Note
Go to the end to download the full example code.
How to add new bundles into pyAFQ(Optic Radiations Example)#
pyAFQ is designed to be customizable and extensible. This example shows how you can customize it to define a new bundle based on a definition of waypoint and endpoint ROIs of your design.
In this case, we add the optic radiations, based on work by Caffara et al. 1, 2. The optic radiations (OR) are the primary projection of visual information from the lateral geniculate nucleus of the thalamus to the primary visual cortex. Studying the optic radiations with dMRI provides a linkage between white matter tissue properties, visual perception and behavior, and physiological responses of the visual cortex to visual stimulation.
We start by importing some of the components that we need for this example and fixing the random seed for reproducibility
import os.path as op
import plotly
import numpy as np
import shutil
from AFQ.api.group import GroupAFQ
import AFQ.api.bundle_dict as abd
import AFQ.data.fetch as afd
from AFQ.definitions.image import ImageFile, RoiImage
import AFQ.utils.streamlines as aus
np.random.seed(1234)
Get dMRI data#
We will analyze one subject from the Healthy Brain Network Processed Open Diffusion Derivatives dataset (HBN-POD2) 3, 4. We’ll use a fetcher to get preprocessed dMRI data for one of the >2,000 subjects in that study. The data gets organized into a BIDS-compatible format in the ~/AFQ_data/HBN folder:
study_dir = afd.fetch_hbn_preproc(["NDARAA948VFH"])[1]
Define custom BundleDict object#
The BundleDict object holds information about “include” and “exclude” ROIs, as well as endpoint ROIS, and whether the bundle crosses the midline. In this case, the ROIs are all defined in the MNI template space that is used as the default template space in pyAFQ, but, in principle, other template spaces could be used.
The ROIs for the case can be downloaded using a custom fetcher which saves the ROIs to a folder and creates a dictionary of paths to the ROIs:
or_rois = afd.read_or_templates()
bundles = abd.OR_bd()
0%| | 0/2 [00:00<?, ? MB/s]
100%|██████████| 2/2 [00:00<00:00, 5309.25 MB/s]
0%| | 0/1 [00:00<?, ? MB/s]
100%|██████████| 1/1 [00:00<00:00, 3246.37 MB/s]
0%| | 0/2 [00:00<?, ? MB/s]
100%|██████████| 2/2 [00:00<00:00, 2088.28 MB/s]
0%| | 0/1 [00:00<?, ? MB/s]
100%|██████████| 1/1 [00:00<00:00, 3097.71 MB/s]
0%| | 0/1 [00:00<?, ? MB/s]
100%|██████████| 1/1 [00:00<00:00, 3297.41 MB/s]
0%| | 0/19 [00:00<?, ? MB/s]
11%|█ | 2/19 [00:00<00:01, 14.75 MB/s]
21%|██ | 4/19 [00:00<00:01, 14.70 MB/s]
42%|████▏ | 8/19 [00:00<00:00, 21.41 MB/s]
84%|████████▍ | 16/19 [00:00<00:00, 36.16 MB/s]
100%|██████████| 19/19 [00:00<00:00, 34.87 MB/s]
0%| | 0/19 [00:00<?, ? MB/s]
5%|▌ | 1/19 [00:00<00:02, 7.40 MB/s]
21%|██ | 4/19 [00:00<00:00, 16.05 MB/s]
37%|███▋ | 7/19 [00:00<00:00, 19.92 MB/s]
89%|████████▉ | 17/19 [00:00<00:00, 41.88 MB/s]
100%|██████████| 19/19 [00:00<00:00, 35.00 MB/s]
0%| | 0/1 [00:00<?, ? MB/s]
100%|██████████| 1/1 [00:00<00:00, 3109.19 MB/s]
0%| | 0/1 [00:00<?, ? MB/s]
100%|██████████| 1/1 [00:00<00:00, 3189.58 MB/s]
0%| | 0/1 [00:00<?, ? MB/s]
100%|██████████| 1/1 [00:00<00:00, 3551.49 MB/s]
0%| | 0/19 [00:00<?, ? MB/s]
5%|▌ | 1/19 [00:00<00:02, 7.40 MB/s]
21%|██ | 4/19 [00:00<00:00, 16.07 MB/s]
42%|████▏ | 8/19 [00:00<00:00, 22.19 MB/s]
100%|██████████| 19/19 [00:00<00:00, 46.58 MB/s]
0%| | 0/19 [00:00<?, ? MB/s]
11%|█ | 2/19 [00:00<00:01, 15.16 MB/s]
26%|██▋ | 5/19 [00:00<00:00, 19.59 MB/s]
42%|████▏ | 8/19 [00:00<00:00, 20.98 MB/s]
100%|██████████| 19/19 [00:00<00:00, 47.70 MB/s]
0%| | 0/1 [00:00<?, ? MB/s]
100%|██████████| 1/1 [00:00<00:00, 2532.79 MB/s]
0%| | 0/1 [00:00<?, ? MB/s]
100%|██████████| 1/1 [00:00<00:00, 2816.86 MB/s]
Custom bundle definitions such as the OR, and the standard BundleDict can be combined through addition. To get both the OR and the standard bundles, we would execute the following code:
bundles = bundles + abd.default18_bd()
In this case, we will skip this and generate just the OR.
Define GroupAFQ object#
HBN POD2 have been processed with qsiprep 5. This means that a brain mask has already been computer for them. As you can see in other examples, these data also have a mapping calculated for them, which can also be incorporated into processing. However, in this case, we will let pyAFQ calculate its own SyN-based mapping so that the combine_bundle method can be used below to create a montage visualization.
For tractography, we use CSD-based probabilistic tractography seeding extensively (n_seeds=4 means 81 seeds per voxel!), but only within the ROIs and not throughout the white matter. This is controlled by passing “seed_mask”: RoiImage() in the tracking_params dict. The custom bundles are passed as bundle_info=bundles. The call to my_afq.export_all() initiates the pipeline.
brain_mask_definition = ImageFile(
suffix="mask",
filters={'desc': 'brain',
'space': 'T1w',
'scope': 'qsiprep'})
my_afq = GroupAFQ(
bids_path=study_dir,
preproc_pipeline="qsiprep",
output_dir=op.join(study_dir, "derivatives", "afq_or"),
brain_mask_definition=brain_mask_definition,
tracking_params={"n_seeds": 4,
"directions": "prob",
"odf_model": "CSD",
"seed_mask": RoiImage()},
bundle_info=bundles)
my_afq.export_all()
0%| | 0/234119.0 [00:00<?, ?it/s]
0%| | 184/234119.0 [00:00<02:07, 1837.23it/s]
0%| | 632/234119.0 [00:00<01:08, 3390.72it/s]
0%| | 1081/234119.0 [00:00<00:59, 3888.92it/s]
1%| | 1521/234119.0 [00:00<00:56, 4089.71it/s]
1%| | 1960/234119.0 [00:00<00:55, 4197.10it/s]
1%| | 2390/234119.0 [00:00<00:54, 4229.94it/s]
1%| | 2830/234119.0 [00:00<00:53, 4283.40it/s]
1%|▏ | 3270/234119.0 [00:00<00:53, 4317.39it/s]
2%|▏ | 3702/234119.0 [00:00<00:53, 4310.67it/s]
2%|▏ | 4156/234119.0 [00:01<00:52, 4379.05it/s]
2%|▏ | 4600/234119.0 [00:01<00:52, 4395.43it/s]
2%|▏ | 5053/234119.0 [00:01<00:51, 4432.74it/s]
2%|▏ | 5497/234119.0 [00:01<00:51, 4430.68it/s]
3%|▎ | 5941/234119.0 [00:01<00:51, 4404.44it/s]
3%|▎ | 6382/234119.0 [00:01<00:51, 4384.55it/s]
3%|▎ | 6821/234119.0 [00:01<00:51, 4373.72it/s]
3%|▎ | 7269/234119.0 [00:01<00:51, 4405.28it/s]
3%|▎ | 7711/234119.0 [00:01<00:51, 4408.70it/s]
3%|▎ | 8152/234119.0 [00:01<00:51, 4355.90it/s]
4%|▎ | 8591/234119.0 [00:02<00:51, 4364.02it/s]
4%|▍ | 9035/234119.0 [00:02<00:51, 4385.43it/s]
4%|▍ | 9491/234119.0 [00:02<00:50, 4436.42it/s]
4%|▍ | 9939/234119.0 [00:02<00:50, 4446.57it/s]
4%|▍ | 10384/234119.0 [00:02<00:50, 4424.07it/s]
5%|▍ | 10837/234119.0 [00:02<00:50, 4452.98it/s]
5%|▍ | 11283/234119.0 [00:02<00:50, 4449.36it/s]
5%|▌ | 11743/234119.0 [00:02<00:49, 4492.26it/s]
5%|▌ | 12193/234119.0 [00:02<00:49, 4463.12it/s]
5%|▌ | 12640/234119.0 [00:02<00:49, 4446.40it/s]
6%|▌ | 13085/234119.0 [00:03<00:49, 4440.14it/s]
6%|▌ | 13534/234119.0 [00:03<00:49, 4449.91it/s]
6%|▌ | 14004/234119.0 [00:03<00:48, 4523.36it/s]
6%|▌ | 14457/234119.0 [00:03<00:49, 4477.45it/s]
6%|▋ | 14905/234119.0 [00:03<00:49, 4429.09it/s]
7%|▋ | 15350/234119.0 [00:03<00:49, 4434.25it/s]
7%|▋ | 15803/234119.0 [00:03<00:48, 4461.74it/s]
7%|▋ | 16255/234119.0 [00:03<00:48, 4477.05it/s]
7%|▋ | 16706/234119.0 [00:03<00:48, 4485.06it/s]
7%|▋ | 17155/234119.0 [00:03<00:48, 4449.74it/s]
8%|▊ | 17601/234119.0 [00:04<00:48, 4426.57it/s]
8%|▊ | 18044/234119.0 [00:04<00:49, 4389.18it/s]
8%|▊ | 18485/234119.0 [00:04<00:49, 4394.99it/s]
8%|▊ | 18931/234119.0 [00:04<00:48, 4413.37it/s]
8%|▊ | 19393/234119.0 [00:04<00:48, 4473.17it/s]
8%|▊ | 19841/234119.0 [00:04<00:48, 4439.89it/s]
9%|▊ | 20286/234119.0 [00:04<00:48, 4399.22it/s]
9%|▉ | 20729/234119.0 [00:04<00:48, 4405.31it/s]
9%|▉ | 21170/234119.0 [00:04<00:48, 4391.45it/s]
9%|▉ | 21631/234119.0 [00:04<00:47, 4456.16it/s]
9%|▉ | 22077/234119.0 [00:05<00:47, 4451.39it/s]
10%|▉ | 22532/234119.0 [00:05<00:47, 4480.52it/s]
10%|▉ | 22981/234119.0 [00:05<00:47, 4467.02it/s]
10%|█ | 23428/234119.0 [00:05<00:47, 4463.96it/s]
10%|█ | 23875/234119.0 [00:05<00:47, 4462.84it/s]
10%|█ | 24330/234119.0 [00:05<00:46, 4486.48it/s]
11%|█ | 24782/234119.0 [00:05<00:46, 4495.63it/s]
11%|█ | 25237/234119.0 [00:05<00:46, 4511.10it/s]
11%|█ | 25692/234119.0 [00:05<00:46, 4518.91it/s]
11%|█ | 26146/234119.0 [00:05<00:45, 4523.46it/s]
11%|█▏ | 26599/234119.0 [00:06<00:46, 4502.46it/s]
12%|█▏ | 27050/234119.0 [00:06<00:46, 4458.73it/s]
12%|█▏ | 27496/234119.0 [00:06<00:46, 4437.99it/s]
12%|█▏ | 27956/234119.0 [00:06<00:45, 4483.41it/s]
12%|█▏ | 28412/234119.0 [00:06<00:45, 4505.10it/s]
12%|█▏ | 28868/234119.0 [00:06<00:45, 4518.56it/s]
13%|█▎ | 29320/234119.0 [00:06<00:45, 4485.68it/s]
13%|█▎ | 29769/234119.0 [00:06<00:45, 4482.96it/s]
13%|█▎ | 30218/234119.0 [00:06<00:45, 4470.05it/s]
13%|█▎ | 30666/234119.0 [00:06<00:45, 4469.06it/s]
13%|█▎ | 31113/234119.0 [00:07<00:45, 4432.19it/s]
13%|█▎ | 31569/234119.0 [00:07<00:45, 4466.37it/s]
14%|█▎ | 32038/234119.0 [00:07<00:44, 4530.24it/s]
14%|█▍ | 32492/234119.0 [00:07<00:44, 4524.55it/s]
14%|█▍ | 32945/234119.0 [00:07<00:44, 4526.01it/s]
14%|█▍ | 33398/234119.0 [00:07<00:44, 4518.69it/s]
14%|█▍ | 33850/234119.0 [00:07<00:44, 4474.30it/s]
15%|█▍ | 34299/234119.0 [00:07<00:44, 4476.40it/s]
15%|█▍ | 34752/234119.0 [00:07<00:44, 4489.83it/s]
15%|█▌ | 35215/234119.0 [00:07<00:43, 4529.31it/s]
15%|█▌ | 35682/234119.0 [00:08<00:43, 4570.34it/s]
15%|█▌ | 36140/234119.0 [00:08<00:43, 4571.32it/s]
16%|█▌ | 36599/234119.0 [00:08<00:43, 4575.00it/s]
16%|█▌ | 37057/234119.0 [00:08<00:43, 4571.62it/s]
16%|█▌ | 37515/234119.0 [00:08<00:43, 4513.75it/s]
16%|█▌ | 37967/234119.0 [00:08<00:43, 4471.16it/s]
16%|█▋ | 38415/234119.0 [00:08<00:43, 4450.51it/s]
17%|█▋ | 38878/234119.0 [00:08<00:43, 4502.29it/s]
17%|█▋ | 39340/234119.0 [00:08<00:42, 4536.77it/s]
17%|█▋ | 39799/234119.0 [00:08<00:42, 4551.23it/s]
17%|█▋ | 40265/234119.0 [00:09<00:42, 4581.03it/s]
17%|█▋ | 40724/234119.0 [00:09<00:42, 4540.85it/s]
18%|█▊ | 41179/234119.0 [00:09<00:42, 4518.62it/s]
18%|█▊ | 41631/234119.0 [00:09<00:42, 4504.86it/s]
18%|█▊ | 42086/234119.0 [00:09<00:42, 4516.62it/s]
18%|█▊ | 42549/234119.0 [00:09<00:42, 4548.31it/s]
18%|█▊ | 43044/234119.0 [00:09<00:40, 4667.37it/s]
19%|█▊ | 43511/234119.0 [00:09<00:40, 4659.60it/s]
19%|█▉ | 43978/234119.0 [00:09<00:40, 4658.31it/s]
19%|█▉ | 44444/234119.0 [00:09<00:41, 4613.26it/s]
19%|█▉ | 44906/234119.0 [00:10<00:41, 4585.03it/s]
19%|█▉ | 45365/234119.0 [00:10<00:41, 4552.52it/s]
20%|█▉ | 45821/234119.0 [00:10<01:20, 2338.96it/s]
20%|█▉ | 46288/234119.0 [00:10<01:08, 2754.15it/s]
20%|█▉ | 46764/234119.0 [00:10<00:59, 3161.01it/s]
20%|██ | 47237/234119.0 [00:10<00:53, 3513.48it/s]
20%|██ | 47701/234119.0 [00:11<00:49, 3786.25it/s]
21%|██ | 48159/234119.0 [00:11<00:46, 3990.45it/s]
21%|██ | 48618/234119.0 [00:11<00:44, 4151.20it/s]
21%|██ | 49076/234119.0 [00:11<00:43, 4269.27it/s]
21%|██ | 49529/234119.0 [00:11<00:42, 4330.79it/s]
21%|██▏ | 49995/234119.0 [00:11<00:41, 4424.69it/s]
22%|██▏ | 50489/234119.0 [00:11<00:40, 4574.45it/s]
22%|██▏ | 50990/234119.0 [00:11<00:38, 4700.64it/s]
22%|██▏ | 51467/234119.0 [00:11<00:38, 4699.87it/s]
22%|██▏ | 51955/234119.0 [00:11<00:38, 4751.02it/s]
22%|██▏ | 52434/234119.0 [00:12<00:38, 4673.28it/s]
23%|██▎ | 52904/234119.0 [00:12<00:38, 4661.18it/s]
23%|██▎ | 53372/234119.0 [00:12<00:39, 4522.27it/s]
23%|██▎ | 53827/234119.0 [00:12<00:39, 4517.92it/s]
23%|██▎ | 54307/234119.0 [00:12<00:39, 4598.66it/s]
23%|██▎ | 54769/234119.0 [00:12<00:39, 4597.73it/s]
24%|██▎ | 55231/234119.0 [00:12<00:38, 4601.36it/s]
24%|██▍ | 55708/234119.0 [00:12<00:38, 4649.74it/s]
24%|██▍ | 56176/234119.0 [00:12<00:38, 4658.47it/s]
24%|██▍ | 56643/234119.0 [00:12<00:38, 4622.16it/s]
24%|██▍ | 57106/234119.0 [00:13<00:38, 4612.76it/s]
25%|██▍ | 57568/234119.0 [00:13<00:38, 4575.47it/s]
25%|██▍ | 58030/234119.0 [00:13<00:38, 4588.25it/s]
25%|██▍ | 58498/234119.0 [00:13<00:38, 4610.92it/s]
25%|██▌ | 58989/234119.0 [00:13<00:37, 4697.42it/s]
25%|██▌ | 59485/234119.0 [00:13<00:36, 4773.81it/s]
26%|██▌ | 59963/234119.0 [00:13<00:36, 4738.21it/s]
26%|██▌ | 60437/234119.0 [00:13<00:36, 4734.54it/s]
26%|██▌ | 60911/234119.0 [00:13<00:36, 4714.14it/s]
26%|██▌ | 61383/234119.0 [00:13<00:36, 4671.98it/s]
26%|██▋ | 61851/234119.0 [00:14<00:37, 4652.22it/s]
27%|██▋ | 62317/234119.0 [00:14<00:36, 4649.29it/s]
27%|██▋ | 62787/234119.0 [00:14<00:36, 4659.94it/s]
27%|██▋ | 63280/234119.0 [00:14<00:36, 4739.41it/s]
27%|██▋ | 63768/234119.0 [00:14<00:35, 4781.30it/s]
27%|██▋ | 64269/234119.0 [00:14<00:35, 4846.89it/s]
28%|██▊ | 64754/234119.0 [00:14<00:35, 4816.16it/s]
28%|██▊ | 65236/234119.0 [00:14<00:35, 4795.13it/s]
28%|██▊ | 65716/234119.0 [00:14<00:35, 4720.16it/s]
28%|██▊ | 66189/234119.0 [00:14<00:35, 4698.85it/s]
28%|██▊ | 66660/234119.0 [00:15<00:35, 4663.56it/s]
29%|██▊ | 67141/234119.0 [00:15<00:35, 4704.98it/s]
29%|██▉ | 67638/234119.0 [00:15<00:34, 4780.44it/s]
29%|██▉ | 68117/234119.0 [00:15<00:35, 4675.84it/s]
29%|██▉ | 68610/234119.0 [00:15<00:34, 4750.30it/s]
30%|██▉ | 69086/234119.0 [00:15<00:34, 4717.23it/s]
30%|██▉ | 69559/234119.0 [00:15<00:35, 4688.18it/s]
30%|██▉ | 70029/234119.0 [00:15<00:35, 4667.37it/s]
30%|███ | 70496/234119.0 [00:15<00:35, 4660.04it/s]
30%|███ | 70964/234119.0 [00:15<00:34, 4665.14it/s]
31%|███ | 71437/234119.0 [00:16<00:34, 4683.77it/s]
31%|███ | 71929/234119.0 [00:16<00:34, 4751.23it/s]
31%|███ | 72416/234119.0 [00:16<00:33, 4786.32it/s]
31%|███ | 72896/234119.0 [00:16<00:33, 4787.28it/s]
31%|███▏ | 73375/234119.0 [00:16<00:34, 4702.26it/s]
32%|███▏ | 73846/234119.0 [00:16<00:34, 4658.14it/s]
32%|███▏ | 74313/234119.0 [00:16<00:34, 4627.62it/s]
32%|███▏ | 74790/234119.0 [00:16<00:34, 4668.65it/s]
32%|███▏ | 75266/234119.0 [00:16<00:33, 4695.15it/s]
32%|███▏ | 75757/234119.0 [00:16<00:33, 4757.74it/s]
33%|███▎ | 76253/234119.0 [00:17<00:32, 4817.14it/s]
33%|███▎ | 76746/234119.0 [00:17<00:32, 4848.00it/s]
33%|███▎ | 77242/234119.0 [00:17<00:32, 4880.73it/s]
33%|███▎ | 77731/234119.0 [00:17<00:32, 4741.94it/s]
33%|███▎ | 78207/234119.0 [00:17<00:33, 4704.78it/s]
34%|███▎ | 78679/234119.0 [00:17<00:33, 4678.15it/s]
34%|███▍ | 79161/234119.0 [00:17<00:32, 4718.57it/s]
34%|███▍ | 79644/234119.0 [00:17<00:32, 4751.41it/s]
34%|███▍ | 80120/234119.0 [00:17<00:32, 4753.67it/s]
34%|███▍ | 80612/234119.0 [00:18<00:31, 4800.94it/s]
35%|███▍ | 81093/234119.0 [00:18<00:31, 4799.88it/s]
35%|███▍ | 81588/234119.0 [00:18<00:31, 4842.15it/s]
35%|███▌ | 82073/234119.0 [00:18<00:31, 4793.89it/s]
35%|███▌ | 82553/234119.0 [00:18<00:32, 4735.66it/s]
35%|███▌ | 83027/234119.0 [00:18<00:31, 4730.02it/s]
36%|███▌ | 83501/234119.0 [00:18<00:32, 4693.23it/s]
36%|███▌ | 83979/234119.0 [00:18<00:31, 4718.79it/s]
36%|███▌ | 84471/234119.0 [00:18<00:31, 4776.02it/s]
36%|███▋ | 84949/234119.0 [00:18<00:31, 4760.05it/s]
36%|███▋ | 85427/234119.0 [00:19<00:31, 4765.65it/s]
37%|███▋ | 85921/234119.0 [00:19<00:30, 4815.07it/s]
37%|███▋ | 86403/234119.0 [00:19<00:30, 4776.77it/s]
37%|███▋ | 86881/234119.0 [00:19<00:31, 4702.72it/s]
37%|███▋ | 87352/234119.0 [00:19<00:31, 4621.42it/s]
38%|███▊ | 87821/234119.0 [00:19<00:31, 4641.42it/s]
38%|███▊ | 88294/234119.0 [00:19<00:31, 4665.88it/s]
38%|███▊ | 88761/234119.0 [00:19<00:31, 4643.43it/s]
38%|███▊ | 89226/234119.0 [00:19<00:31, 4614.92it/s]
38%|███▊ | 89703/234119.0 [00:19<00:31, 4658.35it/s]
39%|███▊ | 90171/234119.0 [00:20<00:30, 4664.72it/s]
39%|███▊ | 90638/234119.0 [00:20<00:30, 4633.13it/s]
39%|███▉ | 91102/234119.0 [00:20<00:31, 4594.78it/s]
39%|███▉ | 91562/234119.0 [00:20<00:31, 4595.47it/s]
39%|███▉ | 92022/234119.0 [00:20<00:30, 4593.82it/s]
