s
[########################################] | 100% Completed | 24.32 s
[ ] | 0% Completed | 155.26 us
[ ] | 0% Completed | 105.52 ms
[########################################] | 100% Completed | 205.86 ms
[ ] | 0% Completed | 146.21 us
[ ] | 0% Completed | 100.47 ms
[ ] | 0% Completed | 200.82 ms
[ ] | 0% Completed | 301.25 ms
[########################################] | 100% Completed | 401.61 ms
[ ] | 0% Completed | 139.53 us
[ ] | 0% Completed | 100.50 ms
[ ] | 0% Completed | 200.83 ms
[ ] | 0% Completed | 301.40 ms
[ ] | 0% Completed | 401.82 ms
[ ] | 0% Completed | 502.27 ms
[ ] | 0% Completed | 602.75 ms
[ ] | 0% Completed | 703.24 ms
[ ] | 0% Completed | 803.76 ms
[ ] | 0% Completed | 904.39 ms
[ ] | 0% Completed | 1.00 s
[ ] | 0% Completed | 1.11 s
[ ] | 0% Completed | 1.21 s
[ ] | 0% Completed | 1.31 s
[ ] | 0% Completed | 1.41 s
[ ] | 0% Completed | 1.51 s
[ ] | 0% Completed | 1.61 s
[ ] | 0% Completed | 1.71 s
[ ] | 0% Completed | 1.81 s
[ ] | 0% Completed | 1.91 s
[ ] | 0% Completed | 2.01 s
[ ] | 0% Completed | 2.11 s
[ ] | 0% Completed | 2.21 s
[ ] | 0% Completed | 2.31 s
[ ] | 0% Completed | 2.41 s
[ ] | 0% Completed | 2.51 s
[ ] | 0% Completed | 2.61 s
[ ] | 0% Completed | 2.71 s
[ ] | 0% Completed | 2.81 s
[ ] | 0% Completed | 2.91 s
[ ] | 0% Completed | 3.01 s
[ ] | 0% Completed | 3.11 s
[ ] | 0% Completed | 3.21 s
[ ] | 0% Completed | 3.31 s
[ ] | 0% Completed | 3.42 s
[ ] | 0% Completed | 3.52 s
[ ] | 0% Completed | 3.62 s
[ ] | 0% Completed | 3.72 s
[ ] | 0% Completed | 3.82 s
[ ] | 0% Completed | 3.92 s
[ ] | 0% Completed | 4.02 s
[ ] | 0% Completed | 4.12 s
[ ] | 0% Completed | 4.22 s
[ ] | 0% Completed | 4.32 s
[ ] | 0% Completed | 4.42 s
[ ] | 0% Completed | 4.52 s
[ ] | 0% Completed | 4.62 s
[ ] | 0% Completed | 4.72 s
[ ] | 0% Completed | 4.82 s
[ ] | 0% Completed | 4.92 s
[ ] | 0% Completed | 5.02 s
[ ] | 0% Completed | 5.12 s
[ ] | 0% Completed | 5.22 s
[ ] | 0% Completed | 5.32 s
[ ] | 0% Completed | 5.42 s
[ ] | 0% Completed | 5.52 s
[ ] | 0% Completed | 5.62 s
[ ] | 0% Completed | 5.73 s
[ ] | 0% Completed | 5.83 s
[ ] | 0% Completed | 5.93 s
[ ] | 0% Completed | 6.03 s
[ ] | 0% Completed | 6.13 s
[ ] | 0% Completed | 6.23 s
[ ] | 0% Completed | 6.33 s
[ ] | 0% Completed | 6.43 s
[ ] | 0% Completed | 6.53 s
[ ] | 0% Completed | 6.63 s
[ ] | 0% Completed | 6.73 s
[ ] | 0% Completed | 6.83 s
[ ] | 0% Completed | 6.93 s
[ ] | 0% Completed | 7.03 s
[ ] | 0% Completed | 7.13 s
[ ] | 0% Completed | 7.23 s
[ ] | 0% Completed | 7.33 s
[ ] | 0% Completed | 7.43 s
[ ] | 0% Completed | 7.53 s
[ ] | 0% Completed | 7.63 s
[ ] | 0% Completed | 7.73 s
[ ] | 0% Completed | 7.83 s
[ ] | 0% Completed | 7.93 s
[ ] | 0% Completed | 8.03 s
[ ] | 0% Completed | 8.14 s
[ ] | 0% Completed | 8.24 s
[ ] | 0% Completed | 8.34 s
[ ] | 0% Completed | 8.44 s
[ ] | 0% Completed | 8.54 s
[ ] | 0% Completed | 8.64 s
[ ] | 0% Completed | 8.74 s
[ ] | 0% Completed | 8.84 s
[ ] | 0% Completed | 8.94 s
[ ] | 0% Completed | 9.04 s
[ ] | 0% Completed | 9.14 s
[ ] | 0% Completed | 9.24 s
[ ] | 0% Completed | 9.34 s
[ ] | 0% Completed | 9.44 s
[ ] | 0% Completed | 9.54 s
[ ] | 0% Completed | 9.64 s
[ ] | 0% Completed | 9.74 s
[ ] | 0% Completed | 9.84 s
[ ] | 0% Completed | 9.94 s
[ ] | 0% Completed | 10.04 s
[ ] | 0% Completed | 10.14 s
[ ] | 0% Completed | 10.24 s
[ ] | 0% Completed | 10.34 s
[ ] | 0% Completed | 10.45 s
[ ] | 0% Completed | 10.55 s
[ ] | 0% Completed | 10.65 s
[ ] | 0% Completed | 10.75 s
[ ] | 0% Completed | 10.85 s
[ ] | 0% Completed | 10.95 s
[ ] | 0% Completed | 11.05 s
[ ] | 0% Completed | 11.15 s
[ ] | 0% Completed | 11.25 s
[ ] | 0% Completed | 11.35 s
[ ] | 0% Completed | 11.45 s
[########################################] | 100% Completed | 11.55 s
[ ] | 0% Completed | 138.93 us
[########################################] | 100% Completed | 100.43 ms
[Text(0.0, 0, '0'), Text(0.6283185307179586, 0, '$\\frac{\\pi}{5}$'), Text(0.7853981633974483, 0, '$\\frac{\\pi}{4}$'), Text(1.2566370614359172, 0, '$\\frac{2\\pi}{5}$'), Text(1.5707963267948966, 0, '$\\frac{\\pi}{2}$'), Text(1.0471975511965976, 0, '$\\frac{\\pi}{3}$'), Text(1.8849555921538759, 0, '$\\frac{3\\pi}{5}$')]
# cycle through colors in groups of 3 for each symmetry cluster
points = ins.to_markers(
color=["b", "b", "b", "g", "g", "g", "y", "y", "y", "r", "r", "r"]
)
original_points = vectors.to_markers(color="w", alpha=0.5)
s.axes_manager.indices = (67, 55) # jumping to a part with some symmetric structure
s.plot(vmin=0.0)
s.add_marker(points)
s.add_marker(original_points)
[ ] | 0% Completed | 139.27 us
[ ] | 0% Completed | 305.45 ms
[########################################] | 100% Completed | 405.79 ms
[ ] | 0% Completed | 136.44 us
[########################################] | 100% Completed | 100.43 ms
[ ] | 0% Completed | 131.22 us
[########################################] | 100% Completed | 100.41 ms
Total running time of the script: (1 minutes 52.966 seconds)