40%|███▉ | 92482/234119.0 [00:20<00:30, 4581.76it/s]
40%|███▉ | 92941/234119.0 [00:20<00:30, 4569.80it/s]
40%|███▉ | 93407/234119.0 [00:20<00:30, 4595.42it/s]
40%|████ | 93876/234119.0 [00:20<00:30, 4620.65it/s]
40%|████ | 94350/234119.0 [00:20<00:30, 4654.49it/s]
41%|████ | 94821/234119.0 [00:21<00:29, 4670.76it/s]
41%|████ | 95289/234119.0 [00:21<00:30, 4578.82it/s]
41%|████ | 95748/234119.0 [00:21<00:30, 4553.41it/s]
41%|████ | 96204/234119.0 [00:21<00:30, 4529.16it/s]
41%|████▏ | 96658/234119.0 [00:21<00:30, 4508.01it/s]
41%|████▏ | 97125/234119.0 [00:21<00:30, 4555.12it/s]
42%|████▏ | 97581/234119.0 [00:21<00:30, 4546.24it/s]
42%|████▏ | 98048/234119.0 [00:21<00:29, 4580.61it/s]
42%|████▏ | 98521/234119.0 [00:21<00:29, 4623.62it/s]
42%|████▏ | 98990/234119.0 [00:21<00:29, 4640.81it/s]
42%|████▏ | 99455/234119.0 [00:22<00:29, 4617.35it/s]
43%|████▎ | 99917/234119.0 [00:22<00:29, 4593.76it/s]
43%|████▎ | 100377/234119.0 [00:22<00:29, 4568.99it/s]
43%|████▎ | 100834/234119.0 [00:22<00:29, 4536.90it/s]
43%|████▎ | 101288/234119.0 [00:22<00:29, 4487.78it/s]
43%|████▎ | 101742/234119.0 [00:22<00:29, 4502.45it/s]
44%|████▎ | 102196/234119.0 [00:22<00:29, 4511.89it/s]
44%|████▍ | 102658/234119.0 [00:22<00:28, 4543.80it/s]
44%|████▍ | 103133/234119.0 [00:22<00:28, 4604.50it/s]
44%|████▍ | 103594/234119.0 [00:22<00:28, 4566.05it/s]
44%|████▍ | 104051/234119.0 [00:23<00:28, 4517.90it/s]
45%|████▍ | 104503/234119.0 [00:23<00:28, 4487.15it/s]
45%|████▍ | 104958/234119.0 [00:23<00:28, 4503.15it/s]
45%|████▌ | 105409/234119.0 [00:23<00:28, 4464.84it/s]
45%|████▌ | 105856/234119.0 [00:23<00:28, 4429.93it/s]
45%|████▌ | 106327/234119.0 [00:23<00:28, 4510.71it/s]
46%|████▌ | 106779/234119.0 [00:23<00:28, 4509.47it/s]
46%|████▌ | 107235/234119.0 [00:23<00:28, 4522.10it/s]
46%|████▌ | 107709/234119.0 [00:23<00:27, 4584.79it/s]
46%|████▌ | 108170/234119.0 [00:23<00:27, 4586.68it/s]
46%|████▋ | 108629/234119.0 [00:24<00:27, 4520.77it/s]
47%|████▋ | 109082/234119.0 [00:24<00:27, 4495.85it/s]
47%|████▋ | 109532/234119.0 [00:24<00:27, 4490.38it/s]
47%|████▋ | 109982/234119.0 [00:24<00:27, 4486.53it/s]
47%|████▋ | 110445/234119.0 [00:24<00:27, 4528.04it/s]
47%|████▋ | 110906/234119.0 [00:24<00:27, 4552.40it/s]
48%|████▊ | 111374/234119.0 [00:24<00:26, 4588.55it/s]
48%|████▊ | 111857/234119.0 [00:24<00:26, 4659.57it/s]
48%|████▊ | 112324/234119.0 [00:24<00:26, 4653.59it/s]
48%|████▊ | 112790/234119.0 [00:25<00:26, 4583.35it/s]
48%|████▊ | 113249/234119.0 [00:25<00:26, 4505.77it/s]
49%|████▊ | 113700/234119.0 [00:25<00:26, 4473.70it/s]
49%|████▉ | 114148/234119.0 [00:25<00:27, 4427.67it/s]
49%|████▉ | 114600/234119.0 [00:25<00:26, 4451.70it/s]
49%|████▉ | 115046/234119.0 [00:25<00:27, 4406.28it/s]
49%|████▉ | 115521/234119.0 [00:25<00:26, 4507.21it/s]
50%|████▉ | 115985/234119.0 [00:25<00:25, 4544.13it/s]
50%|████▉ | 116450/234119.0 [00:25<00:25, 4573.46it/s]
50%|████▉ | 116908/234119.0 [00:25<00:25, 4508.38it/s]
50%|█████ | 117360/234119.0 [00:26<00:26, 4467.02it/s]
50%|█████ | 117807/234119.0 [00:26<00:26, 4455.87it/s]
51%|█████ | 118253/234119.0 [00:26<00:26, 4430.15it/s]
51%|█████ | 118710/234119.0 [00:26<00:25, 4469.62it/s]
51%|█████ | 119175/234119.0 [00:26<00:25, 4522.79it/s]
51%|█████ | 119628/234119.0 [00:26<00:25, 4515.93it/s]
51%|█████▏ | 120089/234119.0 [00:26<00:25, 4543.16it/s]
51%|█████▏ | 120551/234119.0 [00:26<00:24, 4565.45it/s]
52%|█████▏ | 121008/234119.0 [00:26<00:24, 4556.87it/s]
52%|█████▏ | 121464/234119.0 [00:26<00:24, 4518.35it/s]
52%|█████▏ | 121916/234119.0 [00:27<00:25, 4479.40it/s]
52%|█████▏ | 122365/234119.0 [00:27<00:25, 4444.30it/s]
52%|█████▏ | 122810/234119.0 [00:27<00:25, 4426.33it/s]
53%|█████▎ | 123273/234119.0 [00:27<00:24, 4485.23it/s]
53%|█████▎ | 123730/234119.0 [00:27<00:24, 4508.02it/s]
53%|█████▎ | 124199/234119.0 [00:27<00:24, 4559.47it/s]
53%|█████▎ | 124672/234119.0 [00:27<00:23, 4609.01it/s]
53%|█████▎ | 125137/234119.0 [00:27<00:23, 4617.32it/s]
54%|█████▎ | 125599/234119.0 [00:27<00:23, 4550.05it/s]
54%|█████▍ | 126055/234119.0 [00:27<00:23, 4537.51it/s]
54%|█████▍ | 126509/234119.0 [00:28<00:23, 4499.78it/s]
54%|█████▍ | 126960/234119.0 [00:28<00:23, 4474.93it/s]
54%|█████▍ | 127418/234119.0 [00:28<00:23, 4504.85it/s]
55%|█████▍ | 127886/234119.0 [00:28<00:23, 4554.86it/s]
55%|█████▍ | 128355/234119.0 [00:28<00:23, 4595.07it/s]
55%|█████▌ | 128826/234119.0 [00:28<00:22, 4627.32it/s]
55%|█████▌ | 129289/234119.0 [00:28<00:22, 4624.17it/s]
55%|█████▌ | 129752/234119.0 [00:28<00:22, 4589.84it/s]
56%|█████▌ | 130212/234119.0 [00:28<00:22, 4561.06it/s]
56%|█████▌ | 130669/234119.0 [00:28<00:22, 4533.02it/s]
56%|█████▌ | 131123/234119.0 [00:29<00:22, 4523.81it/s]
56%|█████▌ | 131584/234119.0 [00:29<00:22, 4546.16it/s]
56%|█████▋ | 132044/234119.0 [00:29<00:22, 4559.95it/s]
57%|█████▋ | 132517/234119.0 [00:29<00:22, 4608.12it/s]
57%|█████▋ | 132993/234119.0 [00:29<00:21, 4651.95it/s]
57%|█████▋ | 133459/234119.0 [00:29<00:21, 4635.92it/s]
57%|█████▋ | 133929/234119.0 [00:29<00:21, 4654.44it/s]
57%|█████▋ | 134395/234119.0 [00:29<00:21, 4635.71it/s]
58%|█████▊ | 134859/234119.0 [00:29<00:21, 4628.59it/s]
58%|█████▊ | 135322/234119.0 [00:29<00:21, 4566.06it/s]
58%|█████▊ | 135786/234119.0 [00:30<00:21, 4585.48it/s]
58%|█████▊ | 136249/234119.0 [00:30<00:21, 4597.47it/s]
58%|█████▊ | 136726/234119.0 [00:30<00:20, 4647.10it/s]
59%|█████▊ | 137217/234119.0 [00:30<00:20, 4724.35it/s]
59%|█████▉ | 137700/234119.0 [00:30<00:20, 4754.75it/s]
59%|█████▉ | 138178/234119.0 [00:30<00:20, 4759.13it/s]
59%|█████▉ | 138654/234119.0 [00:30<00:20, 4697.12it/s]
59%|█████▉ | 139124/234119.0 [00:30<00:20, 4643.66it/s]
60%|█████▉ | 139589/234119.0 [00:30<00:20, 4626.43it/s]
60%|█████▉ | 140052/234119.0 [00:30<00:20, 4612.71it/s]
60%|██████ | 140533/234119.0 [00:31<00:20, 4671.00it/s]
60%|██████ | 141014/234119.0 [00:31<00:19, 4712.11it/s]
60%|██████ | 141509/234119.0 [00:31<00:19, 4781.82it/s]
61%|██████ | 141988/234119.0 [00:31<00:19, 4765.68it/s]
61%|██████ | 142467/234119.0 [00:31<00:19, 4772.06it/s]
61%|██████ | 142945/234119.0 [00:31<00:19, 4645.30it/s]
61%|██████▏ | 143411/234119.0 [00:31<00:19, 4567.37it/s]
61%|██████▏ | 143869/234119.0 [00:31<00:19, 4522.02it/s]
62%|██████▏ | 144341/234119.0 [00:31<00:19, 4579.75it/s]
62%|██████▏ | 144834/234119.0 [00:32<00:19, 4682.26it/s]
62%|██████▏ | 145333/234119.0 [00:32<00:18, 4772.83it/s]
62%|██████▏ | 145822/234119.0 [00:32<00:18, 4805.01it/s]
62%|██████▏ | 146305/234119.0 [00:32<00:18, 4812.43it/s]
63%|██████▎ | 146787/234119.0 [00:32<00:18, 4768.15it/s]
63%|██████▎ | 147265/234119.0 [00:32<00:33, 2615.65it/s]
63%|██████▎ | 147717/234119.0 [00:32<00:29, 2974.39it/s]
63%|██████▎ | 148172/234119.0 [00:32<00:25, 3307.53it/s]
63%|██████▎ | 148632/234119.0 [00:33<00:23, 3607.35it/s]
64%|██████▎ | 149139/234119.0 [00:33<00:21, 3971.65it/s]
64%|██████▍ | 149623/234119.0 [00:33<00:20, 4198.02it/s]
64%|██████▍ | 150115/234119.0 [00:33<00:19, 4394.40it/s]
64%|██████▍ | 150597/234119.0 [00:33<00:18, 4511.57it/s]
65%|██████▍ | 151071/234119.0 [00:33<00:18, 4569.07it/s]
65%|██████▍ | 151544/234119.0 [00:33<00:17, 4604.17it/s]
65%|██████▍ | 152016/234119.0 [00:33<00:17, 4601.92it/s]
65%|██████▌ | 152485/234119.0 [00:33<00:17, 4609.98it/s]
65%|██████▌ | 152952/234119.0 [00:33<00:17, 4611.62it/s]
66%|██████▌ | 153443/234119.0 [00:34<00:17, 4697.55it/s]
66%|██████▌ | 153924/234119.0 [00:34<00:16, 4730.38it/s]
66%|██████▌ | 154418/234119.0 [00:34<00:16, 4792.14it/s]
66%|██████▌ | 154899/234119.0 [00:34<00:16, 4778.40it/s]
66%|██████▋ | 155378/234119.0 [00:34<00:16, 4779.38it/s]
67%|██████▋ | 155858/234119.0 [00:34<00:16, 4783.77it/s]
67%|██████▋ | 156337/234119.0 [00:34<00:16, 4580.01it/s]
67%|██████▋ | 156798/234119.0 [00:34<00:16, 4576.22it/s]
67%|██████▋ | 157259/234119.0 [00:34<00:16, 4584.09it/s]
67%|██████▋ | 157719/234119.0 [00:35<00:16, 4579.21it/s]
68%|██████▊ | 158207/234119.0 [00:35<00:16, 4664.84it/s]
68%|██████▊ | 158693/234119.0 [00:35<00:15, 4719.76it/s]
68%|██████▊ | 159179/234119.0 [00:35<00:15, 4759.85it/s]
68%|██████▊ | 159666/234119.0 [00:35<00:15, 4790.68it/s]
68%|██████▊ | 160158/234119.0 [00:35<00:15, 4828.79it/s]
69%|██████▊ | 160642/234119.0 [00:35<00:15, 4780.68it/s]
69%|██████▉ | 161121/234119.0 [00:35<00:15, 4728.88it/s]
69%|██████▉ | 161595/234119.0 [00:35<00:15, 4662.93it/s]
69%|██████▉ | 162062/234119.0 [00:35<00:15, 4645.41it/s]
69%|██████▉ | 162546/234119.0 [00:36<00:15, 4702.44it/s]
70%|██████▉ | 163021/234119.0 [00:36<00:15, 4715.77it/s]
70%|██████▉ | 163520/234119.0 [00:36<00:14, 4797.21it/s]
70%|███████ | 164000/234119.0 [00:36<00:14, 4763.64it/s]
70%|███████ | 164491/234119.0 [00:36<00:14, 4805.00it/s]
70%|███████ | 164973/234119.0 [00:36<00:14, 4809.01it/s]
71%|███████ | 165455/234119.0 [00:36<00:14, 4773.07it/s]
71%|███████ | 165933/234119.0 [00:36<00:14, 4594.17it/s]
71%|███████ | 166394/234119.0 [00:36<00:14, 4591.82it/s]
71%|███████▏ | 166889/234119.0 [00:36<00:14, 4694.92it/s]
71%|███████▏ | 167374/234119.0 [00:37<00:14, 4738.56it/s]
72%|███████▏ | 167861/234119.0 [00:37<00:13, 4775.73it/s]
72%|███████▏ | 168340/234119.0 [00:37<00:13, 4774.16it/s]
72%|███████▏ | 168818/234119.0 [00:37<00:13, 4756.53it/s]
72%|███████▏ | 169294/234119.0 [00:37<00:13, 4741.40it/s]
73%|███████▎ | 169769/234119.0 [00:37<00:13, 4711.82it/s]
73%|███████▎ | 170241/234119.0 [00:37<00:13, 4692.72it/s]
73%|███████▎ | 170711/234119.0 [00:37<00:13, 4658.43it/s]
73%|███████▎ | 171183/234119.0 [00:37<00:13, 4675.66it/s]
73%|███████▎ | 171651/234119.0 [00:37<00:13, 4668.73it/s]
74%|███████▎ | 172142/234119.0 [00:38<00:13, 4740.40it/s]
74%|███████▎ | 172629/234119.0 [00:38<00:12, 4775.61it/s]
74%|███████▍ | 173109/234119.0 [00:38<00:12, 4781.89it/s]
74%|███████▍ | 173588/234119.0 [00:38<00:12, 4722.47it/s]
74%|███████▍ | 174061/234119.0 [00:38<00:12, 4707.76it/s]
75%|███████▍ | 174532/234119.0 [00:38<00:12, 4666.36it/s]
75%|███████▍ | 174999/234119.0 [00:38<00:12, 4657.40it/s]
75%|███████▍ | 175465/234119.0 [00:38<00:12, 4529.41it/s]
75%|███████▌ | 175929/234119.0 [00:38<00:12, 4560.72it/s]
75%|███████▌ | 176419/234119.0 [00:38<00:12, 4659.56it/s]
76%|███████▌ | 176899/234119.0 [00:39<00:12, 4699.08it/s]
76%|███████▌ | 177376/234119.0 [00:39<00:12, 4719.51it/s]
76%|███████▌ | 177849/234119.0 [00:39<00:12, 4683.68it/s]
76%|███████▌ | 178318/234119.0 [00:39<00:11, 4672.49it/s]
76%|███████▋ | 178786/234119.0 [00:39<00:11, 4633.06it/s]
77%|███████▋ | 179250/234119.0 [00:39<00:11, 4623.47it/s]
77%|███████▋ | 179722/234119.0 [00:39<00:11, 4649.86it/s]
77%|███████▋ | 180198/234119.0 [00:39<00:11, 4680.47it/s]
77%|███████▋ | 180675/234119.0 [00:39<00:11, 4705.92it/s]
77%|███████▋ | 181151/234119.0 [00:39<00:11, 4721.02it/s]
78%|███████▊ | 181624/234119.0 [00:40<00:11, 4696.97it/s]
78%|███████▊ | 182094/234119.0 [00:40<00:11, 4649.29it/s]
78%|███████▊ | 182560/234119.0 [00:40<00:11, 4598.58it/s]
78%|███████▊ | 183021/234119.0 [00:40<00:11, 4590.94it/s]
78%|███████▊ | 183481/234119.0 [00:40<00:11, 4589.72it/s]
79%|███████▊ | 183943/234119.0 [00:40<00:10, 4597.51it/s]
79%|███████▉ | 184410/234119.0 [00:40<00:10, 4616.36it/s]
79%|███████▉ | 184872/234119.0 [00:40<00:10, 4535.71it/s]
79%|███████▉ | 185339/234119.0 [00:40<00:10, 4570.84it/s]
79%|███████▉ | 185797/234119.0 [00:41<00:10, 4550.40it/s]
80%|███████▉ | 186253/234119.0 [00:41<00:10, 4551.77it/s]
80%|███████▉ | 186709/234119.0 [00:41<00:10, 4469.52it/s]
80%|███████▉ | 187164/234119.0 [00:41<00:10, 4490.80it/s]
80%|████████ | 187614/234119.0 [00:41<00:10, 4486.70it/s]
80%|████████ | 188075/234119.0 [00:41<00:10, 4522.76it/s]
81%|████████ | 188551/234119.0 [00:41<00:09, 4593.12it/s]
81%|████████ | 189022/234119.0 [00:41<00:09, 4626.19it/s]
81%|████████ | 189485/234119.0 [00:41<00:09, 4603.93it/s]
81%|████████ | 189946/234119.0 [00:41<00:09, 4587.38it/s]
81%|████████▏ | 190405/234119.0 [00:42<00:09, 4524.74it/s]
82%|████████▏ | 190858/234119.0 [00:42<00:09, 4513.11it/s]
82%|████████▏ | 191310/234119.0 [00:42<00:09, 4513.62it/s]
82%|████████▏ | 191762/234119.0 [00:42<00:09, 4500.55it/s]
82%|████████▏ | 192228/234119.0 [00:42<00:09, 4547.44it/s]
82%|████████▏ | 192697/234119.0 [00:42<00:09, 4585.32it/s]
83%|████████▎ | 193174/234119.0 [00:42<00:08, 4639.40it/s]
83%|████████▎ | 193641/234119.0 [00:42<00:08, 4644.77it/s]
83%|████████▎ | 194106/234119.0 [00:42<00:08, 4572.89it/s]
83%|████████▎ | 194564/234119.0 [00:42<00:08, 4494.72it/s]
83%|████████▎ | 195024/234119.0 [00:43<00:08, 4524.66it/s]
83%|████████▎ | 195477/234119.0 [00:43<00:08, 4491.91it/s]
84%|████████▎ | 195941/234119.0 [00:43<00:08, 4534.39it/s]
84%|████████▍ | 196395/234119.0 [00:43<00:08, 4513.91it/s]
84%|████████▍ | 196857/234119.0 [00:43<00:08, 4542.57it/s]
84%|████████▍ | 197316/234119.0 [00:43<00:08, 4554.17it/s]
84%|████████▍ | 197772/234119.0 [00:43<00:08, 4536.43it/s]
85%|████████▍ | 198226/234119.0 [00:43<00:07, 4508.88it/s]
85%|████████▍ | 198677/234119.0 [00:43<00:07, 4493.80it/s]
85%|████████▌ | 199127/234119.0 [00:43<00:07, 4411.17it/s]
85%|████████▌ | 199587/234119.0 [00:44<00:07, 4464.28it/s]
85%|████████▌ | 200039/234119.0 [00:44<00:07, 4479.47it/s]
86%|████████▌ | 200507/234119.0 [00:44<00:07, 4538.94it/s]
86%|████████▌ | 200964/234119.0 [00:44<00:07, 4546.96it/s]
86%|████████▌ | 201419/234119.0 [00:44<00:07, 4522.97it/s]
86%|████████▌ | 201872/234119.0 [00:44<00:07, 4501.88it/s]
86%|████████▋ | 202323/234119.0 [00:44<00:07, 4487.43it/s]
87%|████████▋ | 202772/234119.0 [00:44<00:07, 4472.00it/s]
87%|████████▋ | 203239/234119.0 [00:44<00:06, 4530.29it/s]
87%|████████▋ | 203693/234119.0 [00:44<00:06, 4527.58it/s]
87%|████████▋ | 204164/234119.0 [00:45<00:06, 4580.70it/s]
87%|████████▋ | 204623/234119.0 [00:45<00:06, 4570.33it/s]
88%|████████▊ | 205081/234119.0 [00:45<00:06, 4528.53it/s]
88%|████████▊ | 205534/234119.0 [00:45<00:06, 4481.48it/s]
88%|████████▊ | 205983/234119.0 [00:45<00:06, 4440.94it/s]
88%|████████▊ | 206449/234119.0 [00:45<00:06, 4504.28it/s]
88%|████████▊ | 206912/234119.0 [00:45<00:05, 4540.73it/s]
89%|████████▊ | 207376/234119.0 [00:45<00:05, 4566.99it/s]
89%|████████▉ | 207833/234119.0 [00:45<00:05, 4537.22it/s]
89%|████████▉ | 208287/234119.0 [00:45<00:05, 4518.18it/s]
89%|████████▉ | 208739/234119.0 [00:46<00:05, 4509.12it/s]
89%|████████▉ | 209190/234119.0 [00:46<00:05, 4484.87it/s]
90%|████████▉ | 209639/234119.0 [00:46<00:05, 4483.01it/s]
90%|████████▉ | 210104/234119.0 [00:46<00:05, 4529.19it/s]
90%|████████▉ | 210562/234119.0 [00:46<00:05, 4542.83it/s]
90%|█████████ | 211017/234119.0 [00:46<00:05, 4542.62it/s]
90%|█████████ | 211474/234119.0 [00:46<00:04, 4548.26it/s]
91%|█████████ | 211929/234119.0 [00:46<00:04, 4462.76it/s]
91%|█████████ | 212376/234119.0 [00:46<00:04, 4453.52it/s]
91%|█████████ | 212822/234119.0 [00:46<00:04, 4393.91it/s]
91%|█████████ | 213274/234119.0 [00:47<00:04, 4429.00it/s]
91%|█████████▏| 213733/234119.0 [00:47<00:04, 4475.62it/s]
91%|█████████▏| 214188/234119.0 [00:47<00:04, 4495.79it/s]
92%|█████████▏| 214638/234119.0 [00:47<00:04, 4494.71it/s]
92%|█████████▏| 215088/234119.0 [00:47<00:04, 4483.84it/s]
92%|█████████▏| 215537/234119.0 [00:47<00:04, 4455.17it/s]
92%|█████████▏| 215998/234119.0 [00:47<00:04, 4499.87it/s]
92%|█████████▏| 216452/234119.0 [00:47<00:03, 4509.18it/s]
93%|█████████▎| 216910/234119.0 [00:47<00:03, 4528.04it/s]
93%|█████████▎| 217363/234119.0 [00:47<00:03, 4492.82it/s]
93%|█████████▎| 217813/234119.0 [00:48<00:03, 4480.43it/s]
93%|█████████▎| 218262/234119.0 [00:48<00:03, 4474.27it/s]
93%|█████████▎| 218719/234119.0 [00:48<00:03, 4501.21it/s]
94%|█████████▎| 219170/234119.0 [00:48<00:03, 4496.36it/s]
94%|█████████▍| 219625/234119.0 [00:48<00:03, 4510.25it/s]
94%|█████████▍| 220077/234119.0 [00:48<00:03, 4499.74it/s]
94%|█████████▍| 220527/234119.0 [00:48<00:03, 4498.98it/s]
94%|█████████▍| 220982/234119.0 [00:48<00:02, 4514.00it/s]
95%|█████████▍| 221440/234119.0 [00:48<00:02, 4532.00it/s]
95%|█████████▍| 221894/234119.0 [00:49<00:02, 4495.56it/s]
95%|█████████▍| 222344/234119.0 [00:49<00:02, 4496.84it/s]
95%|█████████▌| 222794/234119.0 [00:49<00:02, 4437.54it/s]
95%|█████████▌| 223242/234119.0 [00:49<00:02, 4447.27it/s]
96%|█████████▌| 223699/234119.0 [00:49<00:02, 4482.87it/s]
96%|█████████▌| 224151/234119.0 [00:49<00:02, 4491.55it/s]
96%|█████████▌| 224601/234119.0 [00:49<00:02, 4484.44it/s]
96%|█████████▌| 225050/234119.0 [00:49<00:02, 4477.92it/s]
96%|█████████▋| 225502/234119.0 [00:49<00:01, 4490.00it/s]
97%|█████████▋| 225952/234119.0 [00:49<00:01, 4485.93it/s]
97%|█████████▋| 226401/234119.0 [00:50<00:01, 4464.79it/s]
97%|█████████▋| 226848/234119.0 [00:50<00:01, 4442.90it/s]
97%|█████████▋| 227298/234119.0 [00:50<00:01, 4457.85it/s]
97%|█████████▋| 227754/234119.0 [00:50<00:01, 4485.83it/s]
97%|█████████▋| 228203/234119.0 [00:50<00:01, 4473.40it/s]
98%|█████████▊| 228651/234119.0 [00:50<00:01, 4470.51it/s]
98%|█████████▊| 229100/234119.0 [00:50<00:01, 4475.55it/s]
98%|█████████▊| 229548/234119.0 [00:50<00:01, 4434.76it/s]
98%|█████████▊| 229992/234119.0 [00:50<00:00, 4413.30it/s]
98%|█████████▊| 230434/234119.0 [00:50<00:00, 4414.83it/s]
99%|█████████▊| 230876/234119.0 [00:51<00:00, 4388.68it/s]
99%|█████████▉| 231330/234119.0 [00:51<00:00, 4408.82it/s]
99%|█████████▉| 231776/234119.0 [00:51<00:00, 4421.56it/s]
99%|█████████▉| 232219/234119.0 [00:51<00:00, 4389.02it/s]
99%|█████████▉| 232675/234119.0 [00:51<00:00, 4437.25it/s]
100%|█████████▉| 233128/234119.0 [00:51<00:00, 4464.73it/s]
100%|█████████▉| 233579/234119.0 [00:51<00:00, 4475.94it/s]
100%|█████████▉| 234041/234119.0 [00:51<00:00, 4518.35it/s]
100%|██████████| 234119/234119.0 [00:51<00:00, 4519.36it/s]
Optimizing level 2 [max iter: 10000]
Optimizing level 1 [max iter: 1000]
Optimizing level 0 [max iter: 100]
Optimizing level 2 [max iter: 10000]
Optimizing level 1 [max iter: 1000]
Optimizing level 0 [max iter: 100]
Optimizing level 2 [max iter: 10000]
Optimizing level 1 [max iter: 1000]
Optimizing level 0 [max iter: 100]
0%| | 0/234119.0 [00:00<?, ?it/s]
0%| | 98/234119.0 [00:00<03:58, 979.72it/s]
0%| | 341/234119.0 [00:00<02:07, 1829.11it/s]
0%| | 599/234119.0 [00:00<01:47, 2170.04it/s]
0%| | 843/234119.0 [00:00<01:42, 2275.33it/s]
0%| | 1100/234119.0 [00:00<01:37, 2379.45it/s]
1%| | 1355/234119.0 [00:00<01:35, 2436.21it/s]
1%| | 1600/234119.0 [00:00<01:35, 2439.67it/s]
1%| | 1844/234119.0 [00:00<01:41, 2296.65it/s]
1%| | 2096/234119.0 [00:00<01:38, 2361.87it/s]
1%| | 2341/234119.0 [00:01<01:37, 2386.09it/s]
1%| | 2599/234119.0 [00:01<01:34, 2443.00it/s]
1%| | 2856/234119.0 [00:01<01:33, 2479.56it/s]
1%|▏ | 3114/234119.0 [00:01<01:32, 2509.35it/s]
1%|▏ | 3371/234119.0 [00:01<01:31, 2525.18it/s]
2%|▏ | 3624/234119.0 [00:01<01:32, 2501.92it/s]
2%|▏ | 3883/234119.0 [00:01<01:31, 2525.63it/s]
2%|▏ | 4141/234119.0 [00:01<01:30, 2540.92it/s]
2%|▏ | 4396/234119.0 [00:01<01:37, 2363.97it/s]
2%|▏ | 4653/234119.0 [00:01<01:34, 2421.73it/s]
2%|▏ | 4898/234119.0 [00:02<01:34, 2425.53it/s]
2%|▏ | 5155/234119.0 [00:02<01:32, 2465.58it/s]
2%|▏ | 5411/234119.0 [00:02<01:31, 2492.72it/s]
2%|▏ | 5668/234119.0 [00:02<01:30, 2513.56it/s]
3%|▎ | 5926/234119.0 [00:02<01:30, 2530.53it/s]
3%|▎ | 6184/234119.0 [00:02<01:29, 2544.59it/s]
3%|▎ | 6439/234119.0 [00:02<01:30, 2517.65it/s]
3%|▎ | 6693/234119.0 [00:02<01:30, 2523.76it/s]
3%|▎ | 6946/234119.0 [00:02<01:36, 2348.63it/s]
3%|▎ | 7204/234119.0 [00:02<01:34, 2411.56it/s]
3%|▎ | 7460/234119.0 [00:03<01:32, 2454.02it/s]
3%|▎ | 7715/234119.0 [00:03<01:31, 2481.20it/s]
3%|▎ | 7973/234119.0 [00:03<01:30, 2508.34it/s]
4%|▎ | 8225/234119.0 [00:03<01:30, 2496.66it/s]
4%|▎ | 8479/234119.0 [00:03<01:30, 2506.81it/s]
4%|▎ | 8737/234119.0 [00:03<01:29, 2528.19it/s]
4%|▍ | 8997/234119.0 [00:03<01:28, 2546.60it/s]
4%|▍ | 9252/234119.0 [00:03<01:28, 2546.24it/s]
4%|▍ | 9507/234119.0 [00:03<01:34, 2375.20it/s]
4%|▍ | 9766/234119.0 [00:04<01:32, 2435.92it/s]
4%|▍ | 10022/234119.0 [00:04<01:30, 2470.31it/s]
4%|▍ | 10271/234119.0 [00:04<01:30, 2471.14it/s]
4%|▍ | 10529/234119.0 [00:04<01:29, 2500.52it/s]
5%|▍ | 10784/234119.0 [00:04<01:28, 2514.64it/s]
5%|▍ | 11044/234119.0 [00:04<01:27, 2538.68it/s]
5%|▍ | 11306/234119.0 [00:04<01:27, 2560.03it/s]
5%|▍ | 11565/234119.0 [00:04<01:26, 2568.54it/s]
5%|▌ | 11825/234119.0 [00:04<01:26, 2575.25it/s]
5%|▌ | 12083/234119.0 [00:04<01:34, 2357.18it/s]
5%|▌ | 12333/234119.0 [00:05<01:32, 2394.70it/s]
5%|▌ | 12590/234119.0 [00:05<01:30, 2444.19it/s]
5%|▌ | 12845/234119.0 [00:05<01:29, 2474.29it/s]
6%|▌ | 13105/234119.0 [00:05<01:28, 2508.39it/s]
6%|▌ | 13363/234119.0 [00:05<01:27, 2528.70it/s]
6%|▌ | 13623/234119.0 [00:05<01:26, 2548.14it/s]
6%|▌ | 13879/234119.0 [00:05<01:26, 2532.56it/s]
6%|▌ | 14138/234119.0 [00:05<01:26, 2546.72it/s]
6%|▌ | 14397/234119.0 [00:05<01:25, 2556.61it/s]
6%|▋ | 14653/234119.0 [00:05<01:32, 2379.28it/s]
6%|▋ | 14900/234119.0 [00:06<01:31, 2404.58it/s]
6%|▋ | 15158/234119.0 [00:06<01:29, 2452.40it/s]
7%|▋ | 15416/234119.0 [00:06<01:27, 2487.90it/s]
7%|▋ | 15674/234119.0 [00:06<01:26, 2514.69it/s]
7%|▋ | 15932/234119.0 [00:06<01:26, 2532.94it/s]
7%|▋ | 16192/234119.0 [00:06<01:25, 2551.98it/s]
7%|▋ | 16452/234119.0 [00:06<01:24, 2565.41it/s]
7%|▋ | 16711/234119.0 [00:06<01:24, 2570.41it/s]
7%|▋ | 16971/234119.0 [00:06<01:24, 2578.87it/s]
7%|▋ | 17230/234119.0 [00:07<01:30, 2387.42it/s]
7%|▋ | 17480/234119.0 [00:07<01:29, 2417.65it/s]
8%|▊ | 17738/234119.0 [00:07<01:27, 2464.36it/s]
8%|▊ | 17996/234119.0 [00:07<01:26, 2497.34it/s]
8%|▊ | 18255/234119.0 [00:07<01:25, 2521.76it/s]
8%|▊ | 18514/234119.0 [00:07<01:24, 2540.73it/s]
8%|▊ | 18774/234119.0 [00:07<01:24, 2556.60it/s]
8%|▊ | 19032/234119.0 [00:07<01:23, 2561.63it/s]
8%|▊ | 19291/234119.0 [00:07<01:23, 2569.46it/s]
8%|▊ | 19549/234119.0 [00:07<01:23, 2571.41it/s]
8%|▊ | 19807/234119.0 [00:08<01:29, 2392.91it/s]
9%|▊ | 20065/234119.0 [00:08<01:27, 2445.03it/s]
9%|▊ | 20313/234119.0 [00:08<01:27, 2454.85it/s]
9%|▉ | 20571/234119.0 [00:08<01:25, 2491.06it/s]
9%|▉ | 20828/234119.0 [00:08<01:24, 2513.99it/s]
9%|▉ | 21086/234119.0 [00:08<01:24, 2533.20it/s]
9%|▉ | 21345/234119.0 [00:08<01:23, 2549.51it/s]
9%|▉ | 21604/234119.0 [00:08<01:23, 2558.40it/s]
9%|▉ | 21863/234119.0 [00:08<01:22, 2567.71it/s]
9%|▉ | 22123/234119.0 [00:08<01:22, 2576.32it/s]
10%|▉ | 22381/234119.0 [00:09<01:28, 2394.37it/s]
10%|▉ | 22638/234119.0 [00:09<01:26, 2443.85it/s]
10%|▉ | 22896/234119.0 [00:09<01:25, 2482.07it/s]
10%|▉ | 23154/234119.0 [00:09<01:24, 2510.13it/s]
10%|▉ | 23407/234119.0 [00:09<01:24, 2507.18it/s]
10%|█ | 23666/234119.0 [00:09<01:23, 2529.28it/s]
10%|█ | 23925/234119.0 [00:09<01:22, 2545.40it/s]
10%|█ | 24183/234119.0 [00:09<01:22, 2555.56it/s]
10%|█ | 24443/234119.0 [00:09<01:21, 2566.36it/s]
11%|█ | 24703/234119.0 [00:09<01:21, 2574.81it/s]
11%|█ | 24961/234119.0 [00:10<01:25, 2452.56it/s]
11%|█ | 25208/234119.0 [00:10<01:25, 2433.95it/s]
11%|█ | 25468/234119.0 [00:10<01:24, 2481.52it/s]
11%|█ | 25729/234119.0 [00:10<01:22, 2518.68it/s]
11%|█ | 25987/234119.0 [00:10<01:22, 2536.70it/s]
11%|█ | 26247/234119.0 [00:10<01:21, 2554.99it/s]
11%|█▏ | 26505/234119.0 [00:10<01:21, 2560.02it/s]
11%|█▏ | 26762/234119.0 [00:10<01:21, 2542.48it/s]
12%|█▏ | 27020/234119.0 [00:10<01:21, 2552.90it/s]
12%|█▏ | 27276/234119.0 [00:10<01:21, 2553.31it/s]
12%|█▏ | 27536/234119.0 [00:11<01:20, 2566.71it/s]
12%|█▏ | 27793/234119.0 [00:11<01:26, 2382.32it/s]
12%|█▏ | 28053/234119.0 [00:11<01:24, 2443.75it/s]
12%|█▏ | 28313/234119.0 [00:11<01:22, 2486.93it/s]
12%|█▏ | 28573/234119.0 [00:11<01:21, 2519.18it/s]
12%|█▏ | 28836/234119.0 [00:11<01:20, 2549.52it/s]
12%|█▏ | 29092/234119.0 [00:11<01:20, 2534.37it/s]
13%|█▎ | 29352/234119.0 [00:11<01:20, 2551.27it/s]
13%|█▎ | 29611/234119.0 [00:11<01:19, 2559.92it/s]
13%|█▎ | 29870/234119.0 [00:12<01:19, 2567.81it/s]
13%|█▎ | 30128/234119.0 [00:12<01:20, 2546.73it/s]
13%|█▎ | 30383/234119.0 [00:12<01:26, 2353.79it/s]
13%|█▎ | 30643/234119.0 [00:12<01:24, 2422.21it/s]
13%|█▎ | 30888/234119.0 [00:12<01:26, 2355.58it/s]
13%|█▎ | 31149/234119.0 [00:12<01:23, 2425.37it/s]
13%|█▎ | 31410/234119.0 [00:12<01:21, 2476.83it/s]
14%|█▎ | 31668/234119.0 [00:12<01:20, 2506.91it/s]
14%|█▎ | 31928/234119.0 [00:12<01:19, 2532.32it/s]
14%|█▎ | 32190/234119.0 [00:12<01:18, 2557.63it/s]
14%|█▍ | 32453/234119.0 [00:13<01:18, 2578.75it/s]
14%|█▍ | 32714/234119.0 [00:13<01:17, 2587.43it/s]
14%|█▍ | 32974/234119.0 [00:13<01:23, 2397.97it/s]
14%|█▍ | 33234/234119.0 [00:13<01:21, 2454.92it/s]
14%|█▍ | 33485/234119.0 [00:13<01:21, 2470.64it/s]
14%|█▍ | 33745/234119.0 [00:13<01:19, 2506.38it/s]
15%|█▍ | 34005/234119.0 [00:13<01:19, 2532.83it/s]
15%|█▍ | 34265/234119.0 [00:13<01:18, 2551.09it/s]
15%|█▍ | 34526/234119.0 [00:13<01:17, 2566.03it/s]
15%|█▍ | 34787/234119.0 [00:13<01:17, 2576.82it/s]
15%|█▍ | 35049/234119.0 [00:14<01:16, 2586.80it/s]
15%|█▌ | 35309/234119.0 [00:14<01:16, 2590.70it/s]
15%|█▌ | 35569/234119.0 [00:14<01:22, 2413.65it/s]
15%|█▌ | 35829/234119.0 [00:14<01:20, 2464.61it/s]
15%|█▌ | 36078/234119.0 [00:14<02:22, 1389.89it/s]
16%|█▌ | 36319/234119.0 [00:14<02:05, 1581.55it/s]
16%|█▌ | 36579/234119.0 [00:14<01:49, 1796.44it/s]
16%|█▌ | 36841/234119.0 [00:15<01:39, 1986.07it/s]
16%|█▌ | 37076/234119.0 [00:15<01:36, 2044.40it/s]
16%|█▌ | 37307/234119.0 [00:15<01:42, 1921.42it/s]
16%|█▌ | 37567/234119.0 [00:15<01:34, 2090.48it/s]
16%|█▌ | 37827/234119.0 [00:15<01:28, 2225.07it/s]
16%|█▋ | 38088/234119.0 [00:15<01:24, 2329.61it/s]
16%|█▋ | 38349/234119.0 [00:15<01:21, 2407.15it/s]
16%|█▋ | 38609/234119.0 [00:15<01:19, 2461.52it/s]
17%|█▋ | 38872/234119.0 [00:15<01:17, 2508.20it/s]
17%|█▋ | 39135/234119.0 [00:16<01:16, 2543.27it/s]
17%|█▋ | 39398/234119.0 [00:16<01:15, 2567.38it/s]
17%|█▋ | 39661/234119.0 [00:16<01:15, 2583.84it/s]
17%|█▋ | 39921/234119.0 [00:16<01:20, 2407.73it/s]
17%|█▋ | 40179/234119.0 [00:16<01:18, 2456.05it/s]
17%|█▋ | 40439/234119.0 [00:16<01:17, 2495.14it/s]
17%|█▋ | 40698/234119.0 [00:16<01:16, 2521.91it/s]
17%|█▋ | 40952/234119.0 [00:16<01:16, 2513.17it/s]
18%|█▊ | 41212/234119.0 [00:16<01:16, 2537.40it/s]
18%|█▊ | 41472/234119.0 [00:16<01:15, 2555.78it/s]
18%|█▊ | 41731/234119.0 [00:17<01:15, 2563.42it/s]
18%|█▊ | 41992/234119.0 [00:17<01:14, 2575.29it/s]
18%|█▊ | 42253/234119.0 [00:17<01:14, 2584.03it/s]
18%|█▊ | 42512/234119.0 [00:17<01:19, 2401.49it/s]
18%|█▊ | 42772/234119.0 [00:17<01:17, 2455.88it/s]
18%|█▊ | 43034/234119.0 [00:17<01:16, 2502.70it/s]
18%|█▊ | 43289/234119.0 [00:17<01:15, 2514.96it/s]
19%|█▊ | 43552/234119.0 [00:17<01:14, 2547.32it/s]
19%|█▊ | 43814/234119.0 [00:17<01:14, 2568.68it/s]
19%|█▉ | 44077/234119.0 [00:17<01:13, 2584.53it/s]
19%|█▉ | 44336/234119.0 [00:18<01:13, 2582.75it/s]
19%|█▉ | 44595/234119.0 [00:18<01:13, 2584.82it/s]
19%|█▉ | 44854/234119.0 [00:18<01:13, 2566.85it/s]
19%|█▉ | 45111/234119.0 [00:18<01:19, 2381.27it/s]
19%|█▉ | 45371/234119.0 [00:18<01:17, 2442.24it/s]
19%|█▉ | 45632/234119.0 [00:18<01:15, 2488.72it/s]
20%|█▉ | 45894/234119.0 [00:18<01:14, 2525.44it/s]
20%|█▉ | 46157/234119.0 [00:18<01:13, 2553.45it/s]
20%|█▉ | 46420/234119.0 [00:18<01:12, 2574.04it/s]
20%|█▉ | 46683/234119.0 [00:19<01:12, 2588.08it/s]
20%|██ | 46946/234119.0 [00:19<01:12, 2599.03it/s]
20%|██ | 47208/234119.0 [00:19<01:11, 2604.33it/s]
20%|██ | 47471/234119.0 [00:19<01:11, 2610.16it/s]
20%|██ | 47733/234119.0 [00:19<01:16, 2428.17it/s]
20%|██ | 47994/234119.0 [00:19<01:15, 2477.87it/s]
21%|██ | 48255/234119.0 [00:19<01:13, 2515.48it/s]
21%|██ | 48514/234119.0 [00:19<01:13, 2535.21it/s]
21%|██ | 48769/234119.0 [00:19<01:13, 2534.73it/s]
21%|██ | 49027/234119.0 [00:19<01:12, 2547.49it/s]
21%|██ | 49290/234119.0 [00:20<01:11, 2571.02it/s]
21%|██ | 49550/234119.0 [00:20<01:11, 2577.29it/s]
21%|██▏ | 49811/234119.0 [00:20<01:11, 2585.26it/s]
21%|██▏ | 50074/234119.0 [00:20<01:10, 2598.52it/s]
21%|██▏ | 50335/234119.0 [00:20<01:16, 2417.06it/s]
22%|██▏ | 50580/234119.0 [00:20<01:16, 2409.06it/s]
22%|██▏ | 50840/234119.0 [00:20<01:14, 2463.26it/s]
22%|██▏ | 51102/234119.0 [00:20<01:13, 2505.90it/s]
22%|██▏ | 51364/234119.0 [00:20<01:12, 2537.58it/s]
22%|██▏ | 51625/234119.0 [00:20<01:11, 2557.69it/s]
22%|██▏ | 51887/234119.0 [00:21<01:10, 2575.22it/s]
22%|██▏ | 52149/234119.0 [00:21<01:10, 2585.70it/s]
22%|██▏ | 52409/234119.0 [00:21<01:10, 2587.52it/s]
22%|██▏ | 52668/234119.0 [00:21<01:10, 2587.12it/s]
23%|██▎ | 52927/234119.0 [00:21<01:14, 2432.64it/s]
23%|██▎ | 53173/234119.0 [00:21<01:14, 2424.66it/s]
23%|██▎ | 53435/234119.0 [00:21<01:12, 2478.86it/s]
23%|██▎ | 53695/234119.0 [00:21<01:11, 2513.10it/s]
23%|██▎ | 53957/234119.0 [00:21<01:10, 2542.94it/s]
23%|██▎ | 54221/234119.0 [00:21<01:09, 2570.39it/s]
23%|██▎ | 54482/234119.0 [00:22<01:09, 2579.36it/s]
23%|██▎ | 54743/234119.0 [00:22<01:09, 2586.75it/s]
23%|██▎ | 55004/234119.0 [00:22<01:09, 2592.35it/s]
24%|██▎ | 55264/234119.0 [00:22<01:08, 2594.08it/s]
24%|██▎ | 55526/234119.0 [00:22<01:08, 2599.05it/s]
24%|██▍ | 55786/234119.0 [00:22<01:13, 2420.54it/s]
24%|██▍ | 56046/234119.0 [00:22<01:12, 2469.02it/s]
24%|██▍ | 56308/234119.0 [00:22<01:10, 2510.17it/s]
24%|██▍ | 56569/234119.0 [00:22<01:09, 2538.97it/s]
24%|██▍ | 56829/234119.0 [00:23<01:09, 2554.13it/s]
24%|██▍ | 57086/234119.0 [00:23<01:09, 2535.53it/s]
24%|██▍ | 57346/234119.0 [00:23<01:09, 2551.88it/s]
25%|██▍ | 57607/234119.0 [00:23<01:08, 2568.12it/s]
25%|██▍ | 57866/234119.0 [00:23<01:08, 2574.24it/s]
25%|██▍ | 58125/234119.0 [00:23<01:08, 2576.57it/s]
25%|██▍ | 58383/234119.0 [00:23<01:13, 2405.65it/s]
25%|██▌ | 58636/234119.0 [00:23<01:11, 2440.14it/s]
25%|██▌ | 58896/234119.0 [00:23<01:10, 2484.83it/s]
25%|██▌ | 59158/234119.0 [00:23<01:09, 2523.63it/s]
25%|██▌ | 59421/234119.0 [00:24<01:08, 2554.09it/s]
25%|██▌ | 59684/234119.0 [00:24<01:07, 2575.18it/s]
26%|██▌ | 59945/234119.0 [00:24<01:07, 2584.70it/s]
26%|██▌ | 60206/234119.0 [00:24<01:07, 2587.49it/s]
26%|██▌ | 60467/234119.0 [00:24<01:06, 2592.92it/s]
26%|██▌ | 60728/234119.0 [00:24<01:06, 2597.80it/s]
26%|██▌ | 60988/234119.0 [00:24<01:11, 2411.62it/s]
26%|██▌ | 61241/234119.0 [00:24<01:10, 2444.82it/s]
26%|██▋ | 61488/234119.0 [00:24<01:10, 2438.36it/s]
26%|██▋ | 61749/234119.0 [00:24<01:09, 2487.89it/s]
26%|██▋ | 62013/234119.0 [00:25<01:08, 2529.93it/s]
27%|██▋ | 62272/234119.0 [00:25<01:07, 2545.99it/s]
27%|██▋ | 62532/234119.0 [00:25<01:07, 2560.49it/s]
27%|██▋ | 62793/234119.0 [00:25<01:06, 2573.23it/s]
27%|██▋ | 63053/234119.0 [00:25<01:06, 2578.49it/s]
27%|██▋ | 63316/234119.0 [00:25<01:05, 2591.72it/s]
27%|██▋ | 63576/234119.0 [00:25<01:10, 2412.55it/s]
27%|██▋ | 63839/234119.0 [00:25<01:08, 2472.00it/s]
27%|██▋ | 64101/234119.0 [00:25<01:07, 2514.33it/s]
27%|██▋ | 64364/234119.0 [00:26<01:06, 2546.91it/s]
28%|██▊ | 64626/234119.0 [00:26<01:05, 2568.37it/s]
28%|██▊ | 64885/234119.0 [00:26<01:05, 2574.68it/s]
28%|██▊ | 65145/234119.0 [00:26<01:05, 2581.30it/s]
28%|██▊ | 65404/234119.0 [00:26<01:05, 2576.39it/s]
28%|██▊ | 65662/234119.0 [00:26<01:05, 2554.57it/s]
28%|██▊ | 65922/234119.0 [00:26<01:05, 2567.17it/s]
28%|██▊ | 66179/234119.0 [00:26<01:10, 2395.66it/s]
28%|██▊ | 66439/234119.0 [00:26<01:08, 2452.32it/s]
28%|██▊ | 66702/234119.0 [00:26<01:06, 2500.92it/s]
29%|██▊ | 66964/234119.0 [00:27<01:05, 2535.45it/s]
29%|██▊ | 67224/234119.0 [00:27<01:05, 2554.41it/s]
29%|██▉ | 67488/234119.0 [00:27<01:04, 2578.15it/s]
29%|██▉ | 67750/234119.0 [00:27<01:04, 2589.34it/s]
29%|██▉ | 68011/234119.0 [00:27<01:04, 2594.95it/s]
29%|██▉ | 68271/234119.0 [00:27<01:03, 2595.99it/s]
29%|██▉ | 68533/234119.0 [00:27<01:03, 2602.23it/s]
29%|██▉ | 68794/234119.0 [00:27<01:08, 2421.69it/s]
29%|██▉ | 69052/234119.0 [00:27<01:06, 2465.83it/s]
30%|██▉ | 69313/234119.0 [00:27<01:05, 2505.60it/s]
30%|██▉ | 69574/234119.0 [00:28<01:04, 2534.05it/s]
30%|██▉ | 69829/234119.0 [00:28<01:04, 2532.48it/s]
30%|██▉ | 70087/234119.0 [00:28<01:04, 2544.78it/s]
30%|███ | 70349/234119.0 [00:28<01:03, 2565.64it/s]
30%|███ | 70612/234119.0 [00:28<01:03, 2582.04it/s]
30%|███ | 70873/234119.0 [00:28<01:03, 2588.48it/s]
30%|███ | 71135/234119.0 [00:28<01:02, 2596.48it/s]
30%|███ | 71395/234119.0 [00:28<01:07, 2418.04it/s]
31%|███ | 71659/234119.0 [00:28<01:05, 2479.68it/s]
31%|███ | 71924/234119.0 [00:28<01:04, 2526.26it/s]
31%|███ | 72187/234119.0 [00:29<01:03, 2555.92it/s]
31%|███ | 72449/234119.0 [00:29<01:02, 2572.18it/s]
31%|███ | 72708/234119.0 [00:29<01:03, 2540.54it/s]
31%|███ | 72970/234119.0 [00:29<01:02, 2563.71it/s]
31%|███▏ | 73231/234119.0 [00:29<01:02, 2575.30it/s]
31%|███▏ | 73492/234119.0 [00:29<01:02, 2585.59it/s]
32%|███▏ | 73751/234119.0 [00:29<01:02, 2579.74it/s]
32%|███▏ | 74010/234119.0 [00:29<01:07, 2376.62it/s]
32%|███▏ | 74261/234119.0 [00:29<01:06, 2413.04it/s]
32%|███▏ | 74521/234119.0 [00:30<01:04, 2466.55it/s]
32%|███▏ | 74783/234119.0 [00:30<01:03, 2508.91it/s]
32%|███▏ | 75045/234119.0 [00:30<01:02, 2538.96it/s]
32%|███▏ | 75306/234119.0 [00:30<01:02, 2557.31it/s]
32%|███▏ | 75567/234119.0 [00:30<01:01, 2570.60it/s]
32%|███▏ | 75827/234119.0 [00:30<01:01, 2579.11it/s]
33%|███▎ | 76090/234119.0 [00:30<01:00, 2591.47it/s]
33%|███▎ | 76352/234119.0 [00:30<01:00, 2598.22it/s]
33%|███▎ | 76613/234119.0 [00:30<01:05, 2412.68it/s]
33%|███▎ | 76875/234119.0 [00:30<01:03, 2471.19it/s]
33%|███▎ | 77137/234119.0 [00:31<01:02, 2513.77it/s]
33%|███▎ | 77398/234119.0 [00:31<01:01, 2539.10it/s]
33%|███▎ | 77658/234119.0 [00:31<01:01, 2555.98it/s]
33%|███▎ | 77916/234119.0 [00:31<01:00, 2562.72it/s]
33%|███▎ | 78177/234119.0 [00:31<01:00, 2574.20it/s]
34%|███▎ | 78437/234119.0 [00:31<01:00, 2581.63it/s]
34%|███▎ | 78696/234119.0 [00:31<01:00, 2560.12it/s]
34%|███▎ | 78957/234119.0 [00:31<01:00, 2573.65it/s]
34%|███▍ | 79215/234119.0 [00:31<01:04, 2401.20it/s]
34%|███▍ | 79477/234119.0 [00:31<01:02, 2462.00it/s]
34%|███▍ | 79738/234119.0 [00:32<01:01, 2503.65it/s]
34%|███▍ | 79998/234119.0 [00:32<01:00, 2530.93it/s]
34%|███▍ | 80259/234119.0 [00:32<01:00, 2553.08it/s]
34%|███▍ | 80521/234119.0 [00:32<00:59, 2571.49it/s]
35%|███▍ | 80783/234119.0 [00:32<00:59, 2583.18it/s]
35%|███▍ | 81043/234119.0 [00:32<00:59, 2587.25it/s]
35%|███▍ | 81306/234119.0 [00:32<00:58, 2598.38it/s]
35%|███▍ | 81568/234119.0 [00:32<00:58, 2602.62it/s]
35%|███▍ | 81829/234119.0 [00:32<01:03, 2413.67it/s]
35%|███▌ | 82087/234119.0 [00:33<01:01, 2460.50it/s]
35%|███▌ | 82347/234119.0 [00:33<01:00, 2500.08it/s]
35%|███▌ | 82607/234119.0 [00:33<00:59, 2526.63it/s]
35%|███▌ | 82868/234119.0 [00:33<00:59, 2548.23it/s]
36%|███▌ | 83124/234119.0 [00:33<00:59, 2533.92it/s]
36%|███▌ | 83384/234119.0 [00:33<00:59, 2552.97it/s]
36%|███▌ | 83645/234119.0 [00:33<00:58, 2568.08it/s]
36%|███▌ | 83906/234119.0 [00:33<00:58, 2577.66it/s]
36%|███▌ | 84166/234119.0 [00:33<00:58, 2583.69it/s]
36%|███▌ | 84425/234119.0 [00:33<01:02, 2395.96it/s]
36%|███▌ | 84686/234119.0 [00:34<01:00, 2454.40it/s]
36%|███▋ | 84946/234119.0 [00:34<00:59, 2496.25it/s]
36%|███▋ | 85205/234119.0 [00:34<00:59, 2523.37it/s]
37%|███▋ | 85465/234119.0 [00:34<00:58, 2544.93it/s]
37%|███▋ | 85725/234119.0 [00:34<00:57, 2559.99it/s]
37%|███▋ | 85986/234119.0 [00:34<00:57, 2573.71it/s]
37%|███▋ | 86246/234119.0 [00:34<00:57, 2579.95it/s]
37%|███▋ | 86507/234119.0 [00:34<00:57, 2587.58it/s]
37%|███▋ | 86768/234119.0 [00:34<00:56, 2592.75it/s]
37%|███▋ | 87028/234119.0 [00:34<01:02, 2366.48it/s]
37%|███▋ | 87288/234119.0 [00:35<01:00, 2431.00it/s]
37%|███▋ | 87540/234119.0 [00:35<00:59, 2455.87it/s]
38%|███▊ | 87802/234119.0 [00:35<00:58, 2501.90it/s]
38%|███▊ | 88062/234119.0 [00:35<00:57, 2528.99it/s]
38%|███▊ | 88324/234119.0 [00:35<00:57, 2554.34it/s]
38%|███▊ | 88584/234119.0 [00:35<00:56, 2565.33it/s]
38%|███▊ | 88844/234119.0 [00:35<00:56, 2573.75it/s]
38%|███▊ | 89102/234119.0 [00:35<00:56, 2551.96it/s]
38%|███▊ | 89363/234119.0 [00:35<00:56, 2567.18it/s]
38%|███▊ | 89620/234119.0 [00:36<01:00, 2384.97it/s]
38%|███▊ | 89881/234119.0 [00:36<00:58, 2448.60it/s]
39%|███▊ | 90140/234119.0 [00:36<00:57, 2488.35it/s]
39%|███▊ | 90399/234119.0 [00:36<00:57, 2516.29it/s]
39%|███▊ | 90660/234119.0 [00:36<00:56, 2542.54it/s]
39%|███▉ | 90918/234119.0 [00:36<00:56, 2553.00it/s]
39%|███▉ | 91177/234119.0 [00:36<00:55, 2561.27it/s]
39%|███▉ | 91436/234119.0 [00:36<00:55, 2569.35it/s]
39%|███▉ | 91695/234119.0 [00:36<00:55, 2573.61it/s]
39%|███▉ | 91953/234119.0 [00:36<00:55, 2560.44it/s]
39%|███▉ | 92210/234119.0 [00:37<00:58, 2427.57it/s]
39%|███▉ | 92455/234119.0 [00:37<00:58, 2433.46it/s]
40%|███▉ | 92714/234119.0 [00:37<00:57, 2478.89it/s]
40%|███▉ | 92974/234119.0 [00:37<00:56, 2512.92it/s]
40%|███▉ | 93233/234119.0 [00:37<00:55, 2533.93it/s]
40%|███▉ | 93492/234119.0 [00:37<00:55, 2549.58it/s]
40%|████ | 93753/234119.0 [00:37<00:54, 2566.89it/s]
40%|████ | 94014/234119.0 [00:37<00:54, 2578.23it/s]
40%|████ | 94276/234119.0 [00:37<00:54, 2589.03it/s]
40%|████ | 94538/234119.0 [00:37<00:53, 2596.91it/s]
40%|████ | 94798/234119.0 [00:38<00:53, 2596.94it/s]
41%|████ | 95058/234119.0 [00:38<00:57, 2407.71it/s]
41%|████ | 95318/234119.0 [00:38<00:56, 2459.92it/s]
41%|████ | 95577/234119.0 [00:38<00:55, 2496.73it/s]
41%|████ | 95837/234119.0 [00:38<00:54, 2525.74it/s]
41%|████ | 96091/234119.0 [00:38<00:56, 2448.44it/s]
41%|████ | 96345/234119.0 [00:38<00:55, 2474.42it/s]
41%|████▏ | 96606/234119.0 [00:38<00:54, 2511.19it/s]
41%|████▏ | 96867/234119.0 [00:38<00:54, 2539.38it/s]
41%|████▏ | 97129/234119.0 [00:38<00:53, 2560.78it/s]
42%|████▏ | 97390/234119.0 [00:39<00:53, 2572.97it/s]
42%|████▏ | 97648/234119.0 [00:39<00:57, 2392.07it/s]
42%|████▏ | 97909/234119.0 [00:39<00:55, 2453.44it/s]
42%|████▏ | 98169/234119.0 [00:39<00:54, 2495.42it/s]
42%|████▏ | 98432/234119.0 [00:39<00:53, 2532.07it/s]
42%|████▏ | 98691/234119.0 [00:39<00:53, 2546.96it/s]
42%|████▏ | 98950/234119.0 [00:39<00:52, 2559.35it/s]
42%|████▏ | 99210/234119.0 [00:39<00:52, 2570.22it/s]
42%|████▏ | 99470/234119.0 [00:39<00:52, 2576.35it/s]
43%|████▎ | 99728/234119.0 [00:39<00:52, 2571.58it/s]
43%|████▎ | 99988/234119.0 [00:40<00:52, 2579.34it/s]
43%|████▎ | 100247/234119.0 [00:40<00:56, 2386.30it/s]
43%|████▎ | 100505/234119.0 [00:40<00:54, 2440.00it/s]
43%|████▎ | 100757/234119.0 [00:40<00:54, 2461.77it/s]
43%|████▎ | 101017/234119.0 [00:40<00:53, 2499.55it/s]
43%|████▎ | 101277/234119.0 [00:40<00:52, 2528.30it/s]
43%|████▎ | 101538/234119.0 [00:40<00:51, 2549.95it/s]
43%|████▎ | 101798/234119.0 [00:40<00:51, 2563.43it/s]
44%|████▎ | 102059/234119.0 [00:40<00:51, 2575.36it/s]
44%|████▎ | 102319/234119.0 [00:41<00:51, 2580.78it/s]
44%|████▍ | 102578/234119.0 [00:41<00:50, 2583.37it/s]
44%|████▍ | 102837/234119.0 [00:41<00:54, 2398.66it/s]
44%|████▍ | 103096/234119.0 [00:41<00:53, 2451.73it/s]
44%|████▍ | 103356/234119.0 [00:41<00:52, 2491.83it/s]
44%|████▍ | 103614/234119.0 [00:41<00:51, 2515.01it/s]
44%|████▍ | 103872/234119.0 [00:41<00:51, 2531.86it/s]
44%|████▍ | 104127/234119.0 [00:41<00:51, 2507.86it/s]
45%|████▍ | 104386/234119.0 [00:41<00:51, 2530.96it/s]
45%|████▍ | 104642/234119.0 [00:41<00:51, 2538.49it/s]
45%|████▍ | 104901/234119.0 [00:42<00:50, 2551.93it/s]
45%|████▍ | 105157/234119.0 [00:42<00:50, 2547.42it/s]
45%|████▌ | 105412/234119.0 [00:42<00:54, 2367.08it/s]
45%|████▌ | 105667/234119.0 [00:42<00:53, 2418.71it/s]
45%|████▌ | 105926/234119.0 [00:42<00:51, 2467.92it/s]
45%|████▌ | 106187/234119.0 [00:42<00:51, 2507.53it/s]
45%|████▌ | 106447/234119.0 [00:42<00:50, 2532.74it/s]
46%|████▌ | 106707/234119.0 [00:42<00:49, 2550.75it/s]
46%|████▌ | 106968/234119.0 [00:42<00:49, 2567.74it/s]
46%|████▌ | 107229/234119.0 [00:42<00:49, 2577.59it/s]
46%|████▌ | 107489/234119.0 [00:43<00:49, 2584.20it/s]
46%|████▌ | 107750/234119.0 [00:43<00:48, 2591.68it/s]
46%|████▌ | 108010/234119.0 [00:43<00:52, 2385.11it/s]
46%|████▌ | 108268/234119.0 [00:43<00:51, 2439.99it/s]
46%|████▋ | 108527/234119.0 [00:43<00:50, 2481.85it/s]
46%|████▋ | 108781/234119.0 [00:43<00:50, 2498.54it/s]
47%|████▋ | 109038/234119.0 [00:43<00:49, 2517.64it/s]
47%|████▋ | 109295/234119.0 [00:43<00:49, 2531.47it/s]
47%|████▋ | 109549/234119.0 [00:43<00:49, 2525.01it/s]
47%|████▋ | 109808/234119.0 [00:44<00:48, 2542.73it/s]
47%|████▋ | 110067/234119.0 [00:44<00:48, 2553.80it/s]
47%|████▋ | 110324/234119.0 [00:44<00:48, 2555.68it/s]
47%|████▋ | 110580/234119.0 [00:44<00:52, 2366.03it/s]
47%|████▋ | 110838/234119.0 [00:44<00:50, 2426.12it/s]
47%|████▋ | 111098/234119.0 [00:44<00:49, 2474.56it/s]
48%|████▊ | 111354/234119.0 [00:44<00:49, 2499.36it/s]
48%|████▊ | 111612/234119.0 [00:44<00:48, 2522.86it/s]
48%|████▊ | 111871/234119.0 [00:44<00:48, 2541.17it/s]
48%|████▊ | 112126/234119.0 [00:44<00:48, 2500.20it/s]
48%|████▊ | 112385/234119.0 [00:45<00:48, 2525.79it/s]
48%|████▊ | 112643/234119.0 [00:45<00:47, 2539.23it/s]
48%|████▊ | 112899/234119.0 [00:45<00:47, 2544.31it/s]
48%|████▊ | 113154/234119.0 [00:45<00:51, 2363.83it/s]
48%|████▊ | 113409/234119.0 [00:45<00:49, 2415.67it/s]
49%|████▊ | 113659/234119.0 [00:45<00:49, 2437.25it/s]
49%|████▊ | 113917/234119.0 [00:45<00:48, 2477.28it/s]
49%|████▉ | 114171/234119.0 [00:45<00:48, 2495.70it/s]
49%|████▉ | 114431/234119.0 [00:45<00:47, 2524.32it/s]
49%|████▉ | 114690/234119.0 [00:45<00:46, 2542.40it/s]
49%|████▉ | 114949/234119.0 [00:46<00:46, 2554.08it/s]
49%|████▉ | 115206/234119.0 [00:46<00:46, 2557.12it/s]
49%|████▉ | 115463/234119.0 [00:46<00:46, 2560.86it/s]
49%|████▉ | 115720/234119.0 [00:46<00:49, 2371.16it/s]
50%|████▉ | 115977/234119.0 [00:46<00:48, 2426.94it/s]
50%|████▉ | 116234/234119.0 [00:46<00:47, 2466.49it/s]
50%|████▉ | 116494/234119.0 [00:46<00:46, 2504.90it/s]
50%|████▉ | 116751/234119.0 [00:46<00:46, 2523.80it/s]
50%|████▉ | 117007/234119.0 [00:46<00:46, 2534.22it/s]
50%|█████ | 117264/234119.0 [00:47<00:45, 2544.09it/s]
50%|█████ | 117521/234119.0 [00:47<00:45, 2551.45it/s]
50%|█████ | 117777/234119.0 [00:47<00:45, 2535.68it/s]
50%|█████ | 118034/234119.0 [00:47<00:45, 2544.88it/s]
51%|█████ | 118289/234119.0 [00:47<00:49, 2350.67it/s]
51%|█████ | 118546/234119.0 [00:47<00:47, 2412.52it/s]
51%|█████ | 118804/234119.0 [00:47<00:46, 2458.25it/s]
51%|█████ | 119064/234119.0 [00:47<00:46, 2497.64it/s]
51%|█████ | 119316/234119.0 [00:47<00:45, 2499.31it/s]
51%|█████ | 119575/234119.0 [00:47<00:45, 2523.48it/s]
51%|█████ | 119832/234119.0 [00:48<00:45, 2534.44it/s]
51%|█████▏ | 120091/234119.0 [00:48<00:44, 2550.36it/s]
51%|█████▏ | 120350/234119.0 [00:48<00:44, 2560.72it/s]
52%|█████▏ | 120608/234119.0 [00:48<00:44, 2564.11it/s]
52%|█████▏ | 120865/234119.0 [00:48<00:47, 2380.19it/s]
52%|█████▏ | 121124/234119.0 [00:48<00:46, 2437.27it/s]
52%|█████▏ | 121383/234119.0 [00:48<00:45, 2478.78it/s]
52%|█████▏ | 121642/234119.0 [00:48<00:44, 2509.30it/s]
52%|█████▏ | 121900/234119.0 [00:48<00:44, 2528.20it/s]
52%|█████▏ | 122154/234119.0 [00:48<00:44, 2522.30it/s]
52%|█████▏ | 122414/234119.0 [00:49<00:43, 2543.29it/s]
52%|█████▏ | 122671/234119.0 [00:49<00:43, 2549.51it/s]
53%|█████▎ | 122929/234119.0 [00:49<00:43, 2557.40it/s]
53%|█████▎ | 123189/234119.0 [00:49<00:43, 2567.89it/s]
53%|█████▎ | 123446/234119.0 [00:49<00:46, 2386.71it/s]
53%|█████▎ | 123702/234119.0 [00:49<00:45, 2435.73it/s]
53%|█████▎ | 123960/234119.0 [00:49<00:44, 2474.97it/s]
53%|█████▎ | 124220/234119.0 [00:49<00:43, 2510.36it/s]
53%|█████▎ | 124480/234119.0 [00:49<00:43, 2536.44it/s]
53%|█████▎ | 124739/234119.0 [00:49<00:42, 2551.32it/s]
53%|█████▎ | 124999/234119.0 [00:50<00:42, 2564.83it/s]
54%|█████▎ | 125257/234119.0 [00:50<00:42, 2567.66it/s]
54%|█████▎ | 125515/234119.0 [00:50<00:42, 2567.30it/s]
54%|█████▎ | 125774/234119.0 [00:50<00:42, 2573.96it/s]
54%|█████▍ | 126032/234119.0 [00:50<00:44, 2437.98it/s]
54%|█████▍ | 126278/234119.0 [00:50<00:44, 2402.31it/s]
54%|█████▍ | 126537/234119.0 [00:50<00:43, 2453.96it/s]
54%|█████▍ | 126784/234119.0 [00:50<00:43, 2457.10it/s]
54%|█████▍ | 127043/234119.0 [00:50<00:42, 2493.58it/s]
54%|█████▍ | 127303/234119.0 [00:51<00:42, 2524.61it/s]
54%|█████▍ | 127563/234119.0 [00:51<00:41, 2546.91it/s]
55%|█████▍ | 127822/234119.0 [00:51<00:41, 2559.29it/s]
55%|█████▍ | 128080/234119.0 [00:51<00:41, 2564.50it/s]
55%|█████▍ | 128337/234119.0 [00:51<00:41, 2559.11it/s]
55%|█████▍ | 128595/234119.0 [00:51<00:41, 2564.43it/s]
55%|█████▌ | 128852/234119.0 [00:51<00:44, 2384.64it/s]
55%|█████▌ | 129110/234119.0 [00:51<00:43, 2438.49it/s]
55%|█████▌ | 129371/234119.0 [00:51<00:42, 2485.65it/s]
55%|█████▌ | 129623/234119.0 [00:51<00:41, 2495.30it/s]
55%|█████▌ | 129874/234119.0 [00:52<00:44, 2359.93it/s]
56%|█████▌ | 130131/234119.0 [00:52<00:43, 2417.99it/s]
56%|█████▌ | 130385/234119.0 [00:52<00:42, 2452.53it/s]
56%|█████▌ | 130637/234119.0 [00:52<00:41, 2469.65it/s]
56%|█████▌ | 130896/234119.0 [00:52<00:41, 2502.89it/s]
56%|█████▌ | 131148/234119.0 [00:52<00:43, 2368.51it/s]
56%|█████▌ | 131399/234119.0 [00:52<00:42, 2407.78it/s]
56%|█████▌ | 131656/234119.0 [00:52<00:41, 2453.07it/s]
56%|█████▋ | 131914/234119.0 [00:52<00:41, 2488.41it/s]
56%|█████▋ | 132169/234119.0 [00:52<00:40, 2504.17it/s]
57%|█████▋ | 132428/234119.0 [00:53<00:40, 2528.63it/s]
57%|█████▋ | 132682/234119.0 [00:53<01:14, 1354.47it/s]
57%|█████▋ | 132940/234119.0 [00:53<01:03, 1581.19it/s]
57%|█████▋ | 133156/234119.0 [00:53<01:00, 1670.55it/s]
57%|█████▋ | 133407/234119.0 [00:53<00:54, 1859.30it/s]
57%|█████▋ | 133667/234119.0 [00:53<00:49, 2040.33it/s]
57%|█████▋ | 133925/234119.0 [00:53<00:45, 2178.37it/s]
57%|█████▋ | 134185/234119.0 [00:54<00:43, 2290.37it/s]
57%|█████▋ | 134445/234119.0 [00:54<00:41, 2375.45it/s]
58%|█████▊ | 134702/234119.0 [00:54<00:40, 2428.72it/s]
58%|█████▊ | 134957/234119.0 [00:54<00:40, 2461.52it/s]
58%|█████▊ | 135210/234119.0 [00:54<00:40, 2471.10it/s]
58%|█████▊ | 135470/234119.0 [00:54<00:39, 2508.51it/s]
58%|█████▊ | 135725/234119.0 [00:54<00:41, 2351.98it/s]
58%|█████▊ | 135987/234119.0 [00:54<00:40, 2425.39it/s]
58%|█████▊ | 136233/234119.0 [00:54<00:40, 2421.19it/s]
58%|█████▊ | 136493/234119.0 [00:55<00:39, 2471.07it/s]
58%|█████▊ | 136754/234119.0 [00:55<00:38, 2509.06it/s]
59%|█████▊ | 137011/234119.0 [00:55<00:38, 2526.50it/s]
59%|█████▊ | 137272/234119.0 [00:55<00:37, 2550.53it/s]
59%|█████▊ | 137533/234119.0 [00:55<00:37, 2565.88it/s]
59%|█████▉ | 137793/234119.0 [00:55<00:37, 2573.64it/s]
59%|█████▉ | 138053/234119.0 [00:55<00:37, 2580.43it/s]
59%|█████▉ | 138312/234119.0 [00:55<00:40, 2392.65it/s]
59%|█████▉ | 138572/234119.0 [00:55<00:39, 2449.02it/s]
59%|█████▉ | 138829/234119.0 [00:55<00:38, 2483.35it/s]
59%|█████▉ | 139085/234119.0 [00:56<00:37, 2505.61it/s]
60%|█████▉ | 139344/234119.0 [00:56<00:37, 2530.04it/s]
60%|█████▉ | 139598/234119.0 [00:56<00:37, 2527.58it/s]
60%|█████▉ | 139857/234119.0 [00:56<00:37, 2543.41it/s]
60%|█████▉ | 140116/234119.0 [00:56<00:36, 2556.95it/s]
60%|█████▉ | 140378/234119.0 [00:56<00:36, 2575.22it/s]
60%|██████ | 140637/234119.0 [00:56<00:36, 2579.43it/s]
60%|██████ | 140896/234119.0 [00:56<00:38, 2390.77it/s]
60%|██████ | 141157/234119.0 [00:56<00:37, 2451.45it/s]
60%|██████ | 141416/234119.0 [00:56<00:37, 2490.80it/s]
61%|██████ | 141678/234119.0 [00:57<00:36, 2527.34it/s]
61%|██████ | 141937/234119.0 [00:57<00:36, 2544.47it/s]
61%|██████ | 142194/234119.0 [00:57<00:36, 2551.58it/s]
61%|██████ | 142454/234119.0 [00:57<00:35, 2564.08it/s]
61%|██████ | 142713/234119.0 [00:57<00:35, 2570.77it/s]
61%|██████ | 142973/234119.0 [00:57<00:35, 2576.87it/s]
61%|██████ | 143232/234119.0 [00:57<00:35, 2578.62it/s]
61%|██████▏ | 143491/234119.0 [00:57<00:37, 2399.48it/s]
61%|██████▏ | 143751/234119.0 [00:57<00:36, 2455.67it/s]
62%|██████▏ | 144003/234119.0 [00:58<00:36, 2471.66it/s]
62%|██████▏ | 144264/234119.0 [00:58<00:35, 2511.83it/s]
62%|██████▏ | 144526/234119.0 [00:58<00:35, 2542.75it/s]
62%|██████▏ | 144790/234119.0 [00:58<00:34, 2570.42it/s]
62%|██████▏ | 145048/234119.0 [00:58<00:34, 2572.61it/s]
62%|██████▏ | 145307/234119.0 [00:58<00:34, 2575.70it/s]
62%|██████▏ | 145569/234119.0 [00:58<00:34, 2587.95it/s]
62%|██████▏ | 145829/234119.0 [00:58<00:34, 2585.54it/s]
62%|██████▏ | 146088/234119.0 [00:58<00:36, 2402.29it/s]
63%|██████▎ | 146346/234119.0 [00:58<00:35, 2451.50it/s]
63%|██████▎ | 146604/234119.0 [00:59<00:35, 2487.74it/s]
63%|██████▎ | 146865/234119.0 [00:59<00:34, 2523.19it/s]
63%|██████▎ | 147125/234119.0 [00:59<00:34, 2543.23it/s]
63%|██████▎ | 147382/234119.0 [00:59<00:34, 2550.51it/s]
63%|██████▎ | 147639/234119.0 [00:59<00:33, 2554.52it/s]
63%|██████▎ | 147898/234119.0 [00:59<00:33, 2563.79it/s]
63%|██████▎ | 148157/234119.0 [00:59<00:33, 2568.62it/s]
63%|██████▎ | 148415/234119.0 [00:59<00:33, 2553.51it/s]
64%|██████▎ | 148671/234119.0 [00:59<00:36, 2366.92it/s]
64%|██████▎ | 148930/234119.0 [00:59<00:35, 2429.79it/s]
64%|██████▎ | 149190/234119.0 [01:00<00:34, 2477.83it/s]
64%|██████▍ | 149449/234119.0 [01:00<00:33, 2510.17it/s]
64%|██████▍ | 149706/234119.0 [01:00<00:33, 2527.45it/s]
64%|██████▍ | 149967/234119.0 [01:00<00:32, 2551.69it/s]
64%|██████▍ | 150224/234119.0 [01:00<00:32, 2556.38it/s]
64%|██████▍ | 150486/234119.0 [01:00<00:32, 2572.72it/s]
64%|██████▍ | 150745/234119.0 [01:00<00:32, 2577.56it/s]
64%|██████▍ | 151005/234119.0 [01:00<00:32, 2581.64it/s]
65%|██████▍ | 151264/234119.0 [01:00<00:34, 2388.54it/s]
65%|██████▍ | 151521/234119.0 [01:00<00:33, 2438.81it/s]
65%|██████▍ | 151781/234119.0 [01:01<00:33, 2482.94it/s]
65%|██████▍ | 152041/234119.0 [01:01<00:32, 2514.39it/s]
65%|██████▌ | 152299/234119.0 [01:01<00:32, 2531.69it/s]
65%|██████▌ | 152558/234119.0 [01:01<00:32, 2546.48it/s]
65%|██████▌ | 152814/234119.0 [01:01<00:32, 2540.00it/s]
65%|██████▌ | 153073/234119.0 [01:01<00:31, 2552.76it/s]
65%|██████▌ | 153332/234119.0 [01:01<00:31, 2562.94it/s]
66%|██████▌ | 153593/234119.0 [01:01<00:31, 2575.58it/s]
66%|██████▌ | 153851/234119.0 [01:01<00:33, 2429.76it/s]
66%|██████▌ | 154097/234119.0 [01:02<00:32, 2438.30it/s]
66%|██████▌ | 154353/234119.0 [01:02<00:32, 2471.53it/s]
66%|██████▌ | 154613/234119.0 [01:02<00:31, 2508.00it/s]
66%|██████▌ | 154874/234119.0 [01:02<00:31, 2537.29it/s]
66%|██████▋ | 155134/234119.0 [01:02<00:30, 2555.68it/s]
66%|██████▋ | 155395/234119.0 [01:02<00:30, 2569.48it/s]
66%|██████▋ | 155657/234119.0 [01:02<00:30, 2582.51it/s]
67%|██████▋ | 155916/234119.0 [01:02<00:30, 2582.47it/s]
67%|██████▋ | 156176/234119.0 [01:02<00:30, 2585.23it/s]
67%|██████▋ | 156435/234119.0 [01:02<00:30, 2586.25it/s]
67%|██████▋ | 156694/234119.0 [01:03<00:32, 2397.44it/s]
67%|██████▋ | 156955/234119.0 [01:03<00:31, 2457.17it/s]
67%|██████▋ | 157207/234119.0 [01:03<00:31, 2473.81it/s]
67%|██████▋ | 157466/234119.0 [01:03<00:30, 2507.13it/s]
67%|██████▋ | 157724/234119.0 [01:03<00:30, 2527.24it/s]
67%|██████▋ | 157986/234119.0 [01:03<00:29, 2552.59it/s]
68%|██████▊ | 158247/234119.0 [01:03<00:29, 2569.03it/s]
68%|██████▊ | 158505/234119.0 [01:03<00:29, 2571.79it/s]
68%|██████▊ | 158767/234119.0 [01:03<00:29, 2583.65it/s]
68%|██████▊ | 159028/234119.0 [01:03<00:28, 2590.60it/s]
68%|██████▊ | 159288/234119.0 [01:04<00:31, 2391.64it/s]
68%|██████▊ | 159549/234119.0 [01:04<00:30, 2451.64it/s]
68%|██████▊ | 159810/234119.0 [01:04<00:29, 2496.95it/s]
68%|██████▊ | 160069/234119.0 [01:04<00:29, 2523.88it/s]
68%|██████▊ | 160328/234119.0 [01:04<00:29, 2543.28it/s]
69%|██████▊ | 160588/234119.0 [01:04<00:28, 2559.78it/s]
69%|██████▊ | 160848/234119.0 [01:04<00:28, 2570.52it/s]
69%|██████▉ | 161107/234119.0 [01:04<00:28, 2574.77it/s]
69%|██████▉ | 161365/234119.0 [01:04<00:28, 2573.92it/s]
69%|██████▉ | 161623/234119.0 [01:04<00:29, 2439.48it/s]
69%|██████▉ | 161869/234119.0 [01:05<00:31, 2289.68it/s]
69%|██████▉ | 162126/234119.0 [01:05<00:30, 2365.93it/s]
69%|██████▉ | 162386/234119.0 [01:05<00:29, 2431.75it/s]
69%|██████▉ | 162644/234119.0 [01:05<00:28, 2474.09it/s]
70%|██████▉ | 162905/234119.0 [01:05<00:28, 2510.79it/s]
70%|██████▉ | 163164/234119.0 [01:05<00:28, 2533.45it/s]
70%|██████▉ | 163426/234119.0 [01:05<00:27, 2556.99it/s]
70%|██████▉ | 163683/234119.0 [01:05<00:27, 2552.69it/s]
70%|███████ | 163945/234119.0 [01:05<00:27, 2570.14it/s]
70%|███████ | 164208/234119.0 [01:06<00:27, 2585.14it/s]
70%|███████ | 164467/234119.0 [01:06<00:29, 2399.00it/s]
70%|███████ | 164730/234119.0 [01:06<00:28, 2461.97it/s]
70%|███████ | 164989/234119.0 [01:06<00:27, 2497.69it/s]
71%|███████ | 165247/234119.0 [01:06<00:27, 2519.52it/s]
71%|███████ | 165508/234119.0 [01:06<00:26, 2543.37it/s]
71%|███████ | 165768/234119.0 [01:06<00:26, 2558.41it/s]
71%|███████ | 166025/234119.0 [01:06<00:26, 2545.24it/s]
71%|███████ | 166283/234119.0 [01:06<00:26, 2554.73it/s]
71%|███████ | 166542/234119.0 [01:06<00:26, 2563.08it/s]
71%|███████ | 166804/234119.0 [01:07<00:26, 2578.76it/s]
71%|███████▏ | 167063/234119.0 [01:07<00:28, 2391.99it/s]
71%|███████▏ | 167322/234119.0 [01:07<00:27, 2445.97it/s]
72%|███████▏ | 167580/234119.0 [01:07<00:26, 2483.05it/s]
72%|███████▏ | 167840/234119.0 [01:07<00:26, 2515.97it/s]
72%|███████▏ | 168101/234119.0 [01:07<00:25, 2541.32it/s]
72%|███████▏ | 168362/234119.0 [01:07<00:25, 2558.89it/s]
72%|███████▏ | 168621/234119.0 [01:07<00:25, 2565.60it/s]
72%|███████▏ | 168881/234119.0 [01:07<00:25, 2575.37it/s]
72%|███████▏ | 169141/234119.0 [01:07<00:25, 2581.93it/s]
72%|███████▏ | 169401/234119.0 [01:08<00:25, 2585.69it/s]
72%|███████▏ | 169660/234119.0 [01:08<00:26, 2397.12it/s]
73%|███████▎ | 169921/234119.0 [01:08<00:26, 2457.12it/s]
73%|███████▎ | 170172/234119.0 [01:08<00:25, 2472.35it/s]
73%|███████▎ | 170428/234119.0 [01:08<00:25, 2497.17it/s]
73%|███████▎ | 170689/234119.0 [01:08<00:25, 2528.28it/s]
73%|███████▎ | 170950/234119.0 [01:08<00:24, 2549.68it/s]
73%|███████▎ | 171211/234119.0 [01:08<00:24, 2566.28it/s]
73%|███████▎ | 171472/234119.0 [01:08<00:24, 2576.71it/s]
73%|███████▎ | 171731/234119.0 [01:09<00:24, 2572.84it/s]
73%|███████▎ | 171992/234119.0 [01:09<00:24, 2581.69it/s]
74%|███████▎ | 172251/234119.0 [01:09<00:25, 2400.87it/s]
74%|███████▎ | 172512/234119.0 [01:09<00:25, 2458.18it/s]
74%|███████▍ | 172773/234119.0 [01:09<00:24, 2499.43it/s]
74%|███████▍ | 173033/234119.0 [01:09<00:24, 2528.68it/s]
74%|███████▍ | 173293/234119.0 [01:09<00:23, 2548.76it/s]
74%|███████▍ | 173553/234119.0 [01:09<00:23, 2562.46it/s]
74%|███████▍ | 173813/234119.0 [01:09<00:23, 2571.66it/s]
74%|███████▍ | 174073/234119.0 [01:09<00:23, 2577.65it/s]
74%|███████▍ | 174334/234119.0 [01:10<00:23, 2585.42it/s]
75%|███████▍ | 174593/234119.0 [01:10<00:23, 2553.75it/s]
75%|███████▍ | 174849/234119.0 [01:10<00:24, 2373.80it/s]
75%|███████▍ | 175109/234119.0 [01:10<00:24, 2436.23it/s]
75%|███████▍ | 175364/234119.0 [01:10<00:23, 2467.79it/s]
75%|███████▌ | 175625/234119.0 [01:10<00:23, 2507.07it/s]
75%|███████▌ | 175886/234119.0 [01:10<00:22, 2536.09it/s]
75%|███████▌ | 176145/234119.0 [01:10<00:22, 2549.30it/s]
75%|███████▌ | 176406/234119.0 [01:10<00:22, 2565.78it/s]
75%|███████▌ | 176667/234119.0 [01:10<00:22, 2578.45it/s]
76%|███████▌ | 176929/234119.0 [01:11<00:22, 2589.83it/s]
76%|███████▌ | 177190/234119.0 [01:11<00:21, 2595.26it/s]
76%|███████▌ | 177450/234119.0 [01:11<00:23, 2404.74it/s]
76%|███████▌ | 177709/234119.0 [01:11<00:22, 2454.70it/s]
76%|███████▌ | 177968/234119.0 [01:11<00:22, 2491.48it/s]
76%|███████▌ | 178228/234119.0 [01:11<00:22, 2522.77it/s]
76%|███████▌ | 178485/234119.0 [01:11<00:21, 2535.16it/s]
76%|███████▋ | 178740/234119.0 [01:11<00:21, 2520.74it/s]
76%|███████▋ | 178993/234119.0 [01:11<00:21, 2506.39it/s]
77%|███████▋ | 179253/234119.0 [01:12<00:21, 2531.26it/s]
77%|███████▋ | 179513/234119.0 [01:12<00:21, 2549.06it/s]
77%|███████▋ | 179773/234119.0 [01:12<00:21, 2562.36it/s]
77%|███████▋ | 180030/234119.0 [01:12<00:22, 2378.41it/s]
77%|███████▋ | 180287/234119.0 [01:12<00:22, 2430.63it/s]
77%|███████▋ | 180547/234119.0 [01:12<00:21, 2479.31it/s]
77%|███████▋ | 180808/234119.0 [01:12<00:21, 2515.30it/s]
77%|███████▋ | 181067/234119.0 [01:12<00:20, 2536.72it/s]
77%|███████▋ | 181328/234119.0 [01:12<00:20, 2557.64it/s]
78%|███████▊ | 181589/234119.0 [01:12<00:20, 2570.87it/s]
78%|███████▊ | 181848/234119.0 [01:13<00:20, 2575.05it/s]
78%|███████▊ | 182107/234119.0 [01:13<00:20, 2579.08it/s]
78%|███████▊ | 182366/234119.0 [01:13<00:20, 2579.23it/s]
78%|███████▊ | 182625/234119.0 [01:13<00:21, 2380.94it/s]
78%|███████▊ | 182875/234119.0 [01:13<00:21, 2412.44it/s]
78%|███████▊ | 183134/234119.0 [01:13<00:20, 2462.88it/s]
78%|███████▊ | 183392/234119.0 [01:13<00:20, 2494.84it/s]
78%|███████▊ | 183650/234119.0 [01:13<00:20, 2517.83it/s]
79%|███████▊ | 183911/234119.0 [01:13<00:19, 2544.92it/s]
79%|███████▊ | 184172/234119.0 [01:13<00:19, 2561.73it/s]
79%|███████▉ | 184432/234119.0 [01:14<00:19, 2570.87it/s]
79%|███████▉ | 184692/234119.0 [01:14<00:19, 2578.59it/s]
79%|███████▉ | 184951/234119.0 [01:14<00:19, 2580.26it/s]
79%|███████▉ | 185210/234119.0 [01:14<00:20, 2395.67it/s]
79%|███████▉ | 185468/234119.0 [01:14<00:19, 2446.13it/s]
79%|███████▉ | 185729/234119.0 [01:14<00:19, 2492.30it/s]
79%|███████▉ | 185989/234119.0 [01:14<00:19, 2523.04it/s]
80%|███████▉ | 186249/234119.0 [01:14<00:18, 2543.03it/s]
80%|███████▉ | 186506/234119.0 [01:14<00:18, 2548.30it/s]
80%|███████▉ | 186762/234119.0 [01:14<00:18, 2497.04it/s]
80%|███████▉ | 187021/234119.0 [01:15<00:18, 2523.37it/s]
80%|███████▉ | 187279/234119.0 [01:15<00:18, 2538.35it/s]
80%|████████ | 187535/234119.0 [01:15<00:18, 2544.32it/s]
80%|████████ | 187790/234119.0 [01:15<00:19, 2370.63it/s]
80%|████████ | 188051/234119.0 [01:15<00:18, 2436.36it/s]
80%|████████ | 188311/234119.0 [01:15<00:18, 2482.97it/s]
81%|████████ | 188571/234119.0 [01:15<00:18, 2516.72it/s]
81%|████████ | 188831/234119.0 [01:15<00:17, 2538.60it/s]
81%|████████ | 189092/234119.0 [01:15<00:17, 2558.74it/s]
81%|████████ | 189355/234119.0 [01:16<00:17, 2578.85it/s]
81%|████████ | 189617/234119.0 [01:16<00:17, 2589.74it/s]
81%|████████ | 189877/234119.0 [01:16<00:17, 2591.45it/s]
81%|████████ | 190137/234119.0 [01:16<00:17, 2516.79it/s]
81%|████████▏ | 190390/234119.0 [01:16<00:18, 2303.80it/s]
81%|████████▏ | 190646/234119.0 [01:16<00:18, 2373.66it/s]
82%|████████▏ | 190898/234119.0 [01:16<00:17, 2413.35it/s]
82%|████████▏ | 191157/234119.0 [01:16<00:17, 2463.53it/s]
82%|████████▏ | 191416/234119.0 [01:16<00:17, 2497.65it/s]
82%|████████▏ | 191676/234119.0 [01:16<00:16, 2525.36it/s]
82%|████████▏ | 191936/234119.0 [01:17<00:16, 2546.25it/s]
82%|████████▏ | 192196/234119.0 [01:17<00:16, 2560.85it/s]
82%|████████▏ | 192456/234119.0 [01:17<00:16, 2572.33it/s]
82%|████████▏ | 192716/234119.0 [01:17<00:16, 2579.78it/s]
82%|████████▏ | 192975/234119.0 [01:17<00:17, 2390.55it/s]
83%|████████▎ | 193238/234119.0 [01:17<00:16, 2456.44it/s]
83%|████████▎ | 193500/234119.0 [01:17<00:16, 2502.17it/s]
83%|████████▎ | 193761/234119.0 [01:17<00:15, 2533.37it/s]
83%|████████▎ | 194016/234119.0 [01:17<00:15, 2517.38it/s]
83%|████████▎ | 194273/234119.0 [01:17<00:15, 2532.83it/s]
83%|████████▎ | 194528/234119.0 [01:18<00:15, 2527.43it/s]
83%|████████▎ | 194784/234119.0 [01:18<00:15, 2536.36it/s]
83%|████████▎ | 195041/234119.0 [01:18<00:15, 2545.55it/s]
83%|████████▎ | 195299/234119.0 [01:18<00:15, 2553.99it/s]
84%|████████▎ | 195555/234119.0 [01:18<00:16, 2366.10it/s]
84%|████████▎ | 195814/234119.0 [01:18<00:15, 2429.00it/s]
84%|████████▍ | 196075/234119.0 [01:18<00:15, 2478.47it/s]
84%|████████▍ | 196334/234119.0 [01:18<00:15, 2509.71it/s]
84%|████████▍ | 196595/234119.0 [01:18<00:14, 2537.17it/s]
84%|████████▍ | 196858/234119.0 [01:19<00:14, 2562.98it/s]
84%|████████▍ | 197120/234119.0 [01:19<00:14, 2577.76it/s]
84%|████████▍ | 197381/234119.0 [01:19<00:14, 2585.82it/s]
84%|████████▍ | 197642/234119.0 [01:19<00:14, 2592.54it/s]
85%|████████▍ | 197902/234119.0 [01:19<00:13, 2589.19it/s]
85%|████████▍ | 198162/234119.0 [01:19<00:15, 2397.06it/s]
85%|████████▍ | 198414/234119.0 [01:19<00:14, 2429.69it/s]
85%|████████▍ | 198672/234119.0 [01:19<00:14, 2472.43it/s]
85%|████████▍ | 198931/234119.0 [01:19<00:14, 2506.66it/s]
85%|████████▌ | 199190/234119.0 [01:19<00:13, 2529.04it/s]
85%|████████▌ | 199450/234119.0 [01:20<00:13, 2549.84it/s]
85%|████████▌ | 199709/234119.0 [01:20<00:13, 2560.10it/s]
85%|████████▌ | 199967/234119.0 [01:20<00:13, 2564.60it/s]
86%|████████▌ | 200229/234119.0 [01:20<00:13, 2578.29it/s]
86%|████████▌ | 200490/234119.0 [01:20<00:12, 2587.65it/s]
86%|████████▌ | 200749/234119.0 [01:20<00:13, 2386.19it/s]
86%|████████▌ | 201009/234119.0 [01:20<00:13, 2445.95it/s]
86%|████████▌ | 201268/234119.0 [01:20<00:13, 2486.23it/s]
86%|████████▌ | 201527/234119.0 [01:20<00:12, 2514.27it/s]
86%|████████▌ | 201785/234119.0 [01:20<00:12, 2531.60it/s]
86%|████████▋ | 202040/234119.0 [01:21<00:12, 2527.42it/s]
86%|████████▋ | 202299/234119.0 [01:21<00:12, 2543.12it/s]
87%|████████▋ | 202557/234119.0 [01:21<00:12, 2552.55it/s]
87%|████████▋ | 202818/234119.0 [01:21<00:12, 2567.21it/s]
87%|████████▋ | 203078/234119.0 [01:21<00:12, 2575.83it/s]
87%|████████▋ | 203336/234119.0 [01:21<00:12, 2391.31it/s]
87%|████████▋ | 203596/234119.0 [01:21<00:12, 2449.13it/s]
87%|████████▋ | 203853/234119.0 [01:21<00:12, 2483.72it/s]
87%|████████▋ | 204111/234119.0 [01:21<00:11, 2510.05it/s]
87%|████████▋ | 204372/234119.0 [01:22<00:11, 2539.00it/s]
87%|████████▋ | 204632/234119.0 [01:22<00:11, 2555.23it/s]
88%|████████▊ | 204891/234119.0 [01:22<00:11, 2562.85it/s]
88%|████████▊ | 205148/234119.0 [01:22<00:11, 2564.55it/s]
88%|████████▊ | 205405/234119.0 [01:22<00:11, 2544.32it/s]
88%|████████▊ | 205662/234119.0 [01:22<00:11, 2550.88it/s]
88%|████████▊ | 205918/234119.0 [01:22<00:11, 2419.38it/s]
88%|████████▊ | 206162/234119.0 [01:22<00:11, 2419.79it/s]
88%|████████▊ | 206423/234119.0 [01:22<00:11, 2472.82it/s]
88%|████████▊ | 206682/234119.0 [01:22<00:10, 2505.66it/s]
88%|████████▊ | 206942/234119.0 [01:23<00:10, 2533.31it/s]
89%|████████▊ | 207202/234119.0 [01:23<00:10, 2551.44it/s]
89%|████████▊ | 207459/234119.0 [01:23<00:10, 2555.31it/s]
89%|████████▊ | 207719/234119.0 [01:23<00:10, 2567.50it/s]
89%|████████▉ | 207977/234119.0 [01:23<00:10, 2568.48it/s]
89%|████████▉ | 208234/234119.0 [01:23<00:10, 2567.48it/s]
89%|████████▉ | 208493/234119.0 [01:23<00:09, 2572.99it/s]
89%|████████▉ | 208751/234119.0 [01:23<00:10, 2370.06it/s]
89%|████████▉ | 209000/234119.0 [01:23<00:10, 2403.46it/s]
89%|████████▉ | 209258/234119.0 [01:23<00:10, 2451.72it/s]
89%|████████▉ | 209518/234119.0 [01:24<00:09, 2492.73it/s]
90%|████████▉ | 209777/234119.0 [01:24<00:09, 2520.68it/s]
90%|████████▉ | 210036/234119.0 [01:24<00:09, 2538.99it/s]
90%|████████▉ | 210296/234119.0 [01:24<00:09, 2554.22it/s]
90%|████████▉ | 210553/234119.0 [01:24<00:09, 2558.58it/s]
90%|█████████ | 210812/234119.0 [01:24<00:09, 2567.34it/s]
90%|█████████ | 211073/234119.0 [01:24<00:08, 2577.24it/s]
90%|█████████ | 211331/234119.0 [01:24<00:09, 2382.63it/s]
90%|█████████ | 211585/234119.0 [01:24<00:09, 2391.69it/s]
90%|█████████ | 211843/234119.0 [01:25<00:09, 2443.04it/s]
91%|█████████ | 212093/234119.0 [01:25<00:08, 2458.23it/s]
91%|█████████ | 212348/234119.0 [01:25<00:08, 2482.34it/s]
91%|█████████ | 212607/234119.0 [01:25<00:08, 2512.74it/s]
91%|█████████ | 212863/234119.0 [01:25<00:08, 2526.45it/s]
91%|█████████ | 213122/234119.0 [01:25<00:08, 2542.83it/s]
91%|█████████ | 213381/234119.0 [01:25<00:08, 2555.31it/s]
91%|█████████▏| 213639/234119.0 [01:25<00:08, 2559.95it/s]
91%|█████████▏| 213896/234119.0 [01:25<00:08, 2374.39it/s]
91%|█████████▏| 214154/234119.0 [01:25<00:08, 2431.40it/s]
92%|█████████▏| 214412/234119.0 [01:26<00:07, 2473.44it/s]
92%|█████████▏| 214670/234119.0 [01:26<00:07, 2504.02it/s]
92%|█████████▏| 214928/234119.0 [01:26<00:07, 2524.97it/s]
92%|█████████▏| 215182/234119.0 [01:26<00:07, 2511.39it/s]
92%|█████████▏| 215438/234119.0 [01:26<00:07, 2525.30it/s]
92%|█████████▏| 215697/234119.0 [01:26<00:07, 2544.31it/s]
92%|█████████▏| 215956/234119.0 [01:26<00:07, 2557.53it/s]
92%|█████████▏| 216214/234119.0 [01:26<00:06, 2562.92it/s]
92%|█████████▏| 216471/234119.0 [01:26<00:07, 2378.93it/s]
93%|█████████▎| 216729/234119.0 [01:26<00:07, 2435.37it/s]
93%|█████████▎| 216989/234119.0 [01:27<00:06, 2480.35it/s]
93%|█████████▎| 217246/234119.0 [01:27<00:06, 2504.96it/s]
93%|█████████▎| 217503/234119.0 [01:27<00:06, 2521.47it/s]
93%|█████████▎| 217760/234119.0 [01:27<00:06, 2533.73it/s]
93%|█████████▎| 218015/234119.0 [01:27<00:06, 2521.15it/s]
93%|█████████▎| 218272/234119.0 [01:27<00:06, 2533.65it/s]
93%|█████████▎| 218531/234119.0 [01:27<00:06, 2550.01it/s]
93%|█████████▎| 218789/234119.0 [01:27<00:05, 2557.55it/s]
94%|█████████▎| 219045/234119.0 [01:27<00:06, 2375.19it/s]
94%|█████████▎| 219303/234119.0 [01:27<00:06, 2432.91it/s]
94%|█████████▍| 219563/234119.0 [01:28<00:05, 2478.77it/s]
94%|█████████▍| 219822/234119.0 [01:28<00:05, 2509.80it/s]
94%|█████████▍| 220079/234119.0 [01:28<00:05, 2524.90it/s]
94%|█████████▍| 220337/234119.0 [01:28<00:05, 2541.18it/s]
94%|█████████▍| 220592/234119.0 [01:28<00:05, 2520.67it/s]
94%|█████████▍| 220847/234119.0 [01:28<00:05, 2528.27it/s]
94%|█████████▍| 221108/234119.0 [01:28<00:05, 2550.24it/s]
95%|█████████▍| 221367/234119.0 [01:28<00:04, 2559.42it/s]
95%|█████████▍| 221624/234119.0 [01:28<00:05, 2376.70it/s]
95%|█████████▍| 221882/234119.0 [01:29<00:05, 2432.82it/s]
95%|█████████▍| 222141/234119.0 [01:29<00:04, 2477.28it/s]
95%|█████████▍| 222399/234119.0 [01:29<00:04, 2505.77it/s]
95%|█████████▌| 222657/234119.0 [01:29<00:04, 2525.29it/s]
95%|█████████▌| 222913/234119.0 [01:29<00:04, 2534.03it/s]
95%|█████████▌| 223168/234119.0 [01:29<00:04, 2515.76it/s]
95%|█████████▌| 223426/234119.0 [01:29<00:04, 2532.51it/s]
96%|█████████▌| 223683/234119.0 [01:29<00:04, 2543.00it/s]
96%|█████████▌| 223940/234119.0 [01:29<00:03, 2550.45it/s]
96%|█████████▌| 224196/234119.0 [01:29<00:04, 2358.54it/s]
96%|█████████▌| 224456/234119.0 [01:30<00:03, 2424.92it/s]
96%|█████████▌| 224714/234119.0 [01:30<00:03, 2466.92it/s]
96%|█████████▌| 224972/234119.0 [01:30<00:03, 2498.22it/s]
96%|█████████▌| 225224/234119.0 [01:30<00:03, 2489.02it/s]
96%|█████████▋| 225482/234119.0 [01:30<00:03, 2514.60it/s]
96%|█████████▋| 225738/234119.0 [01:30<00:03, 2527.80it/s]
97%|█████████▋| 225996/234119.0 [01:30<00:03, 2540.53it/s]
97%|█████████▋| 226251/234119.0 [01:30<00:03, 2503.03it/s]
97%|█████████▋| 226510/234119.0 [01:30<00:03, 2527.97it/s]
97%|█████████▋| 226764/234119.0 [01:30<00:03, 2355.17it/s]
97%|█████████▋| 227012/234119.0 [01:31<00:02, 2388.35it/s]
97%|█████████▋| 227261/234119.0 [01:31<00:02, 2415.64it/s]
97%|█████████▋| 227518/234119.0 [01:31<00:02, 2458.38it/s]
97%|█████████▋| 227776/234119.0 [01:31<00:02, 2493.59it/s]
97%|█████████▋| 228031/234119.0 [01:31<00:02, 2508.87it/s]
98%|█████████▊| 228289/234119.0 [01:31<00:02, 2528.23it/s]
98%|█████████▊| 228547/234119.0 [01:31<00:02, 2543.22it/s]
98%|█████████▊| 228802/234119.0 [01:31<00:02, 2510.34it/s]
98%|█████████▊| 229059/234119.0 [01:31<00:02, 2526.47it/s]
98%|█████████▊| 229312/234119.0 [01:32<00:02, 2349.60it/s]
98%|█████████▊| 229569/234119.0 [01:32<00:01, 2409.31it/s]
98%|█████████▊| 229825/234119.0 [01:32<00:01, 2450.95it/s]
98%|█████████▊| 230082/234119.0 [01:32<00:01, 2484.12it/s]
98%|█████████▊| 230332/234119.0 [01:32<00:01, 2472.36it/s]
98%|█████████▊| 230590/234119.0 [01:32<00:01, 2501.69it/s]
99%|█████████▊| 230849/234119.0 [01:32<00:01, 2525.11it/s]
99%|█████████▊| 231108/234119.0 [01:32<00:01, 2541.49it/s]
99%|█████████▉| 231363/234119.0 [01:32<00:01, 2516.06it/s]
99%|█████████▉| 231620/234119.0 [01:32<00:00, 2531.61it/s]
99%|█████████▉| 231874/234119.0 [01:33<00:00, 2357.63it/s]
99%|█████████▉| 232132/234119.0 [01:33<00:00, 2420.43it/s]
99%|█████████▉| 232377/234119.0 [01:33<00:00, 2425.94it/s]
99%|█████████▉| 232631/234119.0 [01:33<00:00, 2457.52it/s]
99%|█████████▉| 232888/234119.0 [01:33<00:00, 2490.45it/s]
100%|█████████▉| 233144/234119.0 [01:33<00:00, 2510.82it/s]
100%|█████████▉| 233396/234119.0 [01:33<00:00, 2487.16it/s]
100%|█████████▉| 233652/234119.0 [01:33<00:00, 2506.19it/s]
100%|█████████▉| 233903/234119.0 [01:33<00:00, 2484.00it/s]
100%|██████████| 234119/234119.0 [01:34<00:00, 2488.88it/s]
0it [00:00, ?it/s]
20it [00:00, 191.66it/s]
50it [00:00, 253.69it/s]
83it [00:00, 285.28it/s]
112it [00:00, 270.81it/s]
140it [00:00, 257.39it/s]
166it [00:00, 258.14it/s]
192it [00:00, 258.69it/s]
221it [00:00, 265.69it/s]
255it [00:00, 282.54it/s]
284it [00:01, 269.94it/s]
313it [00:01, 274.14it/s]
341it [00:01, 264.34it/s]
368it [00:01, 244.74it/s]
395it [00:01, 251.01it/s]
426it [00:01, 266.33it/s]
454it [00:01, 268.30it/s]
483it [00:01, 272.76it/s]
512it [00:01, 275.53it/s]
540it [00:02, 261.90it/s]
567it [00:02, 262.16it/s]
596it [00:02, 268.81it/s]
624it [00:02, 267.27it/s]
654it [00:02, 274.40it/s]
682it [00:02, 259.64it/s]
709it [00:02, 261.83it/s]
743it [00:02, 280.80it/s]
774it [00:02, 285.55it/s]
803it [00:03, 260.02it/s]
830it [00:03, 211.67it/s]
854it [00:03, 214.53it/s]
877it [00:03, 202.59it/s]
900it [00:03, 208.98it/s]
923it [00:03, 214.13it/s]
947it [00:03, 217.24it/s]
970it [00:03, 210.71it/s]
992it [00:03, 205.93it/s]
1013it [00:04, 179.01it/s]
1039it [00:04, 196.44it/s]
1063it [00:04, 206.69it/s]
1091it [00:04, 225.74it/s]
1125it [00:04, 256.80it/s]
1152it [00:04, 254.82it/s]
1178it [00:04, 246.37it/s]
1203it [00:04, 246.29it/s]
1232it [00:04, 254.53it/s]
1262it [00:05, 266.07it/s]
1290it [00:05, 268.80it/s]
1318it [00:05, 264.93it/s]
1347it [00:05, 264.20it/s]
1375it [00:05, 265.32it/s]
1402it [00:05, 260.50it/s]
1429it [00:05, 261.14it/s]
1456it [00:05, 239.19it/s]
1481it [00:05, 238.19it/s]
1507it [00:06, 241.78it/s]
1536it [00:06, 253.41it/s]
1565it [00:06, 262.22it/s]
1596it [00:06, 274.79it/s]
1624it [00:06, 269.72it/s]
1652it [00:06, 199.81it/s]
1675it [00:07, 140.38it/s]
1694it [00:07, 149.16it/s]
1715it [00:07, 161.47it/s]
1742it [00:07, 183.87it/s]
1764it [00:07, 158.64it/s]
1784it [00:07, 167.65it/s]
1812it [00:07, 193.45it/s]
1835it [00:07, 201.28it/s]
1857it [00:07, 185.88it/s]
1890it [00:08, 220.85it/s]
1921it [00:08, 244.49it/s]
1947it [00:08, 236.10it/s]
1972it [00:08, 158.54it/s]
1992it [00:08, 166.24it/s]
2013it [00:08, 175.98it/s]
2037it [00:08, 191.26it/s]
2060it [00:08, 199.61it/s]
2082it [00:09, 201.28it/s]
2104it [00:09, 196.13it/s]
2127it [00:09, 204.98it/s]
2149it [00:09, 206.60it/s]
2176it [00:09, 220.93it/s]
2201it [00:09, 228.08it/s]
2228it [00:09, 239.09it/s]
2255it [00:09, 246.45it/s]
2281it [00:09, 249.97it/s]
2307it [00:10, 241.22it/s]
2332it [00:10, 242.33it/s]
2357it [00:10, 225.31it/s]
2380it [00:10, 226.32it/s]
2407it [00:10, 238.12it/s]
2432it [00:10, 237.72it/s]
2459it [00:10, 246.99it/s]
2487it [00:10, 255.54it/s]
2513it [00:10, 249.57it/s]
2539it [00:10, 251.07it/s]
2568it [00:11, 259.13it/s]
2600it [00:11, 276.66it/s]
2629it [00:11, 276.08it/s]
2657it [00:11, 276.60it/s]
2686it [00:11, 275.35it/s]
2714it [00:11, 275.31it/s]
2747it [00:11, 287.08it/s]
2776it [00:11, 271.32it/s]
2804it [00:11, 270.32it/s]
2832it [00:12, 271.18it/s]
2860it [00:12, 267.68it/s]
2887it [00:12, 260.96it/s]
2914it [00:12, 258.69it/s]
2940it [00:12, 245.28it/s]
2968it [00:12, 251.91it/s]
2995it [00:12, 252.99it/s]
3021it [00:12, 245.00it/s]
3046it [00:13, 180.49it/s]
3067it [00:13, 164.24it/s]
3092it [00:13, 183.21it/s]
3118it [00:13, 199.91it/s]
3143it [00:13, 211.91it/s]
3173it [00:13, 234.48it/s]
3206it [00:13, 257.10it/s]
3240it [00:13, 279.30it/s]
3276it [00:13, 298.41it/s]
3307it [00:14, 282.27it/s]
3336it [00:14, 167.00it/s]
3360it [00:14, 180.72it/s]
3384it [00:14, 188.93it/s]
3411it [00:14, 202.79it/s]
3440it [00:14, 223.37it/s]
3468it [00:14, 233.99it/s]
3494it [00:15, 240.58it/s]
3521it [00:15, 248.17it/s]
3549it [00:15, 254.31it/s]
3576it [00:15, 252.21it/s]
3602it [00:15, 253.35it/s]
3628it [00:15, 249.96it/s]
3654it [00:15, 245.53it/s]
3679it [00:15, 242.57it/s]
3704it [00:15, 240.87it/s]
3729it [00:15, 235.98it/s]
3753it [00:16, 235.49it/s]
3781it [00:16, 245.15it/s]
3808it [00:16, 251.95it/s]
3834it [00:16, 251.33it/s]
3861it [00:16, 256.03it/s]
3887it [00:16, 251.38it/s]
3913it [00:16, 253.85it/s]
3941it [00:16, 260.90it/s]
3970it [00:16, 268.80it/s]
4002it [00:17, 282.82it/s]
4037it [00:17, 297.00it/s]
4067it [00:17, 292.02it/s]
4097it [00:17, 280.72it/s]
4130it [00:17, 292.40it/s]
4164it [00:17, 305.01it/s]
4196it [00:17, 305.58it/s]
4227it [00:17, 276.85it/s]
4257it [00:17, 281.34it/s]
4286it [00:17, 277.60it/s]
4315it [00:18, 271.61it/s]
4343it [00:18, 266.72it/s]
4370it [00:18, 263.09it/s]
4398it [00:18, 267.70it/s]
4425it [00:18, 250.56it/s]
4452it [00:18, 254.71it/s]
4483it [00:18, 270.07it/s]
4511it [00:18, 272.23it/s]
4539it [00:18, 269.49it/s]
4567it [00:19, 272.21it/s]
4595it [00:19, 272.59it/s]
4624it [00:19, 277.33it/s]
4655it [00:19, 286.96it/s]
4684it [00:19, 268.03it/s]
4713it [00:19, 271.68it/s]
4743it [00:19, 275.22it/s]
4771it [00:19, 276.54it/s]
4800it [00:19, 280.15it/s]
4829it [00:20, 276.78it/s]
4857it [00:20, 247.74it/s]
4883it [00:20, 202.43it/s]
4905it [00:20, 198.07it/s]
4931it [00:20, 212.60it/s]
4963it [00:20, 237.95it/s]
4988it [00:20, 231.79it/s]
5012it [00:20, 225.83it/s]
5036it [00:21, 202.34it/s]
5057it [00:21, 203.50it/s]
5082it [00:21, 215.34it/s]
5112it [00:21, 237.01it/s]
5147it [00:21, 267.13it/s]
5181it [00:21, 286.01it/s]
5213it [00:21, 294.99it/s]
5246it [00:21, 305.01it/s]
5277it [00:21, 293.06it/s]
5307it [00:21, 282.48it/s]
5336it [00:22, 278.47it/s]
5365it [00:22, 270.74it/s]
5394it [00:22, 273.20it/s]
5422it [00:22, 270.73it/s]
5450it [00:22, 266.92it/s]
5481it [00:22, 276.72it/s]
5510it [00:22, 278.65it/s]
5538it [00:22, 269.15it/s]
5565it [00:22, 261.26it/s]
5592it [00:23, 257.29it/s]
5618it [00:23, 251.77it/s]
5644it [00:23, 247.17it/s]
5669it [00:23, 233.17it/s]
5696it [00:23, 240.51it/s]
5721it [00:23, 239.60it/s]
5749it [00:23, 250.22it/s]
5775it [00:23, 248.37it/s]
5801it [00:23, 249.66it/s]
5827it [00:24, 242.64it/s]
5854it [00:24, 249.42it/s]
5880it [00:24, 249.71it/s]
5906it [00:24, 252.08it/s]
5932it [00:24, 250.52it/s]
5960it [00:24, 256.62it/s]
5991it [00:24, 271.31it/s]
6022it [00:24, 281.07it/s]
6051it [00:24, 272.05it/s]
6083it [00:24, 283.44it/s]
6112it [00:25, 283.22it/s]
6145it [00:25, 294.98it/s]
6175it [00:25, 236.86it/s]
6201it [00:25, 241.43it/s]
6227it [00:25, 244.49it/s]
6254it [00:25, 248.77it/s]
6285it [00:25, 265.15it/s]
6313it [00:25, 260.61it/s]
6341it [00:25, 265.05it/s]
6374it [00:26, 282.91it/s]
6403it [00:26, 275.81it/s]
6431it [00:26, 275.70it/s]
6465it [00:26, 293.98it/s]
6503it [00:26, 316.37it/s]
6535it [00:26, 308.84it/s]
6567it [00:26, 300.40it/s]
6600it [00:26, 307.95it/s]
6631it [00:26, 303.55it/s]
6662it [00:27, 301.07it/s]
6694it [00:27, 305.79it/s]
6725it [00:27, 303.45it/s]
6756it [00:27, 281.19it/s]
6785it [00:27, 280.91it/s]
6814it [00:27, 267.81it/s]
6842it [00:27, 267.02it/s]
6869it [00:27, 264.26it/s]
6896it [00:27, 254.59it/s]
6925it [00:28, 255.15it/s]
6951it [00:28, 254.08it/s]
6977it [00:28, 251.84it/s]
7003it [00:28, 249.89it/s]
7031it [00:28, 257.38it/s]
7059it [00:28, 262.54it/s]
7086it [00:28, 257.45it/s]
7113it [00:28, 261.01it/s]
7140it [00:28, 257.47it/s]
7168it [00:28, 262.80it/s]
7195it [00:29, 258.39it/s]
7221it [00:29, 253.48it/s]
7247it [00:29, 244.26it/s]
7273it [00:29, 246.59it/s]
7299it [00:29, 249.78it/s]
7326it [00:29, 254.55it/s]
7352it [00:29, 252.40it/s]
7378it [00:29, 246.41it/s]
7411it [00:29, 268.24it/s]
7438it [00:30, 266.68it/s]
7471it [00:30, 284.71it/s]
7502it [00:30, 290.49it/s]
7538it [00:30, 307.36it/s]
7571it [00:30, 312.08it/s]
7603it [00:30, 304.15it/s]
7634it [00:30, 299.28it/s]
7667it [00:30, 306.68it/s]
7698it [00:30, 274.11it/s]
7727it [00:31, 210.31it/s]
7751it [00:31, 195.90it/s]
7773it [00:31, 198.71it/s]
7803it [00:31, 221.85it/s]
7834it [00:31, 242.72it/s]
7861it [00:31, 249.35it/s]
7887it [00:31, 234.95it/s]
7912it [00:31, 224.58it/s]
7936it [00:32, 220.57it/s]
7963it [00:32, 231.46it/s]
7987it [00:32, 229.37it/s]
8011it [00:32, 227.71it/s]
8037it [00:32, 236.18it/s]
8062it [00:32, 239.74it/s]
8093it [00:32, 257.72it/s]
8127it [00:32, 279.23it/s]
8158it [00:32, 285.89it/s]
8187it [00:32, 274.27it/s]
8215it [00:33, 274.29it/s]
8243it [00:33, 267.91it/s]
8270it [00:33, 261.25it/s]
8297it [00:33, 257.49it/s]
8323it [00:33, 247.05it/s]
8348it [00:33, 247.82it/s]
8374it [00:33, 249.33it/s]
8399it [00:33, 248.97it/s]
8426it [00:33, 253.34it/s]
8452it [00:34, 246.45it/s]
8477it [00:34, 242.81it/s]
8504it [00:34, 248.46it/s]
8535it [00:34, 265.20it/s]
8563it [00:34, 267.74it/s]
8595it [00:34, 280.01it/s]
8624it [00:34, 279.99it/s]
8653it [00:34, 272.29it/s]
8681it [00:34, 274.45it/s]
8714it [00:34, 287.52it/s]
8743it [00:35, 278.36it/s]
8771it [00:35, 274.16it/s]
8799it [00:35, 263.68it/s]
8831it [00:35, 277.74it/s]
8859it [00:35, 227.12it/s]
8884it [00:35, 227.42it/s]
8909it [00:35, 228.45it/s]
8933it [00:35, 225.29it/s]
8957it [00:36, 222.97it/s]
8986it [00:36, 240.24it/s]
9017it [00:36, 256.07it/s]
9043it [00:36, 250.36it/s]
9069it [00:36, 248.98it/s]
9095it [00:36, 249.11it/s]
9121it [00:36, 244.47it/s]
9146it [00:36, 244.70it/s]
9174it [00:36, 253.98it/s]
9200it [00:36, 249.79it/s]
9229it [00:37, 260.78it/s]
9261it [00:37, 276.85it/s]
9291it [00:37, 283.29it/s]
9320it [00:37, 284.03it/s]
9352it [00:37, 293.53it/s]
9382it [00:37, 273.30it/s]
9411it [00:37, 276.65it/s]
9439it [00:37, 273.74it/s]
9467it [00:37, 271.38it/s]
9495it [00:38, 269.02it/s]
9522it [00:38, 252.62it/s]
9548it [00:38, 253.53it/s]
9574it [00:38, 254.67it/s]
9600it [00:38, 249.95it/s]
9626it [00:38, 244.10it/s]
9651it [00:38, 240.42it/s]
9678it [00:38, 240.43it/s]
9705it [00:38, 248.26it/s]
9732it [00:39, 252.74it/s]
9761it [00:39, 262.61it/s]
9790it [00:39, 269.58it/s]
9818it [00:39, 264.41it/s]
9847it [00:39, 271.29it/s]
9875it [00:39, 271.67it/s]
9906it [00:39, 281.16it/s]
9937it [00:39, 289.27it/s]
9966it [00:39, 288.31it/s]
9996it [00:39, 290.88it/s]
10028it [00:40, 299.42it/s]
10065it [00:40, 313.65it/s]
10097it [00:40, 305.51it/s]
10128it [00:40, 304.90it/s]
10160it [00:40, 306.09it/s]
10196it [00:40, 320.26it/s]
10229it [00:40, 297.84it/s]
10260it [00:40, 277.92it/s]
10289it [00:40, 262.49it/s]
10316it [00:41, 241.73it/s]
10341it [00:41, 240.60it/s]
10366it [00:41, 227.52it/s]
10390it [00:41, 220.69it/s]
10413it [00:41, 220.31it/s]
10439it [00:41, 229.88it/s]
10465it [00:41, 237.00it/s]
10490it [00:41, 238.25it/s]
10514it [00:41, 238.30it/s]
10541it [00:42, 245.99it/s]
10569it [00:42, 253.95it/s]
10595it [00:42, 251.81it/s]
10621it [00:42, 251.34it/s]
10649it [00:42, 257.50it/s]
10679it [00:42, 269.44it/s]
10707it [00:42, 271.03it/s]
10737it [00:42, 279.00it/s]
10767it [00:42, 284.33it/s]
10796it [00:42, 272.04it/s]
10824it [00:43, 266.82it/s]
10853it [00:43, 269.56it/s]
10881it [00:43, 271.95it/s]
10909it [00:43, 263.69it/s]
10939it [00:43, 271.41it/s]
10967it [00:43, 266.75it/s]
10995it [00:43, 270.39it/s]
11023it [00:43, 272.82it/s]
11052it [00:43, 276.60it/s]
11080it [00:44, 275.09it/s]
11109it [00:44, 276.29it/s]
11137it [00:44, 272.77it/s]
11165it [00:44, 229.18it/s]
11190it [00:44, 190.44it/s]
11220it [00:44, 214.09it/s]
11254it [00:44, 244.38it/s]
11282it [00:44, 253.15it/s]
11310it [00:45, 259.67it/s]
11338it [00:45, 259.70it/s]
11369it [00:45, 272.05it/s]
11398it [00:45, 276.03it/s]
11427it [00:45, 279.09it/s]
11456it [00:45, 268.55it/s]
11484it [00:45, 261.09it/s]
11511it [00:45, 252.03it/s]
11537it [00:45, 243.73it/s]
11562it [00:46, 224.88it/s]
11585it [00:46, 217.58it/s]
11608it [00:46, 219.35it/s]
11631it [00:46, 218.49it/s]
11656it [00:46, 226.71it/s]
11679it [00:46, 219.27it/s]
11702it [00:46, 219.14it/s]
11727it [00:46, 225.43it/s]
11752it [00:46, 230.22it/s]
11778it [00:46, 238.16it/s]
11803it [00:47, 239.65it/s]
11829it [00:47, 243.61it/s]
11856it [00:47, 250.23it/s]
11882it [00:47, 238.03it/s]
11906it [00:47, 232.60it/s]
11930it [00:47, 233.31it/s]
11955it [00:47, 236.68it/s]
11979it [00:47, 230.42it/s]
12003it [00:47, 233.03it/s]
12031it [00:48, 245.16it/s]
12060it [00:48, 258.04it/s]
12089it [00:48, 265.56it/s]
12116it [00:48, 265.92it/s]
12152it [00:48, 292.14it/s]
12189it [00:48, 312.96it/s]
12226it [00:48, 329.10it/s]
12263it [00:48, 340.51it/s]
12298it [00:48, 330.55it/s]
12334it [00:48, 337.15it/s]
12368it [00:49, 306.97it/s]
12400it [00:49, 283.32it/s]
12429it [00:49, 271.16it/s]
12457it [00:49, 266.22it/s]
12484it [00:49, 247.30it/s]
12511it [00:49, 251.42it/s]
12538it [00:49, 255.13it/s]
12564it [00:49, 251.96it/s]
12590it [00:49, 253.72it/s]
12619it [00:50, 259.63it/s]
12646it [00:50, 254.57it/s]
12677it [00:50, 269.01it/s]
12705it [00:50, 258.13it/s]
12731it [00:50, 243.72it/s]
12759it [00:50, 252.12it/s]
12788it [00:50, 260.80it/s]
12815it [00:50, 256.55it/s]
12845it [00:50, 264.81it/s]
12872it [00:51, 264.85it/s]
12900it [00:51, 265.54it/s]
12927it [00:51, 263.14it/s]
12954it [00:51, 257.02it/s]
12982it [00:51, 261.24it/s]
13011it [00:51, 266.59it/s]
13038it [00:51, 267.42it/s]
13068it [00:51, 275.36it/s]
13098it [00:51, 280.53it/s]
13127it [00:52, 280.06it/s]
13156it [00:52, 281.53it/s]
13185it [00:52, 277.49it/s]
13213it [00:52, 270.73it/s]
13241it [00:52, 218.09it/s]
13273it [00:52, 242.06it/s]
13303it [00:52, 254.83it/s]
13332it [00:52, 263.16it/s]
13366it [00:52, 283.67it/s]
13396it [00:53, 226.84it/s]
13422it [00:53, 199.20it/s]
13445it [00:53, 155.92it/s]
13464it [00:53, 143.30it/s]
13481it [00:53, 144.22it/s]
13497it [00:53, 145.39it/s]
13515it [00:54, 153.31it/s]
13540it [00:54, 176.71it/s]
13564it [00:54, 192.90it/s]
13588it [00:54, 202.65it/s]
13615it [00:54, 220.87it/s]
13643it [00:54, 235.12it/s]
13668it [00:54, 230.93it/s]
13693it [00:54, 235.70it/s]
13720it [00:54, 245.46it/s]
13761it [00:54, 293.00it/s]
13797it [00:55, 312.58it/s]
13833it [00:55, 326.40it/s]
13870it [00:55, 338.37it/s]
13911it [00:55, 359.28it/s]
13948it [00:55, 327.33it/s]
13982it [00:55, 296.86it/s]
14013it [00:55, 273.10it/s]
14042it [00:55, 265.55it/s]
14070it [00:55, 262.58it/s]
14097it [00:56, 262.50it/s]
14124it [00:56, 239.85it/s]
14149it [00:56, 240.49it/s]
14175it [00:56, 245.28it/s]
14200it [00:56, 244.52it/s]
14230it [00:56, 258.36it/s]
14257it [00:56, 250.05it/s]
14286it [00:56, 260.09it/s]
14314it [00:56, 262.15it/s]
14341it [00:57, 253.72it/s]
14368it [00:57, 256.50it/s]
14395it [00:57, 259.96it/s]
14425it [00:57, 264.08it/s]
14453it [00:57, 268.37it/s]
14483it [00:57, 275.50it/s]
14511it [00:57, 271.00it/s]
14539it [00:57, 259.14it/s]
14566it [00:58, 189.03it/s]
14591it [00:58, 202.64it/s]
14616it [00:58, 211.57it/s]
14639it [00:58, 173.31it/s]
14659it [00:58, 149.94it/s]
14676it [00:58, 131.91it/s]
14691it [00:58, 121.99it/s]
14705it [00:59, 119.64it/s]
14729it [00:59, 145.48it/s]
14749it [00:59, 156.02it/s]
14772it [00:59, 173.84it/s]
14794it [00:59, 185.86it/s]
14820it [00:59, 204.41it/s]
14844it [00:59, 214.01it/s]
14871it [00:59, 229.19it/s]
14898it [00:59, 240.65it/s]
14929it [01:00, 260.21it/s]
14956it [01:00, 257.25it/s]
14982it [01:00, 256.90it/s]
15008it [01:00, 257.58it/s]
15036it [01:00, 262.19it/s]
15078it [01:00, 308.52it/s]
15123it [01:00, 350.22it/s]
15159it [01:00, 345.00it/s]
15194it [01:00, 302.69it/s]
15226it [01:01, 297.73it/s]
15257it [01:01, 267.62it/s]
15285it [01:01, 235.64it/s]
15310it [01:01, 227.03it/s]
15334it [01:01, 225.29it/s]
15358it [01:01, 220.20it/s]
15383it [01:01, 227.13it/s]
15411it [01:01, 237.93it/s]
15441it [01:01, 248.00it/s]
15469it [01:02, 256.44it/s]
15500it [01:02, 270.28it/s]
15528it [01:02, 270.35it/s]
15556it [01:02, 158.83it/s]
15584it [01:02, 181.87it/s]
15608it [01:02, 188.48it/s]
15631it [01:02, 186.38it/s]
15653it [01:03, 173.12it/s]
15673it [01:03, 169.19it/s]
15692it [01:03, 170.79it/s]
15715it [01:03, 183.75it/s]
15735it [01:03, 179.51it/s]
15758it [01:03, 187.12it/s]
15778it [01:03, 173.83it/s]
15799it [01:03, 182.46it/s]
15819it [01:04, 184.88it/s]
15838it [01:04, 184.53it/s]
15857it [01:04, 183.10it/s]
15877it [01:04, 186.33it/s]
15896it [01:04, 180.15it/s]
15916it [01:04, 185.54it/s]
15937it [01:04, 191.01it/s]
15961it [01:04, 202.76it/s]
15982it [01:04, 196.67it/s]
16003it [01:04, 200.27it/s]
16027it [01:05, 209.70it/s]
16049it [01:05, 203.64it/s]
16071it [01:05, 205.62it/s]
16099it [01:05, 226.81it/s]
16126it [01:05, 233.71it/s]
16156it [01:05, 251.03it/s]
16182it [01:05, 240.46it/s]
16207it [01:05, 224.82it/s]
16230it [01:05, 218.28it/s]
16253it [01:06, 218.80it/s]
16278it [01:06, 225.66it/s]
16301it [01:06, 218.62it/s]
16327it [01:06, 227.00it/s]
16350it [01:06, 225.75it/s]
16373it [01:06, 221.07it/s]
16396it [01:06, 221.39it/s]
16419it [01:06, 220.68it/s]
16442it [01:06, 221.04it/s]
16465it [01:07, 221.49it/s]
16492it [01:07, 234.57it/s]
16516it [01:07, 187.72it/s]
16549it [01:07, 220.72it/s]
16574it [01:07, 227.65it/s]
16598it [01:07, 172.18it/s]
16622it [01:07, 186.01it/s]
16651it [01:07, 209.27it/s]
16675it [01:08, 207.62it/s]
16698it [01:08, 205.43it/s]
16720it [01:08, 207.26it/s]
16742it [01:08, 202.77it/s]
16764it [01:08, 207.27it/s]
16789it [01:08, 216.41it/s]
16813it [01:08, 222.21it/s]
16836it [01:08, 220.78it/s]
16861it [01:08, 228.67it/s]
16885it [01:09, 222.57it/s]
16908it [01:09, 219.04it/s]
16931it [01:09, 215.46it/s]
16953it [01:09, 215.33it/s]
16979it [01:09, 223.06it/s]
17002it [01:09, 210.01it/s]
17025it [01:09, 212.75it/s]
17049it [01:09, 220.31it/s]
17076it [01:09, 233.97it/s]
17102it [01:10, 240.72it/s]
17127it [01:10, 230.31it/s]
17151it [01:10, 231.32it/s]
17177it [01:10, 237.96it/s]
17201it [01:10, 231.85it/s]
17225it [01:10, 231.69it/s]
17249it [01:10, 226.62it/s]
17274it [01:10, 228.70it/s]
17298it [01:10, 231.64it/s]
17322it [01:10, 227.38it/s]
17349it [01:11, 235.32it/s]
17375it [01:11, 242.03it/s]
17400it [01:11, 211.39it/s]
17422it [01:11, 155.69it/s]
17447it [01:11, 174.85it/s]
17469it [01:11, 184.51it/s]
17490it [01:11, 189.46it/s]
17511it [01:11, 190.77it/s]
17533it [01:12, 194.61it/s]
17555it [01:12, 199.95it/s]
17579it [01:12, 209.02it/s]
17601it [01:12, 180.85it/s]
17624it [01:12, 192.31it/s]
17645it [01:12, 191.45it/s]
17667it [01:12, 193.41it/s]
17693it [01:12, 210.36it/s]
17715it [01:12, 206.52it/s]
17736it [01:13, 197.96it/s]
17757it [01:13, 195.53it/s]
17778it [01:13, 191.84it/s]
17798it [01:13, 189.31it/s]
17818it [01:13, 191.33it/s]
17840it [01:13, 198.74it/s]
17860it [01:13, 198.29it/s]
17880it [01:13, 198.06it/s]
17903it [01:13, 199.22it/s]
17926it [01:14, 207.17it/s]
17952it [01:14, 222.32it/s]
17977it [01:14, 230.28it/s]
18001it [01:14, 224.97it/s]
18029it [01:14, 239.30it/s]
18056it [01:14, 248.13it/s]
18086it [01:14, 262.52it/s]
18113it [01:14, 259.07it/s]
18139it [01:14, 241.06it/s]
18164it [01:15, 235.67it/s]
18188it [01:15, 236.34it/s]
18212it [01:15, 228.66it/s]
18236it [01:15, 228.60it/s]
18260it [01:15, 229.45it/s]
18292it [01:15, 254.15it/s]
18325it [01:15, 274.78it/s]
18355it [01:15, 278.70it/s]
18383it [01:15, 260.26it/s]
18410it [01:16, 242.55it/s]
18435it [01:16, 214.00it/s]
18458it [01:16, 206.46it/s]
18480it [01:16, 199.95it/s]
18503it [01:16, 205.85it/s]
18524it [01:16, 197.65it/s]
18545it [01:16, 199.79it/s]
18568it [01:16, 206.88it/s]
18592it [01:16, 215.07it/s]
18625it [01:17, 245.64it/s]
18654it [01:17, 257.81it/s]
18680it [01:17, 251.88it/s]
18712it [01:17, 269.27it/s]
18744it [01:17, 283.27it/s]
18773it [01:17, 262.42it/s]
18800it [01:17, 255.75it/s]
18826it [01:17, 226.05it/s]
18850it [01:17, 224.99it/s]
18873it [01:18, 218.82it/s]
18896it [01:18, 207.54it/s]
18918it [01:18, 202.30it/s]
18939it [01:18, 195.84it/s]
18959it [01:18, 194.05it/s]
18979it [01:18, 194.15it/s]
19002it [01:18, 203.92it/s]
19023it [01:18, 202.54it/s]
19048it [01:18, 212.36it/s]
19072it [01:19, 218.47it/s]
19097it [01:19, 226.44it/s]
19121it [01:19, 229.97it/s]
19149it [01:19, 243.37it/s]
19175it [01:19, 246.72it/s]
19205it [01:19, 260.40it/s]
19232it [01:19, 260.64it/s]
19259it [01:19, 250.10it/s]
19285it [01:19, 218.91it/s]
19308it [01:20, 217.65it/s]
19331it [01:20, 218.78it/s]
19354it [01:20, 204.62it/s]
19375it [01:20, 205.76it/s]
19396it [01:20, 193.43it/s]
19416it [01:20, 186.53it/s]
19439it [01:20, 197.48it/s]
19460it [01:20, 177.79it/s]
19481it [01:20, 185.54it/s]
19501it [01:21, 181.28it/s]
19523it [01:21, 189.16it/s]
19547it [01:21, 201.36it/s]
19568it [01:21, 203.72it/s]
19594it [01:21, 219.05it/s]
19617it [01:21, 220.10it/s]
19642it [01:21, 227.21it/s]
19665it [01:21, 225.90it/s]
19691it [01:21, 235.23it/s]
19718it [01:22, 244.25it/s]
19746it [01:22, 254.42it/s]
19772it [01:22, 218.98it/s]
19795it [01:22, 215.49it/s]
19818it [01:22, 207.71it/s]
19841it [01:22, 212.92it/s]
19866it [01:22, 221.37it/s]
19893it [01:22, 232.84it/s]
19919it [01:22, 236.08it/s]
19943it [01:23, 233.56it/s]
19971it [01:23, 245.92it/s]
19996it [01:23, 247.06it/s]
20021it [01:23, 242.91it/s]
20047it [01:23, 243.26it/s]
20072it [01:23, 238.49it/s]
20097it [01:23, 240.89it/s]
20122it [01:23, 229.47it/s]
20149it [01:23, 240.26it/s]
20174it [01:23, 230.05it/s]
20198it [01:24, 225.72it/s]
20221it [01:24, 221.43it/s]
20244it [01:24, 217.01it/s]
20266it [01:24, 206.97it/s]
20293it [01:24, 222.88it/s]
20316it [01:24, 213.76it/s]
20338it [01:24, 204.50it/s]
20359it [01:24, 178.41it/s]
20378it [01:25, 177.04it/s]
20397it [01:25, 163.61it/s]
20414it [01:25, 160.06it/s]
20440it [01:25, 184.41it/s]
20466it [01:25, 201.79it/s]
20490it [01:25, 211.02it/s]
20514it [01:25, 218.04it/s]
20539it [01:25, 224.40it/s]
20567it [01:25, 239.34it/s]
20592it [01:26, 240.11it/s]
20620it [01:26, 250.11it/s]
20647it [01:26, 255.39it/s]
20677it [01:26, 267.80it/s]
20704it [01:26, 216.22it/s]
20728it [01:26, 215.83it/s]
20760it [01:26, 241.34it/s]
20792it [01:26, 259.64it/s]
20819it [01:26, 259.76it/s]
20846it [01:27, 250.16it/s]
20872it [01:27, 245.27it/s]
20897it [01:27, 236.78it/s]
20921it [01:27, 236.23it/s]
20945it [01:27, 234.07it/s]
20972it [01:27, 242.82it/s]
20997it [01:27, 230.69it/s]
21021it [01:27, 227.49it/s]
21047it [01:27, 234.70it/s]
21077it [01:28, 250.73it/s]
21110it [01:28, 271.93it/s]
21138it [01:28, 271.29it/s]
21169it [01:28, 276.83it/s]
21198it [01:28, 274.85it/s]
21226it [01:28, 276.05it/s]
21258it [01:28, 288.10it/s]
21288it [01:28, 290.30it/s]
21318it [01:28, 274.59it/s]
21348it [01:28, 281.09it/s]
21377it [01:29, 283.54it/s]
21412it [01:29, 301.61it/s]
21447it [01:29, 314.01it/s]
21479it [01:29, 287.15it/s]
21509it [01:29, 255.34it/s]
21536it [01:29, 231.06it/s]
21561it [01:29, 208.99it/s]
21583it [01:29, 198.23it/s]
21604it [01:30, 195.29it/s]
21624it [01:30, 188.46it/s]
21644it [01:30, 191.23it/s]
21669it [01:30, 205.52it/s]
21692it [01:30, 210.70it/s]
21719it [01:30, 227.29it/s]
21743it [01:30, 230.69it/s]
21767it [01:30, 230.77it/s]
21799it [01:30, 255.82it/s]
21828it [01:31, 263.05it/s]
21859it [01:31, 274.26it/s]
21887it [01:31, 189.48it/s]
21910it [01:31, 190.82it/s]
21942it [01:31, 218.02it/s]
21967it [01:31, 222.01it/s]
21991it [01:31, 220.86it/s]
22015it [01:31, 210.66it/s]
22038it [01:32, 215.25it/s]
22063it [01:32, 224.24it/s]
22092it [01:32, 242.44it/s]
22117it [01:32, 242.13it/s]
22146it [01:32, 251.43it/s]
22172it [01:32, 251.05it/s]
22199it [01:32, 255.67it/s]
22226it [01:32, 258.05it/s]
22255it [01:32, 267.34it/s]
22282it [01:32, 264.07it/s]
22309it [01:33, 264.86it/s]
22345it [01:33, 290.38it/s]
22378it [01:33, 300.33it/s]
22411it [01:33, 307.88it/s]
22442it [01:33, 303.12it/s]
22473it [01:33, 296.43it/s]
22505it [01:33, 302.52it/s]
22543it [01:33, 324.67it/s]
22578it [01:33, 331.52it/s]
22615it [01:33, 342.29it/s]
22650it [01:34, 339.64it/s]
22685it [01:34, 332.38it/s]
22719it [01:34, 285.08it/s]
22749it [01:34, 254.89it/s]
22776it [01:34, 234.35it/s]
22801it [01:34, 215.31it/s]
22824it [01:34, 195.32it/s]
22845it [01:35, 188.16it/s]
22865it [01:35, 178.71it/s]
22884it [01:35, 168.42it/s]
22904it [01:35, 173.01it/s]
22926it [01:35, 184.19it/s]
22947it [01:35, 190.19it/s]
22976it [01:35, 216.35it/s]
23001it [01:35, 224.82it/s]
23031it [01:35, 244.42it/s]
23060it [01:36, 256.19it/s]
23089it [01:36, 265.35it/s]
23120it [01:36, 276.95it/s]
23148it [01:36, 273.39it/s]
23176it [01:36, 227.38it/s]
23201it [01:36, 160.08it/s]
23221it [01:36, 167.91it/s]
23246it [01:37, 185.28it/s]
23270it [01:37, 198.43it/s]
23292it [01:37, 201.30it/s]
23314it [01:37, 200.47it/s]
23336it [01:37, 201.97it/s]
23365it [01:37, 224.96it/s]
23392it [01:37, 229.67it/s]
23420it [01:37, 242.19it/s]
23446it [01:37, 245.58it/s]
23474it [01:37, 254.93it/s]
23502it [01:38, 261.16it/s]
23533it [01:38, 267.58it/s]
23564it [01:38, 276.93it/s]
23601it [01:38, 303.02it/s]
23634it [01:38, 307.87it/s]
23670it [01:38, 320.43it/s]
23705it [01:38, 325.83it/s]
23738it [01:38, 311.61it/s]
23770it [01:38, 259.67it/s]
23798it [01:39, 237.59it/s]
23824it [01:39, 241.64it/s]
23850it [01:39, 230.41it/s]
23876it [01:39, 236.38it/s]
23903it [01:39, 244.92it/s]
23935it [01:39, 264.44it/s]
23962it [01:39, 236.67it/s]
23987it [01:39, 237.92it/s]
24012it [01:40, 233.77it/s]
24036it [01:40, 218.71it/s]
24059it [01:40, 215.09it/s]
24081it [01:40, 212.03it/s]
24103it [01:40, 200.69it/s]
24124it [01:40, 189.85it/s]
24144it [01:40, 174.95it/s]
24162it [01:40, 170.36it/s]
24184it [01:40, 179.10it/s]
24203it [01:41, 181.86it/s]
24222it [01:41, 182.07it/s]
24246it [01:41, 193.29it/s]
24266it [01:41, 190.66it/s]
24286it [01:41, 191.72it/s]
24306it [01:41, 193.93it/s]
24332it [01:41, 211.58it/s]
24362it [01:41, 236.24it/s]
24386it [01:41, 236.49it/s]
24417it [01:42, 258.00it/s]
24446it [01:42, 267.12it/s]
24478it [01:42, 278.63it/s]
24506it [01:42, 245.01it/s]
24532it [01:42, 246.97it/s]
24559it [01:42, 251.94it/s]
24585it [01:42, 252.19it/s]
24615it [01:42, 260.80it/s]
24642it [01:43, 193.08it/s]
24664it [01:43, 182.46it/s]
24688it [01:43, 193.01it/s]
24713it [01:43, 206.56it/s]
24736it [01:43, 209.88it/s]
24760it [01:43, 217.92it/s]
24789it [01:43, 228.59it/s]
24813it [01:43, 227.63it/s]
24837it [01:43, 227.89it/s]
24863it [01:43, 230.54it/s]
24889it [01:44, 237.61it/s]
24920it [01:44, 258.17it/s]
24952it [01:44, 274.88it/s]
24986it [01:44, 291.90it/s]
25016it [01:44, 288.98it/s]
25050it [01:44, 302.13it/s]
25086it [01:44, 315.57it/s]
25118it [01:44, 316.72it/s]
25151it [01:44, 320.27it/s]
25184it [01:45, 261.73it/s]
25212it [01:45, 251.46it/s]
25239it [01:45, 226.22it/s]
25265it [01:45, 231.66it/s]
25290it [01:45, 223.60it/s]
25320it [01:45, 241.34it/s]
25345it [01:45, 223.63it/s]
25369it [01:45, 227.54it/s]
25393it [01:46, 223.98it/s]
25416it [01:46, 218.97it/s]
25439it [01:46, 204.82it/s]
25462it [01:46, 211.27it/s]
25484it [01:46, 201.07it/s]
25505it [01:46, 189.96it/s]
25525it [01:46, 183.55it/s]
25548it [01:46, 194.84it/s]
25569it [01:46, 198.87it/s]
25590it [01:47, 194.08it/s]
25610it [01:47, 187.80it/s]
25630it [01:47, 189.26it/s]
25653it [01:47, 199.06it/s]
25679it [01:47, 213.98it/s]
25701it [01:47, 214.34it/s]
25730it [01:47, 234.28it/s]
25759it [01:47, 249.54it/s]
25789it [01:47, 263.74it/s]
25817it [01:48, 266.35it/s]
25844it [01:48, 267.20it/s]
25874it [01:48, 273.33it/s]
25904it [01:48, 280.31it/s]
25933it [01:48, 265.98it/s]
25960it [01:48, 200.01it/s]
25989it [01:48, 219.39it/s]
26015it [01:48, 228.87it/s]
26044it [01:48, 244.24it/s]
26073it [01:49, 255.26it/s]
26100it [01:49, 249.44it/s]
26126it [01:49, 200.36it/s]
26149it [01:49, 187.65it/s]
26171it [01:49, 191.84it/s]
26193it [01:49, 197.73it/s]
26214it [01:49, 199.00it/s]
26235it [01:49, 195.31it/s]
26255it [01:50, 179.78it/s]
26276it [01:50, 187.11it/s]
26297it [01:50, 192.91it/s]
26317it [01:50, 189.09it/s]
26341it [01:50, 203.04it/s]
26366it [01:50, 214.72it/s]
26394it [01:50, 232.46it/s]
26422it [01:50, 244.56it/s]
26448it [01:50, 248.33it/s]
26476it [01:50, 255.92it/s]
26511it [01:51, 280.08it/s]
26549it [01:51, 307.06it/s]
26580it [01:51, 303.62it/s]
26611it [01:51, 288.77it/s]
26645it [01:51, 301.97it/s]
26680it [01:51, 314.79it/s]
26712it [01:51, 299.90it/s]
26743it [01:51, 284.66it/s]
26778it [01:51, 300.26it/s]
26809it [01:52, 302.69it/s]
26840it [01:52, 267.34it/s]
26868it [01:52, 251.67it/s]
26894it [01:52, 224.91it/s]
26918it [01:52, 207.90it/s]
26940it [01:52, 198.62it/s]
26961it [01:52, 201.11it/s]
26982it [01:52, 191.55it/s]
27004it [01:53, 196.99it/s]
27029it [01:53, 209.62it/s]
27051it [01:53, 206.17it/s]
27072it [01:53, 196.95it/s]
27093it [01:53, 198.70it/s]
27118it [01:53, 210.74it/s]
27142it [01:53, 217.73it/s]
27169it [01:53, 232.64it/s]
27197it [01:53, 245.08it/s]
27227it [01:54, 259.92it/s]
27259it [01:54, 276.06it/s]
27293it [01:54, 294.64it/s]
27323it [01:54, 280.66it/s]
27355it [01:54, 289.47it/s]
27385it [01:54, 288.87it/s]
27418it [01:54, 300.23it/s]
27449it [01:54, 290.65it/s]
27479it [01:55, 201.81it/s]
27503it [01:55, 195.82it/s]
27531it [01:55, 213.54it/s]
27560it [01:55, 229.73it/s]
27588it [01:55, 240.41it/s]
27614it [01:55, 232.90it/s]
27639it [01:55, 210.93it/s]
27662it [01:55, 204.53it/s]
27684it [01:55, 199.07it/s]
27705it [01:56, 195.02it/s]
27725it [01:56, 167.95it/s]
27743it [01:56, 165.08it/s]
27762it [01:56, 170.61it/s]
27783it [01:56, 179.29it/s]
27803it [01:56, 183.76it/s]
27825it [01:56, 192.62it/s]
27848it [01:56, 201.87it/s]
27872it [01:57, 211.48it/s]
27901it [01:57, 232.78it/s]
27930it [01:57, 248.64it/s]
27956it [01:57, 245.97it/s]
27985it [01:57, 256.03it/s]
28018it [01:57, 275.79it/s]
28051it [01:57, 290.30it/s]
28084it [01:57, 300.58it/s]
28115it [01:57, 296.49it/s]
28145it [01:57, 294.41it/s]
28175it [01:58, 280.44it/s]
28204it [01:58, 274.75it/s]
28232it [01:58, 250.11it/s]
28267it [01:58, 275.42it/s]
28296it [01:58, 268.67it/s]
28324it [01:58, 245.54it/s]
28350it [01:58, 229.92it/s]
28374it [01:58, 224.31it/s]
28397it [01:59, 218.27it/s]
28420it [01:59, 218.83it/s]
28443it [01:59, 215.93it/s]
28465it [01:59, 212.99it/s]
28490it [01:59, 222.81it/s]
28516it [01:59, 231.99it/s]
28542it [01:59, 239.22it/s]
28570it [01:59, 249.92it/s]
28596it [01:59, 234.85it/s]
28622it [01:59, 238.75it/s]
28647it [02:00, 238.97it/s]
28672it [02:00, 236.62it/s]
28698it [02:00, 238.01it/s]
28724it [02:00, 242.01it/s]
28754it [02:00, 257.83it/s]
28784it [02:00, 266.36it/s]
28811it [02:00, 259.58it/s]
28838it [02:00, 258.82it/s]
28868it [02:00, 264.54it/s]
28895it [02:01, 259.38it/s]
28921it [02:01, 257.53it/s]
28947it [02:01, 198.08it/s]
28969it [02:01, 183.57it/s]
28993it [02:01, 196.53it/s]
29025it [02:01, 227.61it/s]
29050it [02:01, 228.76it/s]
29079it [02:01, 244.76it/s]
29111it [02:02, 263.84it/s]
29142it [02:02, 274.39it/s]
29172it [02:02, 281.69it/s]
29202it [02:02, 286.59it/s]
29233it [02:02, 290.39it/s]
29263it [02:02, 286.53it/s]
29292it [02:02, 262.14it/s]
29319it [02:02, 254.98it/s]
29347it [02:02, 260.67it/s]
29374it [02:02, 255.07it/s]
29400it [02:03, 246.57it/s]
29427it [02:03, 250.02it/s]
29455it [02:03, 256.21it/s]
29484it [02:03, 265.02it/s]
29512it [02:03, 269.29it/s]
29540it [02:03, 269.86it/s]
29568it [02:03, 268.93it/s]
29595it [02:03, 264.27it/s]
29624it [02:03, 269.98it/s]
29653it [02:04, 275.32it/s]
29681it [02:04, 266.31it/s]
29708it [02:04, 253.87it/s]
29734it [02:04, 248.02it/s]
29760it [02:04, 248.17it/s]
29785it [02:04, 243.91it/s]
29812it [02:04, 250.81it/s]
29839it [02:04, 252.87it/s]
29865it [02:04, 248.87it/s]
29890it [02:04, 246.99it/s]
29920it [02:05, 260.26it/s]
29950it [02:05, 270.50it/s]
29979it [02:05, 275.20it/s]
30007it [02:05, 270.94it/s]
30040it [02:05, 286.26it/s]
30075it [02:05, 300.45it/s]
30106it [02:05, 277.91it/s]
30135it [02:05, 264.81it/s]
30162it [02:05, 252.98it/s]
30188it [02:06, 234.78it/s]
30212it [02:06, 224.81it/s]
30235it [02:06, 212.19it/s]
30258it [02:06, 215.96it/s]
30282it [02:06, 219.97it/s]
30311it [02:06, 238.70it/s]
30345it [02:06, 266.94it/s]
30375it [02:06, 274.11it/s]
30407it [02:06, 286.80it/s]
30436it [02:07, 279.81it/s]
30465it [02:07, 281.59it/s]
30494it [02:07, 283.21it/s]
30524it [02:07, 286.85it/s]
30554it [02:07, 290.05it/s]
30585it [02:07, 293.13it/s]
30615it [02:07, 282.14it/s]
30644it [02:07, 274.72it/s]
30672it [02:07, 263.33it/s]
30699it [02:08, 253.77it/s]
30725it [02:08, 248.04it/s]
30750it [02:08, 227.41it/s]
30774it [02:08, 219.46it/s]
30797it [02:08, 214.87it/s]
30820it [02:08, 215.45it/s]
30844it [02:08, 221.68it/s]
30870it [02:08, 231.98it/s]
30900it [02:08, 251.16it/s]
30929it [02:09, 261.19it/s]
30959it [02:09, 271.19it/s]
30987it [02:09, 271.27it/s]
31018it [02:09, 282.37it/s]
31050it [02:09, 292.56it/s]
31080it [02:09, 292.03it/s]
31110it [02:09, 294.37it/s]
31140it [02:09, 295.36it/s]
31172it [02:09, 299.29it/s]
31202it [02:09, 293.40it/s]
31232it [02:10, 286.83it/s]
31262it [02:10, 285.41it/s]
31296it [02:10, 299.54it/s]
31327it [02:10, 290.35it/s]
31357it [02:10, 286.82it/s]
31386it [02:10, 284.45it/s]
31418it [02:10, 288.47it/s]
31448it [02:10, 290.26it/s]
31478it [02:10, 290.37it/s]
31510it [02:11, 297.51it/s]
31543it [02:11, 305.14it/s]
31574it [02:11, 301.63it/s]
31605it [02:11, 286.97it/s]
31634it [02:11, 283.90it/s]
31663it [02:11, 269.34it/s]
31693it [02:11, 277.40it/s]
31725it [02:11, 288.08it/s]
31754it [02:11, 286.89it/s]
31783it [02:11, 278.81it/s]
31812it [02:12, 281.68it/s]
31842it [02:12, 286.28it/s]
31873it [02:12, 292.58it/s]
31903it [02:12, 289.06it/s]
31935it [02:12, 291.63it/s]
31965it [02:12, 283.67it/s]
31994it [02:12, 280.01it/s]
32023it [02:12, 260.68it/s]
32050it [02:12, 256.71it/s]
32076it [02:13, 251.17it/s]
32102it [02:13, 246.73it/s]
32128it [02:13, 249.66it/s]
32155it [02:13, 251.47it/s]
32181it [02:13, 196.34it/s]
32203it [02:13, 201.18it/s]
32227it [02:13, 209.99it/s]
32259it [02:13, 239.08it/s]
32290it [02:13, 258.55it/s]
32322it [02:14, 275.56it/s]
32351it [02:14, 266.78it/s]
32379it [02:14, 252.37it/s]
32405it [02:14, 236.86it/s]
32430it [02:14, 228.83it/s]
32454it [02:14, 227.03it/s]
32478it [02:14, 229.09it/s]
32504it [02:14, 236.07it/s]
32533it [02:14, 249.26it/s]
32563it [02:15, 263.72it/s]
32594it [02:15, 275.70it/s]
32622it [02:15, 265.86it/s]
32649it [02:15, 263.61it/s]
32676it [02:15, 263.15it/s]
32703it [02:15, 260.27it/s]
32731it [02:15, 265.51it/s]
32758it [02:15, 265.74it/s]
32785it [02:15, 262.50it/s]
32812it [02:16, 256.18it/s]
32838it [02:16, 238.89it/s]
32863it [02:16, 234.17it/s]
32888it [02:16, 237.82it/s]
32912it [02:16, 236.51it/s]
32938it [02:16, 240.58it/s]
32965it [02:16, 248.77it/s]
32994it [02:16, 258.20it/s]
33022it [02:16, 264.14it/s]
33054it [02:16, 278.18it/s]
33085it [02:17, 286.14it/s]
33114it [02:17, 285.78it/s]
33143it [02:17, 278.33it/s]
33171it [02:17, 272.67it/s]
33201it [02:17, 280.37it/s]
33236it [02:17, 298.29it/s]
33266it [02:17, 298.04it/s]
33301it [02:17, 313.17it/s]
33333it [02:17, 307.41it/s]
33372it [02:18, 326.28it/s]
33405it [02:18, 327.13it/s]
33438it [02:18, 321.23it/s]
33473it [02:18, 327.31it/s]
33506it [02:18, 321.41it/s]
33539it [02:18, 321.94it/s]
33572it [02:18, 323.68it/s]
33608it [02:18, 331.98it/s]
33647it [02:18, 347.39it/s]
33690it [02:18, 370.27it/s]
33733it [02:19, 387.19it/s]
33776it [02:19, 397.08it/s]
33816it [02:19, 397.90it/s]
33856it [02:19, 373.27it/s]
33894it [02:19, 363.37it/s]
33931it [02:19, 323.23it/s]
33965it [02:19, 248.80it/s]
33993it [02:20, 185.77it/s]
34016it [02:20, 188.82it/s]
34045it [02:20, 208.98it/s]
34080it [02:20, 240.26it/s]
34111it [02:20, 256.86it/s]
34140it [02:20, 252.41it/s]
34167it [02:20, 254.14it/s]
34197it [02:20, 264.12it/s]
34228it [02:20, 275.13it/s]
34257it [02:21, 273.99it/s]
34285it [02:21, 269.93it/s]
34313it [02:21, 262.61it/s]
34341it [02:21, 264.93it/s]
34368it [02:21, 261.13it/s]
34397it [02:21, 262.91it/s]
34424it [02:21, 256.93it/s]
34451it [02:21, 259.77it/s]
34478it [02:21, 254.82it/s]
34504it [02:22, 239.73it/s]
34529it [02:22, 239.54it/s]
34556it [02:22, 246.20it/s]
34581it [02:22, 244.49it/s]
34613it [02:22, 265.90it/s]
34648it [02:22, 287.24it/s]
34682it [02:22, 302.37it/s]
34715it [02:22, 309.87it/s]
34747it [02:22, 294.04it/s]
34780it [02:23, 304.07it/s]
34816it [02:23, 318.55it/s]
34849it [02:23, 270.20it/s]
34878it [02:23, 265.94it/s]
34906it [02:23, 256.75it/s]
34933it [02:23, 254.45it/s]
34959it [02:23, 223.48it/s]
34983it [02:23, 218.96it/s]
35014it [02:23, 242.19it/s]
35044it [02:24, 256.85it/s]
35078it [02:24, 276.24it/s]
35107it [02:24, 273.61it/s]
35135it [02:24, 273.59it/s]
35163it [02:24, 207.30it/s]
35187it [02:24, 198.82it/s]
35210it [02:24, 198.14it/s]
35232it [02:25, 190.17it/s]
35252it [02:25, 191.98it/s]
35280it [02:25, 213.06it/s]
35306it [02:25, 225.26it/s]
35333it [02:25, 236.54it/s]
35362it [02:25, 249.69it/s]
35389it [02:25, 253.32it/s]
35416it [02:25, 256.15it/s]
35445it [02:25, 265.00it/s]
35472it [02:25, 263.94it/s]
35499it [02:26, 262.14it/s]
35526it [02:26, 257.87it/s]
35552it [02:26, 253.83it/s]
35578it [02:26, 246.89it/s]
35604it [02:26, 249.91it/s]
35632it [02:26, 257.21it/s]
35660it [02:26, 261.37it/s]
35694it [02:26, 282.92it/s]
35726it [02:26, 287.77it/s]
35755it [02:26, 283.82it/s]
35784it [02:27, 224.65it/s]
35809it [02:27, 205.91it/s]
35832it [02:27, 179.93it/s]
35852it [02:27, 115.33it/s]
35870it [02:27, 125.41it/s]
35890it [02:28, 139.48it/s]
35915it [02:28, 162.04it/s]
35939it [02:28, 180.23it/s]
35968it [02:28, 206.30it/s]
35996it [02:28, 224.50it/s]
36022it [02:28, 231.35it/s]
36047it [02:28, 226.24it/s]
36077it [02:28, 245.82it/s]
36103it [02:28, 237.36it/s]
36129it [02:29, 240.23it/s]
36154it [02:29, 240.96it/s]
36181it [02:29, 246.52it/s]
36208it [02:29, 249.86it/s]
36234it [02:29, 238.35it/s]
36259it [02:29, 237.16it/s]
36285it [02:29, 242.63it/s]
36310it [02:29, 224.20it/s]
36333it [02:30, 154.54it/s]
36352it [02:30, 129.20it/s]
36368it [02:30, 130.84it/s]
36396it [02:30, 162.21it/s]
36430it [02:30, 202.66it/s]
36455it [02:30, 214.24it/s]
36480it [02:30, 223.11it/s]
36505it [02:30, 224.94it/s]
36530it [02:31, 230.91it/s]
36555it [02:31, 235.79it/s]
36580it [02:31, 236.15it/s]
36586it [02:31, 241.90it/s]
0%| | 0/2 [00:00<?, ?it/s]
50%|█████ | 1/2 [00:00<00:00, 3.32it/s]
100%|██████████| 2/2 [00:00<00:00, 3.37it/s]
100%|██████████| 2/2 [00:00<00:00, 3.36it/s]
0%| | 0/2 [00:00<?, ?it/s]
50%|█████ | 1/2 [00:00<00:00, 3.16it/s]
100%|██████████| 2/2 [00:00<00:00, 3.27it/s]
100%|██████████| 2/2 [00:00<00:00, 3.25it/s]
0%| | 0/2 [00:00<?, ?it/s]
50%|█████ | 1/2 [00:00<00:00, 3.28it/s]
100%|██████████| 2/2 [00:00<00:00, 3.36it/s]
100%|██████████| 2/2 [00:00<00:00, 3.34it/s]
0%| | 0/2 [00:00<?, ?it/s]
50%|█████ | 1/2 [00:00<00:00, 3.43it/s]
100%|██████████| 2/2 [00:00<00:00, 3.49it/s]
100%|██████████| 2/2 [00:00<00:00, 3.48it/s]
Visualize a montage#
One way to examine the output of the pyAFQ pipeline is by creating a montage of images of a particular bundle across a group of participants (or, in this case, the one participant that was analyzed).
Note
The montage file is copied to the present working directory so that it gets properly rendered into the web-page containing this example. It is not necessary to do this when running this type of analysis.
my_afq.combine_bundle("Left Optic Radiation")
montage = my_afq.group_montage(
"Left Optic Radiation",
(1, 1), "Axial", "left")
shutil.copy(montage[0], op.split(montage[0])[-1])
0%| | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00, 15.30it/s]
0%| | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:03<00:00, 3.95s/it]
100%|██████████| 1/1 [00:03<00:00, 3.95s/it]
'bundle-Left Optic Radiation_view-Axial_idx-0_montage.png'
Interactive bundle visualization#
Another way to examine the outputs is to export the individual bundle figures, which show the streamlines, as well as the ROIs used to define the bundle. This is an html file, which contains an interactive figure that can be navigated, zoomed, rotated, etc.
bundle_html = my_afq.export("indiv_bundles_figures")
plotly.io.show(bundle_html["NDARAA948VFH"]["Left Optic Radiation"])
References#
- 1
Caffarra S, Joo SJ, Bloom D, Kruper J, Rokem A, Yeatman JD. Development of the visual white matter pathways mediates development of electrophysiological responses in visual cortex. Hum Brain Mapp. 2021;42(17):5785-5797.
- 2
Caffarra S, Kanopka K, Kruper J, Richie-Halford A, Roy E, Rokem A, Yeatman JD. Development of the alpha rhythm is linked to visual white matter pathways and visual detection performance. bioRxiv. doi:10.1101/2022.09.03.506461
- 3
Alexander LM, Escalera J, Ai L, et al. An open resource for transdiagnostic research in pediatric mental health and learning disorders. Sci Data. 2017;4:170181.
- 4
Richie-Halford A, Cieslak M, Ai L, et al. An analysis-ready and quality controlled resource for pediatric brain white-matter research. Scientific Data. 2022;9(1):1-27.
- 5
Cieslak M, Cook PA, He X, et al. QSIPrep: an integrative platform for preprocessing and reconstructing diffusion MRI data. Nat Methods. 2021;18(7):775-778.
Total running time of the script: (26 minutes 59.507 seconds)
Estimated memory usage: 3770 MB